hero working papers

Working papers

IGIER fellows and affiliates publish books and articles in academic journals. Their current research projects are featured in the Working Paper series. 

2025 - n° 717 26/09/2025

We study panel data regression models when the shocks of interest are aggregate and possibly small relative to idiosyncratic noise. This speaks to a large empirical literature that targets impulse responses via panel local projections. We show how to interpret the estimated coefficients when units have heterogeneous responses and how to obtain valid standard errors and confidence intervals. A simple recipe leads to robust inference: including lags as controls and then clustering at the time level. This strategy is valid under general error dynamics and uniformly over the degree of signal-to-noise of macro shocks.

Martín Almuzara and Víctor Sancibrián
Keywords: Panel data, local projections, impulse responses, aggregate shocks, inference, signal-to-noise, heterogeneity.
2025 - n° 716 22/07/2025
Massimo Morelli
Keywords: Populism, Commitment, Trust, Checks and Balances, Liberal Democracy, Nationalism Trap, European Taxation
2025 - n° 713 01/04/2025

Most societies in the world contain strong group identities and the culture supporting these groups is highly persistent. This persistence in turn gives rise to a
practical problem: how do and should societies with strong group identities organize themselves for exchange and public good provision? In this paper, we develop a theoretical framework that allows us to study, normatively and positively, the relationship between social structure, state capacity, and economic activity.

Yann Bramoulle, Sanjeev Goya, Massimo Morelli
2025 - n° 712 20/01/2025
Christopher P. Chambers, Yusufcan Masatlioglu, and Christopher Turansick
Keywords: Revealed Preference, Social Interactions, Linear-in-Means, Peer Effects
2024 - n° 710 09/10/2024

Are the players “commonly meta-certain” of an interactive belief model itself? The paper formalizes what it means by: “a player is (meta-)certain of her own belief-generating map” or “the players are (meta-)certain of the profile of belief-generating maps (i.e., the model).” The paper shows: a player is (meta-)certain of her own belief-generating map if and only if her beliefs are introspective. The players are commonly (meta-)certain of the model if and only if, for any event which some player i believes at some state, it is common belief at the state that player i believes the event. This paper then asks whether the “common meta-certainty” assumption is needed for epistemic characterizations of game-theoretic solution concepts. The paper shows: common belief in rationality leads to actions that survive iterated elimination of strictly dominated actions, as long as each player is logical and (meta-)certain only of her own strategy and belief-generating map

Satoshi Fukuda
Keywords: Belief; Knowledge; Common Belief; Common Knowledge; Introspection; Epistemic Game Theory
2024 - n° 709 23/05/2024
In 2004, 75 million people across 10 countries joined the European Union (EU). In the subsequent 15 years, their GDP per capita doubled. Synthetic control methods show the new members’ GDP per capita was 32% higher in 2019 thanks to the EU adhesion. I do not find a significant effect on the pre-2004 members. These findings are robust to various tests. Growth was primarily driven by the Solow residual. Data show rapid convergence in the main aggregates and declining misallocation measures, whereas TFP has not fully converged. These results point toward a large positive impact of the EU.

 
Basile Grassi
2024 - n° 708 22/03/2024

Algorithms are becoming the standard tool for bidding in auctions through which digital advertising is sold. To explore how algorithmic bidding might affect functioning of these auctions, this study undertakes a series of simulated experiments where bidders employ Artificial Intelligence algorithms (Q-learning and Neural Network) to bid in online advertising auctions. We consider both the generalized second-price (GSP) auction and the Vickrey-Clarke-Groves (VCG) auction. We find that the more detailed information is available to the algorithms, the better it is for the efficiency of the allocations and the advertisers profit. Conversely, the auctioneer revenues tend to decline as more complete information is available to the advertiser bidding algorithms. We also compare the outcomes of algorithmic bidding to those of equilibrium behavior in a range of different specifications and find that algorithmic bidding has a tendency to sustain low bids both under the GSP and VCG relative to competitive benchmarks. Moreover, the auctioneer revenues under the VCG setting are either close to or lower than those under the GSP setting. In addition, we consider three extensions commonly observed in the data: introduction of a non-stategic player, bidding through a common intermediary, and asymmetry of the information across bidders. Consistent with the theory, the non-strategic player presence leads to increased efficiency, whereas bidding through a common intermediary leads to lower auctioneer revenue compared to the case of individual bidding. Moreover, in experiments with information asymmetry, more informed players earn higher rewards.

Francesco Decarolis, Gabriele Rovigatti, Michele Rovigatti, Ksenia Shakhgildyan
Keywords: Online Advertising, Sponsored Search Auctions, Algorithmic Bidding, Artificial Intelligence, Collusion.
2024 - n° 707 08/02/2024

We evaluate how traditional parties may respond to populist parties on issues aligning with populist messages. During the 2020 Italian referendum on the reduction of members of Parliament, we conducted a large-scale field experiment, exposing 200 municipalities to nearly a million impressions of programmatic advertisement. Our treatments comprised two video ads against the reform: one debunking populist rhetoric and another attributing blame to populist politicians. This anti-populist campaign proved effective through demobilization, as it reduced both turnout and the votes in favor of the reform. Notably, the effects were more pronounced in municipalities with lower rates of college graduates, higher unemployment, and a history of populist votes. This exogenous influence introduced a unique populist dynamic, observable in the 2022 national election where treated municipalities showed increased support for Brothers of Italy, a rising populist party, and decreased support for both traditional parties and the populists behind the 2020 reform. A follow-up survey further showed increased political interest and diminished trust in political institutions among the residents of municipalities targeted by the campaign.

Vincenzo Galasso, Massimo Morelli, Tommaso Nannicini, Piero Stanig
2023 - n° 706 04/12/2023

In a recent paper, Lin & Palfrey (2024) developed a theory of cognitive hierarchies (CH) in sequential games and observed that this solution concept is not reduced-normal-form invariant. In this note I qualify and explain this observation. I show that the CH model is normal-form invariant, and that the differences arising from the application of the CH model to the reduced normal form depend only on how randomization by level-0 types is modeled. Indeed, while the uniform behavior strategy in the extensive form yields the uniform mixed strategy in the normal form, the latter does not correspond to the uniform randomization in the reduced normal form, because different reduced strategies may correspond to sets of equivalent strategies with different cardinalities. I also comment on (i) the invariance of the CH model to some transformations of the sequential game, and (ii) the independence of conditional beliefs about co-players' level-types.

Pierpaolo Battigalli
Keywords: Cognitive hierarchies, sequential games, extensive form, normal form, structurally reduced normal form, coalescing of moves, independence, observable deviators.
2023 - n° 705 20/11/2023

We study whether a better knowledge of the functioning of pay-as-you-go pension systems and recent demographic trends affects natives’ attitudes towards immigration. In two online experiments conducted in Italy and Spain, we randomly treated participants with a video explaining how, in pay-as-you-go systems, the payment of current pensions depends on the contributions paid by current workers. The video also informs participants about population aging trends in their countries. The treatment increases knowledge of pay-as-you-go systems and future demographic trends for all participants. However, it improves attitudes towards migrants only for treated participants who do not support populist and anti-immigrant parties.

Tito Boeri, Matteo Gamalerio, Massimo Morelli, Margherita Negri
Keywords: Information provision, experiment, immigration, pay-as-you-go pension systems, population aging, populism
2023 - n° 704 07/11/2023

We document the spiral of populism in Europe and the direct and indirect role of economic insecurity shocks. Using survey data on individual voting, we make two contributions to the literature, namely: (1) Economic insecurity shocks have a significant impact on the populist vote share, directly as demand for protection, and
indirectly through the induced changes in trust and attitudes; (2) A key consequence of increased economic insecurity is a drop in turnout. The impact of this largely neglected turnout effect is substantial: conditional on voting, when economic insecurity increases almost 40% of the induced change in the vote for a populist party comes from the turnout channel.

Massimo Morelli, Luigi Guiso, Helios Herrera, Tommaso Sonno
Keywords: turnout, trust in politics, voter sentiments
2023 - n° 703 12/10/2023

This paper empirically shows that the imbalance between an ethnic group’s political and military power is crucial to understanding the likelihood that such a group engages in a conflict. We develop a novel measure of a group’s military power by combiningmachine learning techniques with rich data on ethnic group characteristics and
outcomes of civil conflicts in Africa and theMiddle East. We couple thismeasure with available indicators of an ethnic group’s political power as well as with a novel proxy based on information about the ethnicity of cabinet members. We find that groups characterized by a highermismatch betweenmilitary and political power are between 30% and 50% more likely to engage in a conflict against their government depending on the specification used. We also find that the effects of power mismatch are nonlinear, which is in agreement with the predictions of a simplemodel that accounts for the cost of conflict. Moreover, our results suggest that high-mismatched groups are typically involved in larger and centrist conflicts. The policy implication is that powersharing recommendations and institutional design policies for peace should consider primarily the reduction of power mismatches between relevant groups, rather than focusing exclusively on equalizing political power in isolation.

Massimo Morelli, Laura Ogliari, Long Hong
Keywords: Civil War, Military Power, Political Power, Mismatch, Machine Learning
2023 - n° 702 01/08/2023

We analyze the infinite repetition with imperfect feedback of a simultaneous or sequential game, assuming that players are strategically sophisticated---but impatient---expected-utility maximizers. Sophisticated strategic reasoning in the repeated game is combined with belief updating to provide a foundation for a refinement of self-confirming equilibrium. In particular, we model strategic sophistication as rationality and common strong belief in rationality. Then, we combine belief updating and sophisticated reasoning to provide sufficient conditions for a kind of learning---that is, the ability, in the limit, to exactly forecast the sequence of future observations---thus showing that impatient agents end up playing a sequence of self-confirming equilibria in strongly rationalizable conjectures of the one-period game.

Pierpaolo Battigalli, Davide Bordoli
Keywords: Self-confirming equilibrium, Common strong belief in rationality, Learning, Repeated games
2023 - n° 701 25/07/2023

How do people form beliefs about novel risks, with which they have little or no experience? Motivated by survey data we collected in 2020, which showed that beliefs about Covid’s lethality depended on a range of personal experiences in unrelated domains, we build a model based on the psychology of selective memory. When a person thinks about an event, different experiences compete for retrieval, and retrieved experiences are used to simulate the event based on how similar they are to it. The model yields predictions on how experiences interfere with each other in recall and how non domain-specific experiences bias beliefs based on their similarity to the assessed event. We test these predictions using data from our Covid survey and from a primed-recall experiment about cyberattack risk. Experiences and their measured similarity to the cued event successfully help explain beliefs, with patterns consistent with our theory. Our approach offers a new, structured way to study and jointly account for systematic biases and substantial belief heterogeneity.

Pedro Bordalo, Giovanni Burro, Katherine Coffman, Nicola Gennaioli, Andrei Shleifer
Keywords: Similarity, selective recall, disagreement
2023 - n° 700 25/07/2023

We construct an index of long term expected earnings growth for S&P500 firms and show that it has remarkable power to jointly predict future errors in these expectations and stock returns, in both the aggregate market and the cross section. The evidence supports a mechanism whereby good news cause investors to become too optimistic about long term earnings growth, for the market as a whole but especially for a subset of firms. This leads to inflated stock prices and, as beliefs are systematically disappointed, to subsequent low returns in the aggregate market and for the subset of firms. Overreaction of long term expectations helps resolve or asset pricing puzzles without time series or cross-sectional variation in required returns.

Pedro Bordalo, Nicola Gennaioli, Rafael La Porta, and Andrei Shleifer
2023 - n° 699 24/07/2023

We document two new facts about the distributions of answers in famous statistical problems: they are i) multi-modal and ii) unstable with respect to irrelevant changes in the problem. We offer a model in which, when solving a problem, people represent each hypothesis by attending “bottom up” to its salient features while neglecting other, potentially more relevant, ones. Only the statistics associated with salient features are used, others are neglected. The model unifies Gambler’s Fallacy, its variation by sample size, under- and overreaction in inference, and insensitivity to multiple signals, all as a byproduct of selective attention. The model also makes new predictions on how controlled changes in the salience of specific features should jointly shape measured attention and biases. We test and confirm these predictions experimentally, including by measuring attention and documenting novel biases predicted by the model. Bottom-up attention to features emerges as a unifying framework for biases conventionally explained using a variety of stable heuristics or distortions of the Bayes rule. 

Pedro Bordalo, John Conlon, Nicola Gennaioli, Spencer Kwon, and Andrei Shleifer
2023 - n° 698 13/06/2023

This handbook chapter studies how natural resource wealth can in many contexts fuel armed conflict. Starting from a simple theoretical model, we stress the role of geography and power mismatch in the so called "natural resource curse". Drawing on recent empirical evidence, the importance of resource abundance, asymmetry and capital-intensiveness is highlighted, alongside local grievances and international interventions. We propose a series of evidence-driven policy conclusions, ranging from "smart green transition" and democratic institution building over labor-market intervention to a series of specific policies requiring international coordination.

Massimo Morelli, Dominic Rohner
Keywords: Natural Resources, Mining, Conflict, commitment problems, power mismatch.
2023 - n° 697 12/05/2023

This paper discusses the historical and social origins of the bifurcation in the political institutions of China and Western Europe. An important factor, recognized in the literature, is that China centralized state institutions very early on, while Europe remained politically fragmented for much longer. These initial differences, however, were amplified by the different social organizations (clans in China, corporate structures in Europe) that spread in these two societies at the turn of the first millennium AD. State institutions interacted with these organizations, and were shaped and influenced by this interaction. The paper discusses the many ways in which corporations contributed to the emergence of representative institutions and gave prominence to the rule of law in the early stages of state formation in Europe, and how specific features of lineage organizations contributed to the consolidation of the Imperial regime in China. 

Joel Mokyr, Guido Tabellini
2023 - n° 696 28/04/2023

This paper explores the tradeoff between competition and financial inclusion given by the vertical integration between mobile network and money operators. Joining novel data on mobile money fees built through the WayBack machine, with sources on network coverage and financials, we examine the staggering across African operators and countries of platform interoperability – a policy that promotes transactions and competition across mobile money operators. Our findings show that interoperability lowers mobile money fees and reduces network coverage and mobile towers, especially in rural and poor districts. Interoperability also results in a decline in various survey metrics of financial inclusion.

Markus K. Brunnermeier, Nicola Limodio, Lorenzo Spadavecchia
Keywords: Mobile Money, Interoperability, Financial inclusion
2023 - n° 695 23/03/2023

We compute new estimates for Total Factor Productivity (TFP) growth in five European countries and in the United States. Departing from standard methods, we account for positive profits and use firm surveys to proxy for unobserved changes in factor utilization. These novelties have a major impact in Europe, where our estimated TFP growth series are less volatile and less cyclical than the ones obtained with standard methods. Based on our approach, we provide annual industry-level and aggregate TFP series, as well as the first estimates of utilization-adjusted quarterly TFP growth in Europe.

JEL Codes: E01, E30, O30, O40

Diego Comin, Javier Quintana, Tom Schmitz, Antonella Trigari
2023 - n° 694 23/03/2023

We study the stabilizing role of benefit extensions. We develop a tractable quantitative model with heterogeneous agents, search frictions, and nominal rigidities. The model allows for a stabilizing aggregate demand channel and a destabilizing labor market channel. We characterize each channel analytically and find that aggregate demand effects quantitatively prevail in the US. When feeding-in estimated shocks, the model tracks unemployment in the two most recent downturns. We find that extensions lowered unemployment by a maximum of 0.35 pp in the Great Recession, while the joint stabilizing effect of extensions and benefit compensation peaked at 1.08 pp in the pandemic. 

Alexey Gorn, Antonella Trigari
Keywords: Cyclical unemployment insurance; heterogeneous agents; search frictions; nominal rigidities; Great Recession; Covid-19 recession
2023 - n° 693 21/03/2023

We offer a theory of changing dimensions of political polarization based on endogenous social identity. We formalize voter identity and stereotyped beliefs as in Bonomi et al. (2021), but add parties that compete on policy and also spread or conceal group stereotypes to persuade voters. Parties are historically connected to different social groups, whose members are more receptive to the ingroup party messages. An endogenous switch from class to cultural identity accounts for three major observed changes: i) growing conflict over cultural issues between voters and between parties, ii) dampening of political conflict over redistribution, despite rising inequality, and iii) a realignment of lower class voters from the left to the right. The incentive of parties to spread stereotypes is a key driver of identity-based polarization. Using survey data and congressional speeches we show that - consistent with our model - there is evidence of i) and ii) also in the voting realignment induced by the ”China Shock” (Autor et al. 2020).

Nicola Gennaioli and Guido Tabellini
2023 - n° 692 03/03/2023

I show that offering monetary rewards to whistleblowers can backfire as a moral aversion to being paid for harming others can reverse the effect of financial incentives. I run a field experiment with employees of the Afghan Ministry of Education, who are asked to confidentially report on their colleagues’ attendance. I use a two-by-two design, randomizing whether or not reporting absence carries a monetary incentive as well as the perceived consequentiality of the reports. In the consequential treatment arm, where employees are given examples of the penalties that might be imposed on absentees, 15% of participants choose to denounce their peers when reports are not incentivized. In this consequential group, rewards backfire: only 10% of employees report when denunciations are incentivized. In the non-consequential group, where participants are guaranteed that their reports will not be forwarded to the government, only 6% of employees denounce absence without rewards. However, when moral concerns of harming others are limited through the guarantee of non-consequentiality, rewards do not backfire: the incentivized reporting rate is 12% 

Stefano Fiorin
Keywords: Absence, Financial Incentives, Morality, Peer Reporting, Whistleblowing
2023 - n° 691 03/03/2023

Debt moratoria that allow borrowers to postpone loan payments are a frequently used tool intended to soften the impact of economic crises. We conduct a nationwide experiment with a large consumer lender in India to study how debt forbearance offers affect loan repayment and banking relationships. In the experiment, borrowers receive forbearance offers that are presented either as an initiative of their lender or the result of government regulation. We find that delinquent borrowers who are offered a debt moratorium by their lender are 4 percentage points (7 percent) less likely to default on their loan, while forbearance has no effect on repayment if it is granted by the regulator. Borrowers who are offered forbearance by their lender also have higher demand for future interactions with the lender: in a follow-up experiment conducted several months after the main intervention, demand for a non-credit product offered by the lender is 10 percentage points (27 percent) higher among customers who were offered repayment flexibility by the lender than among customers who received a moratorium offer presented as an initiative of the regulator. Overall, our results suggest that, rather than generating moral hazard, debt forbearance can improve loan repayment and support the creation of longer-term banking relationships not only for liquidity but also for relational contracting reasons. This provides a rationale for offering repayment flexibility even in settings where lenders are not required to provide forbearance.

Stefano Fiorin, Joseph Hall, Martin Kanz
Keywords: Debt forbearance, moral hazard, relational contracting
2023 - n° 690 28/02/2023

Real-world contests are inherently uncertain since the player who exerts the highest effort can still lose. In this paper, I consider a general asymmetric incomplete information contest model with a nonparametric distribution of uncertainty in the contest success function. It generalizes all-pay auctions, Tullock contests, and rank-order tournaments with two asymmetric players. Uncertainty in the contest success function summarizes other factors that influence the contest win outcome apart from the efforts of the players, such as, for example, players’ reputation or luck. First, I nonparametrically identify and estimate the distribution of uncertainty using the information on contest win outcomes and efforts. Next, I nonparametrically identify and estimate the distributions of the players’ costs of exerting effort. The model provides a method to disentangle two sources of player’s advantage: asymmetry in the costs’ distributions and the effect of the uncertainty distribution on the winning probability. As an empirical example, I apply the model to the U.S. House of Representatives elections.

Ksenia Shakhgildyan
Keywords: Contest, Nonparametric Identification, Nonparametric Estimation, Incomplete Information
2023 - n° 689 31/01/2023

We study mean-variance approximations for a large class of preferences. Compared to the standard mean-variance approximation that only features a risk variability term, a novel index of variability appears. Its neglect in an empirical estimation may result in puzzling in ated risk terms of standard mean-variance approximations.

Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci
2023 - n° 688 30/01/2023


We consider a model of a limit order book and determine the optimal tick size set by a social planner who maximizes the welfare of market participants. In a 2-period model where only two agents arrive sequentially, the tick size is a friction that constrains investors to use discrete price grids, and as a consequence the optimal tick size is equal to zero. However, in a model with sequential arrival of more than two investors who can endogenously either take liquidity or supply liquidity by undercutting or queuing behind existing orders, the tick size is positive: it is a strategic tool a social planner uses to optimally affect the choice made by investors between liquidity demand and supply. In addition, the optimal tick size is a function both of the value of the asset and of trading volume. The policy implication of such findings is that the European tick size regime and the “Intelligent Ticks” Nasdaq proposal dominate Reg. NMS Rule 612 that formalizes the tick size regime for the U.S. markets. Using data  from the U.S. and the European markets we test our model’s empirical predictions.

Giuliano Graziani, Barbara Rindi
Keywords: Limit Order Book, Tick Size, Social Planner, Undercutting, Queuing.
2023 - n° 687 16/01/2023

Why, in the face of scandals and misbehaviors, do partisan supporters hardly change their minds about their favored candidates? We study individuals’ online engagement with negative news on candidates in the 2016 US Presidential Election. Compared to independents, partisan users avoid commenting bad news on their favorite candidate, but seek them on its opponent, a political “ostrich effect”. When they do comment on bad news about their candidate, they try to rationalize them, display a more negative sentiment, and are more likely to cite scandals of the opponent. This behavior is consistent with the predictions of a model of online interactions where paying attention to non-consonant news is emotionally or psychologically costly, while paying attention to consonant ones is pleasing. Because users enjoy receiving positive feedback on their views, intrinsic biases that drive ideological segregation are amplified on social media.

Leonardo D’Amico, Guido Tabellini
2023 - n° 686 16/01/2023

We explore how business groups use internal labor markets (ILMs) in response to changing economic conditions. We show that following the exit of a large industry competitor, groupaffiliated firms expand and gain market share by increasing their reliance on the ILM to ensure swift hiring, especially of technical managers and skilled blue collar workers. The ability to take advantage of this shock to growth opportunities is greater in firms with closer access to their affiliates’ human capital, as geographical proximity facilitates employee relocations across units. Overall, our findings point to the ILM as a prominent mechanism making affiliation with a business group valuable at times of change. For the ILM to perform its role in the face of industry shocks, group sectoral diversification must be combined with geographical proximity between affiliates. 

Giacinta Cestone, Chiara Fumagalli, Francis Kramarz, Giovanni Pica
Keywords: Business Groups, Human Capital, Labor Market Frictions, Internal Labor Markets
2023 - n° 685 16/01/2023

We study the implications of employment targets on firm dynamics during the privatization of the East German economy. Exploiting novel contract-level data, we document three stylized facts. First, the policy distorted firm size choices and generated bunching of firms around their committed employment target. Second, exploiting heterogeneous labor preferences of privatizers, we show that assigning tight commitments to firms causes an increase in employment growth and leads to higher productivity growth. Finally, tighter commitments also result in significant costs by leading to increased firm exit. We interpret these results through the lens of a dynamic model with endogenous productivity growth at the firm level. The model highlights that while tight commitments distort the employment decision statically and lead to a higher exit probability, they also induce a “catch-up” increase in productivity growth. This is because although firm profits are lower under tight commitments, marginal profits with respect to  productivity are higher. We calibrate the model to our data and find that the policy lead to a 3 percentage points higher aggregate TFP growth thanks to the productivity improvements of firms with tight contracts. 

Ufuk Akcigit, Harun Alp, André Diegmann, Nicolas Serrano-Velarde
2022 - n° 684 01/09/2022

We investigate the impact of prices on ratings using Airbnb data. We theoretically illustrate two opposing channels: higher prices reduce the value for money, worsening ratings, but they increase the taste-based valuation of the average traveler, improving ratings. Results from panel regressions and a regression discontinuity design suggest a dominant value-for-money effect. In line with our model, hosts strategically complement lower prices with higher effort more when ratings are relatively low. Finally, we provide evidence that, upon entry, strategic hosts exploit the dominant value-for-money effect. The median entry discount of seven percent improves medium-run monthly revenues by three percent.

 

 

 

Christoph Carnehl, Maximilian Schaefer, André Stenzel, Kevin Ducbao Tran
Keywords: Rating Systems, Dynamic Pricing, Asymmetric Information
2022 - n° 683 27/07/2022
We compute new estimates for Total Factor Productivity (TFP) growth in the United States and in five European countries. Departing from standard methods, we account for positive profits and use firm surveys to proxy for unobserved changes in factor utilization. These novelties have a major impact, especially in Europe, where our estimated TFP growth series are less volatile and less cyclical than the ones obtained with standard methods. Based on our approach, we provide annual industry-level and aggregate TFP series, as well as the first estimates of utilization-adjusted quarterly TFP growth in Europe.

Diego Comin, Javier Quintana, Tom Schmitz, Antonella Trigari
2022 - n° 682 06/06/2022
We revisit the role of temporary layoffs in the business cycle, motivated by their unprecedented surge during the pandemic recession.We first measure the contribution of temporary layoffs to unemployment dynamics over the period 1979 to the present. While many have emphasized a stabilizing effect due to recall hiring, we quantify an important destabilizing effect due to "loss-of-recall", whereby workers in temporary-layoff unemployment lose their job permanently and do so at higher rates in recessions. We then develop a quantitative model that allows for endogenous flows of workers across employment and both temporary-layoff and jobless unemployment. The model captures well pre-pandemic unemployment dynamics and shows how loss-of-recall enhances the recessionary contribution of temporary layoffs. We also show that with some modification the model can capture the pandemic recession. We then use our structural model to show that the Paycheck Protection program generated significant employment gains. It did so in part by significantly reducing loss-of-recall.

Mark Gertler, Christopher Huckfeldt, Antonella Trigari
2022 - n° 681 03/03/2022
We study strategic reasoning in a signaling game where players have common belief in an outcome distribution and in the event that the receiver believes that the sender's first-order beliefs are independent of her payoff-type. We characterize the behavioral implications of these epistemic hypotheses through a rationalizability procedure with second-order belief restrictions. Our solution concept is related to, but weaker than Divine Equilibrium (Banks and Sobel, 1987). First, we do not obtain sequential equilibrium, but just Perfect Bayesian Equilibrium with heterogeneous off-path beliefs (Fudenberg and He, 2018). Second, when we model how the receiver may rationalize a particular deviation, we take into account that some types could have preferred a different deviation, and we show this is natural and relevant via an economic example.

Pierpaolo Battigalli, Emiliano Catonini
2022 - n° 680 14/02/2022
A start-up and an incumbent negotiate over an acquisition price under asymmetric information about the start-up's ability to succeed in the market. The acquisition may result in the shelving of the start-up's project or the development of a project that would otherwise never reach the market because of financial constraints. Despite this possible pro-competitive effect, the optimal merger policy commits to standards of review that prohibit high-price takeovers, even if they may be welfare-beneficial ex post. Ex ante this pushes the incumbent to acquire startups lacking the financial resources to develop independently, and increases expected welfare.

Chiara Fumagalli, Massimo Motta, Emanuele Tarantino
Keywords: Optimal merger policy, selection effect, nascent competitors
2021 - n° 679 22/12/2021
A central aspect of strategic reasoning in sequential games consists in anticipating how co-players would react to information about past play, which in turn depends on how co-players update and revise their beliefs. Several notions of belief system have been used to model how players' beliefs change as they obtain new information, some imposing considerably more discipline than others on how beliefs at different information sets are related. We highlight the differences between these notions of belief system in terms of introspection about one's own conditional beliefs, but we also show that such differences do not affect the essential aspects of rational planning and the behavioral implications of strategic reasoning, as captured by rationalizability.

Pierpaolo BATTIGALLI, Emiliano CATONINI, Julien MANILI
Keywords: Sequential games, chain rule, partial introspection, rational planning, rationalizability
2021 - n° 678 22/12/2021

We propose that the mathematical representation of situations of strategic interactions, i.e., of games, should separate the description of the rules of the game from the description of players’ personal traits. Yet, we note that the standard extensive-form partitional representation of information in sequential games does not comply with this separation principle. We offer an alternative representation that extends to all (finite) sequential games the approach adopted in the theory of repeated games with imperfect monitoring, that is, we describe the flow of information accruing to players rather than the stock of information retained by players, as encoded in information partitions. Mnemonic abilities can be represented independently of games. Assuming that players have perfect memory, our flow representation gives rise to information partitions satisfying perfect recall. Different combinations of rules about information flows and of players mnemonic abilities may give rise to the same information partition . All extensive-form representations with information partitions, including those featuring absentmindedness, can be generated by some such combinations. 

Pierpaolo Battigalli, Nicolò Generoso
2021 - n° 677 12/07/2021

Macroeconomic  outcomes depend on the distribution of markups across firms and over time, making firm-level markup estimates key for macroeconomic analysis. Methods to obtain these estimates require data on the prices that firms charge. Firm-level data with wide coverage, however,  primarily comes from financial statements, which lack information on  prices. We use an analytical framework to show that trends in markups or the dispersion of markups across firms can still be well-measured with such data. Finding the average level of the markup does require pricing data, and we propose a consistent estimator for such settings. We validate the analytical results with simulations of a quantitative macroeconomic model and firm-level administrative production and pricing data. Our analysis supports the use of financial data to measure trends in aggregate markups.

Maarten De Ridder, Basile Grassi, Giovanni Morzenti
Keywords: Macroeconomics, Production Functions, Markups, Competition
2021 - n° 676 22/02/2021
We investigate the effects of the Federal Reserve's quantitative easing and maturity extension programs on the yields of US dollar-denominated corporate bonds using a multiple-regime heteroskedasticity-based VAR identification approach. Impulse response functions suggest that a traditional, rate-based expansionary policy may lead to an increase in yields while quantitative easing is linked to a general and persistent decrease in yields, particularly for long-term bonds. The responses generated by the maturity extension program are significant and of larger magnitude. A decomposition shows that the unconventional programs reduce the cost of private debt primarily through a reduction in risk premia that cannot be entirely accounted for by a reduction in corporate default risk.

Massimo Guidolin, Valentina Massagli, Manuela Pedio
Keywords: unconventional monetary policy; transmission channels; heteroskedasticity; vector autoregressions; identification; corporate bond yields
2021 - n° 675 15/02/2021
We determine optimal market access pricing for an exchange or Social Planner. Exchanges optimally use rebate-based pricing (vs. strictly positive fees) when ex ante gains-from-trade and trading activity are low (high). Exchange rebate-based pricing increases (decreases) welfare when investor valuation dispersion and trading activity are low (high). A Social Planner increases welfare using rebate-based pricing. High-frequency traders strengthen exchange incentives for rebate-based pricing; a new explanation for widespread Maker-Taker and Taker-Maker pricing. With HFTs, rebate-based pricing improves total welfare, but Pareto transfers are needed to improve investor welfare. Sequential bargaining games between competing exchanges setting fees have pure-strategy equilibria.

Roberto Riccó, Barbara Rindi, Duane J. Seppi
Keywords: Market access fees, make-take, limit order markets, liquidity, market microstructure
2021 - n° 674 09/02/2021
We show that rational but inattentive agents can become polarized, even in expectation. This is driven by agents' choice of not only how much information to acquire, but also what type of information. We present how optimal information acquisition, and subsequent belief formation, depends crucially on the agent-specific status quo valuation. Beliefs can systematically update away from the realized truth and even agents with the same initial beliefs might become polarized. We design a laboratory experiment to test the model's predictions; the results confirm our predictions about the mechanism (rational information acquisition) and its effect on beliefs (systematic polarization).

Vladimir Novak, Andrei Matveenko, Silvio Ravaioli
Keywords: polarization, beliefs updating, rational inattention, status quo, experiment
2020 - n° 673 22/10/2020
During the 2020 Corona virus crisis in Lombardy -a stranger time- the Game Design Workshop at Bocconi University studied the implementation of the algorithms proposed by Maccheroni (2020, SSRN paper 3622663) for digital play using only six-sided dice. Swords & Wizardry by Finch (2011, Frog God Games) is a popular restatement of the Original Dungeons & Dragons Game by Gygax and Arneson (1974, Tactical Studies Rules). A case study, the present paper presents an implementation of the aforementioned algorithms for this game.
Alberto Maccheroni and Fabio Maccheroni
2020 - n° 672 12/10/2020
The paper develops a foundational model of the decentralized allocation of subsidies through competitive grantmaking. Casting the problem in a simple supply and demand framework, we characterize the equilibrium acceptance standard and applications. The equilibrium success rate (grants over applications) decreases in the budget, consistent with some recent evidence, if and only if the distribution of types has decreasing hazard rate. In all stable equilibria resulting when funds are allocated across fields proportionally to applications-as well as under apportionment rules in a general class characterized in the paper-an increase in noise in the evaluation in a field perversely raises applications in that field and reduces applications in all the other fields. We characterize how the design of allocation rules can be modified to improve welfare.

Marco Ottaviani
Keywords: Grants, applications, grading on a curve, evaluation across fields, formula-based allocation, proportional allocation, payline, unraveling, signal noise
2020 - n° 671 28/09/2020
Lower costs of international trade affect both firms' innovation incentives and theirmarket power. We develop a dynamic general equilibrium model with endogenous innovation and endogenous markups to study the interaction between these effects. Lower trade costs stimulate innovation by large firms that are technologically close to their rivals. However, as innovators increase their productivity advantage over others, they also increase their markups. Our calibrated model suggests that a fall in trade costs which increases the trade-to-GDP ratio of the US manufacturing sector from 12% (its level in the 1970s) to 24% (its current level) increases productivity growth by 0.12 percentage points and the aggregate markup by 1.70 percentage points. Without the feedback effect of innovation on the productivity distribution, markups would actually have fallen.

Laurent Cavenaile, Pau Roldan-Blanco, Tom Schmitz
Keywords: International Trade, Markups, Innovation, R&D, Productivity
2020 - n° 670 25/08/2020
This paper studies electoral competition over redistributive taxes between a safe incumbent and a risky opponent. As in prospect theory, economically disappointed voters become risk lovers, and hence are intrinsically attracted by the more risky candidate. We show that, after a large adverse economic shock, the equilibrium can display policy divergence: the more risky candidate proposes lower taxes and is supported by a coalition of very rich and very disappointed voters, while the safe candidate proposes higher taxes. This can explain why new populist parties are often supported by economically dissatisfied voters and yet they run on economic policy platforms of low redistribution. We show that survey data on the German SOEP are consistent with our theoretical predictions on voters' behavior.

Fausto Panunzi, Nicola Pavoni, Guido Tabellini
Keywords: populism, prospect theory, behavioral political economics
2020 - n° 669 03/08/2020
We present a theory of war onset and war duration in which power is multidimensional and can evolve through conflict. The resources players can secure without fighting are determined by their political power, while the ability of appropriating resources with violence is due to their military power. When deciding whether to wage a war, players evaluate the consequences on the current allocation of resources as well as on the future distribution of military and political power. We deliver three main results: a key driver of war is the mismatch between military and political power; dynamic incentives may amplify static incentives, leading forward-looking players to be more belligerent; and a war is more likely to last for longer if political power is initially more unbalanced than military power and the politically under-represented player is militarily advantaged. Our results are robust to allowing the peaceful allocation of resources to be a function of both political and military power. Finally, we provide empirical correlations on inter-state wars that are consistent with the theory.

Helios Herrera, Massimo Morelli, Salvatore Nunnari
Keywords: Formal Model; International Relations; Causes of War; Dynamic Game; War Onset; War Duration; Balance of Power; Power Mismatch; Power Shift; Civil Wars; Inter-State Wars
2020 - n° 668 03/08/2020
We use decision theory to confront uncertainty that is sufficiently broad to incorporate 'models as approximations'.We presume the existence of a featured collection of what we call 'structured models' that have explicit substantive motivations. The decision maker confronts uncertainty through the lens of these models, but also views these models as simplifications, and hence, as misspecified. We extend min-max analysis under model ambiguity to incorporate the uncertainty induced by acknowledging that the models used in decision-making are simplified approximations. Formally, we provide an axiomatic rationale for a decision criterion that incorporates model misspecification concerns.
Simone Cerreia Vioglio, Lars Peter Hansen, Fabio Maccheroni and Massimo Marinacci
2020 - n° 667 15/07/2020
We use a recently developed right-tail variation of the Augmented Dickey-Fuller unit root test to identify and date-stamp periods of mildly explosive behavior in the weekly time series of eight U.S. fixed income yield spreads between September 2002 and April 2018. We find statistically significant evidence of mildly explosive dynamics in six of these spreads, two of which are short/medium-term mortgagerelated spreads. We show that the time intervals characterized by instability that we estimate from these yield spreads capture known episodes of financial and economic distress in the U.S. economy. Mild explosiveness migrates from short-term funding markets to medium- and long-term markets during the Great Financial Crisis of 2007-09. Furthermore, we statistically validate the conjecture that the initial panic of 2007 migrated from segments of the ABX market to other U.S. fixed income markets in the early phases of the financial crisis.

Silvio Contessi, Pierangelo De Pace, Massimo Guidolin
Keywords: Finance, investment analyss, fixed income markets, yield spreads, mildly explosive behavior
2020 - n° 666 07/07/2020
Policymaking during a pandemic can be extremely challenging. As COVID-19 is a new disease and its global impacts are unprecedented, decisions need to be made in a highly uncertain, complex and rapidly changing environment. In such a context, in which human lives and the economy are at stake, we argue that using ideas and constructs from modern decision theory, even informally, will make policymaking more a responsible and transparent process.

Loïc Berger, Nicolas Berger, Valentina Bosetti, Itzhak Gilboa, Lars Peter Hansen, Christopher Jarvis,Massimo Marinacci, Richard D. Smith
Keywords: model uncertainty, ambiguity, robustness, decision rules
2020 - n° 665 03/07/2020
This paper investigates the effect of terrorism financing and recruitment on attacks. A Sharia-compliant institution in Pakistan induces exogenous variation in the funding of terrorist groups through their religious affiliation. I isolate the supply of terrorist attacks by following multiple terrorist groups with different affiliations operating in various cities. Higher terrorism financing, in a given location and period, generates more attacks in the same location and period. This effect increases in recruitment, measured through darkweb data, inputs by two judges and machine-learning. This evidence is consistent with terrorist organizations facing financial frictions to their internal capital market.

Nicola Limodio
Keywords: Terrorism, Finance
2020 - n° 664 05/05/2020
Negative advertising is frequent in electoral campaigns, despite its ambiguous effectiveness: negativity may reduce voters' evaluation of the targeted politician but have a backlash effect for the attacker. We study the effect of negative advertising in electoral races with more than two candidates with a large scale field experiment during an electoral campaign for mayor in Italy and a survey experiment in a fictitious mayoral campaign. In our field experiment, we find a strong, positive spillover effect on the third main candidate (neither the target nor the attacker). This effect is confirmed in our survey experiment, which creates a controlled environment with no ideological components nor strategic voting. The negative ad has no impact on the targeted incumbent, has a sizable backlash effect on the attacker, and largely benefits the idle candidate. The attacker is perceived as less cooperative, less likely to lead a successful government, and more ideologically extreme.

Vincenzo Galasso, Tommaso Nannicini, Salvatore Nunnari
Keywords: Electoral Campaign, Political Advertisement, Randomized Controlled Trial, Field Experiment, Survey Experiment
2020 - n° 663 28/04/2020

We provide two characterizations, one axiomatic and the other neuro-computational, of the dependence of choice probabilities on deadlines, within the widely used softmax representation (see below picture) where pt (a; A) is the probability that alternative a is selected from the set A of feasible alternatives if t is the time available to decide, is a time dependent noise parameter measuring the unit cost of information, u is a time independent utility function, and a is an alternative-specific bias that determines the initial choice probabilities and possibly reflects prior information. Our axiomatic analysis provides a behavioral foundation of softmax (also known as Multinomial Logit Model when a is constant). Our neuro-computational derivation provides a biologically inspired algorithm that may explain the emergence of softmax in choice behavior. Jointly, the two approaches provide a thorough understanding of soft-maximization in terms of internal causes (neurophysiological mechanisms) and external effects (testable implications).

Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci
Keywords: Discrete Choice Analysis, Drift Diffusion Model, Heteroscedastic Extreme Value Models, Luce Model, Metropolis Algorithm, Multinomial Logit Model, Quantal Response Equilibrium, Rational Inattention
2020 - n° 662 02/04/2020
We study agents in a social network who receive initial noisy signals about a fundamental parameter and then, in each period, solve a robust non-parametric estimation problem given their previous information and the most recent estimates of their neighbors. The resulting robust opinion aggregators are characterized by simple functional properties: normalization, monotonicity, and translation invariance. These aggregators admit the linear DeGroot's model as a particular parametric specification. However, robust opinion aggregators allow for additional features such as overweighting/underweighting of extreme opinions, confirmatory bias, as well as discarding information obtained from sources perceived as redundant. We show that under this general model, it is still possible to link the long-run behavior of the opinions to the structure of the underlying network. In particular, we provide sufficient conditions for convergence and consensus and we offer some bounds on the rate of convergence. In some parametric cases, we derive the influence of the agents on the limit opinions and we stress how it depends on their centrality as well as on their initial signals. Finally, we study sufficient conditions under which a large society learns the true parameter while also highlighting why this property may fail.
Simone Cerreia-Vioglio, Roberto Corrao, Giacomo Lanzani
2020 - n° 661 16/03/2020
Recent studies argue that major crises can have long lasting effects on individual behavior. While most studies focused on natural disasters, we explore the consequences of the global pandemic caused by a lethal influenza virus in 1918-19: the so-called "Spanish Flu". This was by far the worst pandemic of modern history, causing up to 100 million deaths worldwide. Using information about attitudes of respondents to the General Social Survey (GSS), we find evidence that experiencing the pandemic likely had permanent consequences in terms of individuals' social trust. Our findings suggest that lower social trust was passed on to the descendants of the survivors of the Spanish Flu who migrated to the US. As trust is a crucial factor for long-term economic development, our research offers a new angle from which to assess current health threats.

Arnstein Aassve, Guido Alfani, Francesco Gandolfi, Marco Le Moglie
Keywords: Epidemic, Generalized trust, Spanish flu, Pandemic, Mortality crisis
2020 - n° 660 02/03/2020
This paper describes price discovery and liquidity provision in a dynamic limit order market with asymmetric information and non-Markovian learning. Investors condition on information in both the current limit order book and also, unlike in previous research, on the prior order history when deciding whether to provide or take liquidity. Our analysis shows that the information content of the prior order history can be substantial. Surprisingly, the information content of equilibrium orders can differ from order direction and aggressiveness.

Roberto Riccò, Barbara Rindi, Duane J. Seppi
Keywords: Limit order markets, asymmetric information, liquidity, market microstructure
2020 - n° 659 28/02/2020
We study the role of perceived threats from cultural diversity induced by terrorist attacks and a salient criminal event on public discourse and voters' support for far-right parties. We first develop a rule which allocates Twitter users in Germany to electoral districts and then use a machine learning method to compute measures of textual similarity between the tweets they produce and tweets by accounts of the main German parties. Using the dates of the aforementioned exogenous events we estimate constituency-level shifts in similarity to party language. We find that following these events Twitter text becomes on average more similar to that of the main far-right party, AfD, while the opposite happens for some of the other parties. Regressing estimated shifts in similarity on changes in vote shares between federal elections we find a significant association. Our results point to the role of perceived threats on the success of nationalist parties.
Francesco Giavazzi, Felix Iglhaut, Giacomo Lemoli and Gaia Rubera
2020 - n° 658 28/02/2020
We study the interplay between information acquisition and signaling. A sender decides whether to learn his type at a cost prior to taking a signaling action. A receiver responds after observing the signaling action. In the benchmark model where the sender's information acquisition decision is observed the sender does not acquire information and, therefore, does not signal. A rationale for signaling is provided by the model in which information acquisition is covert. There, in the unique equilibrium outcome surviving a form of never weak best response refinement the sender does acquire information and signals when the information is cheap.

Mehmet Ekmekci and Nenad Kos
Keywords: Signaling, information acquisition, refinements
2019 - n° 657 20/12/2019
We relate two representations of the cost of acquiring information: a cost that depends on the experiment performed, as in statistical decision theory, and a cost that depends on the distribution of posterior beliefs, as in the theory of rational inattention. In many cases of interests, the two representations prove to be inconsistent with each other. We provide a systematic analysis of the inconsistency, propose a way around it, and apply our findings to information acquisition in games.
Tommaso Denti, Massimo Marinacci, and Aldo Rustichini
2019 - n° 656 06/12/2019
We add here another layer to the literature on nonatomic anonymous games started with the 1973 paper by Schmeidler. More specifically, we define a new notion of equilibrium which we call '-estimated equilibrium and prove its existence for any positive '. This notion encompasses and brings to nonatomic games recent concepts of equilibrium such as self-confirming, peer-confirming, and Berk-Nash. This augmented scope is our main motivation. At the same time, our approach also resolves some conceptual problems present in Schmeidler (1973), pointed out by Shapley. In that paper the existence of pure-strategy Nash equilibria has been proved for any nonatomic game with a continuum of players, endowed with an atomless countably additive probability. But, requiring Borel measurability of strategy profiles may impose some limitation on players' choices and introduce an exogenous dependence among players' actions, which clashes with the nature of noncooperative game theory. Our suggested solution is to consider every suset of players as measurable. This leads to a nontrivial purely finitely additive component which might prevent the existence of equilibria and requires a novel mathematical approach to prove the existence of '-equilibria.
Simone Cerreia-Vioglio, Fabio Maccheroni, and David Schmeidler
2019 - n° 655 04/11/2019
The allocation of bureaucrats across tasks constitutes a pivotal instrument for achieving an organization's objectives. In this paper, I measure the performance of World Bank bureaucrats by combining the universe of task assignment with an evaluation of task outcome and a hand-collected dataset of bureaucrat CVs. I introduce two novel stylized facts. First, bureaucrat performance correlates with task features and individual characteristics. Second, there exists a negative assortative matching between high-performing bureaucrats and low-performing countries. In the aftermath of natural disasters, which may weaken countries' performance even further, I observe that low-performing countries receive an additional allocation of high-performing bureaucrats. I discuss various interpretations of these findings.

Nicola Limodio
Keywords: Personnel Management, Public Sector, International Organizations
2019 - n° 654 04/11/2019
We show that the incentive to engage in exclusionary tying (of two complementary products) may arise even when tying cannot be used as a defensive strategy to protect the incumbent's dominant position in the primary market. By engaging in tying, an incumbent firm sacrifices current profits but can exclude a more efficient rival from a complementary market by depriving it of the critical scale it needs to be successful. In turn, exclusion in the complementary market allows the incumbent to be in a favorable position when a more efficient rival will enter the primary market, and to appropriate some of the rival's efficiency rents. The paper also shows that tying is a more profitable exclusionary strategy than pure bundling, and that exclusion is the less likely the higher the proportion of consumers who multi-home.

Chiara Fumagalli and Massimo Motta
Keywords: Inefficient foreclosure, Tying, Scale economies, Network Externalities
2019 - n° 653 21/10/2019
We report on a laboratory experiment measuring the preferences of a unique pool of risk professionals over various sources of uncertainty that entail different degrees of complexity. We then compare these preferences with those of a control group composed of social science students to obtain a deeper understanding of the mechanisms driving behaviors under risk and ambiguity. We find that (1) ambiguity aversion is robust to subjects' degree of sophistication in probabilistic reasoning and background. (2) An association exists between attitudes toward ambiguity and compound risk for students/less sophisticated subjects, and is mainly explained by their attitudes toward complexity. Such an association does not exist for risk professionals/more sophisticated subjects. (3) The failure to reduce compound risk emerges as a sufficent, but not necessary, condition for ambiguity non-neutrality. These findings suggest that decision making under ambiguity cannot be reduced to decision making under risk.

Ilke Aydogan, Loϊc Berger, and Valentina Bosetti
Keywords: Ambiguity aversion, reduction of compound lotteries, non-expected utility, model uncertainty, model misspecification
2019 - n° 652 15/10/2019
Two extensive game structures with imperfect information are said to be behaviorally equivalent if they share the same map (up to relabelings) from profiles of structurally reduced strategies to induced terminal paths. We show that this is the case if and only if one can be transformed into the other through a composition of two elementary transformations, commonly known as "Interchanging of Simultaneous Moves" and "Coalescing Moves/Sequential Agent Splitting."

Pierpaolo Battigalli, Paolo Leonetti, and Fabio Maccheroni
Keywords: Extensive game structure; behavioral equivalence; invariant transformations
2019 - n° 651 11/07/2019
This paper proposes a new approach to factor modeling based on the long-run equilibrium relation between prices and related drivers of risk (integrated factors). We show that such relationship reveals an omitted variable in standard factor models for returns that we label as Equilibrium Correction Term (ECT). Omission of this term implies misspecification of every factor model for which the equilibrium (cointegrating) relation holds. The existence of this term implies short-run mispricing that disappears in the long-run. Such evidence of persistent but stationary idiosyncratic risk in prices is consistent with deviations from rational expectations. Its inclusion in a traditional factor model improves remarkably the performance of the model along several dimensions. Furthermore, the ECT -being predictive- has strong implications for risk measurement and portfolio allocation. A zero-cost investment strategy that consistently exploits temporary idiosyncratic mispricing earns an average annual excess return of 6.21%, mostly unspanned by existing factors.

Carlo A. Favero and Alessandro Melone
Keywords: Asset Pricing, Asset Returns, Equilibrium Correction Term, Dynamic Factor Structure
2019 - n° 650 26/06/2019
This paper presents a model of selective exposure to information and an experiment to test its predictions. An agent interested in learning about an uncertain state of the world can acquire information from one of two sources which have opposite biases: when informed on the state, they report it truthfully; when uninformed, they report their favorite state. When sources have the same reliability, a Bayesian agent is better off seeking confirmatory information. On the other hand, it is optimal to seek contradictory information if and only if the source biased against the prior is sufficiently more reliable. We test these predictions with an online experiment. When sources are symmetrically reliable, subjects are more likely to seek confirmatory information but they listen to the other side too frequently. When sources are asymmetrically reliable, subjects are more likely to consult the more reliable source even when prior beliefs are strongly unbalanced and listening to the less reliable source is more informative. Moreover, subjects follow contradictory advice sub-optimally; are too trusting of information in line with a source bias; and too skeptic of information misaligned with a source bias. Our experiment suggests that biases in information processing and simple heuristics - e.g., listen to the more reliable source - are important drivers of the endogenous acquisition of information.

Salvatore Nunnari and Giovanni Montanari
Keywords: Choice under Uncertainty, Information Acquisition, Bayesian Updating, Selective Exposure, Confirmation Bias, Limited Attention, Online Experiment
2019 - n° 649 26/06/2019
MIn many domains, committees bargain over a sequence of policies and a policy remains in effect until a new agreement is reached. In this paper, I argue that, in order to assess the consequences of veto power, it is important to take into account this dynamic aspect. I analyze an infinitely repeated divide-the-dollar game with an endogenous status quo policy. I show that, irrespective of legislators' patience and the initial division of resources, policy eventually gets arbitrarily close to full appropriation bythe veto player; that increasing legislators' patience or decreasing the veto player's ability to set the agenda makes convergence to this outcome slower; and that the veto player supports reforms that decrease his allocation. These results stand in sharp contrast to the properties of models where committees bargain over a single policy. The main predictions of the theory find support in controlled laboratory experiments.

Salvatore Nunnari
Keywords: Dynamic Legislative Bargaining; Distributive Politics; Standing Committees; Endogenous Status Quo; Veto Power; Markov Perfect Equilibrium; Laboratory Experiments
2019 - n° 648 05/06/2019
Here we report the results of a large RCT conducted at the pan-African level that wants to shed light on the impact of peer effects on innovation and entrepreneurship. The experiment involved around 5000 entrepreneurs (some established, other just aspiring) from 49 African countries. All of those entrepreneurs completed an online business course, while only the treated ones had the additional possibility of interacting with peers, within groups of sixty, and in one of three different setups: (a) face-to-face, (b) virtually 'within' (where interaction was conducted through an Internet platform in groups of entrepreneurs of the same country), (c) virtually 'across' (where the virtually connected groups displayed a balanced heterogeneity across countries). After two and a half months, all participants were asked to submit business proposals. The ones submitted were then evaluated in a two-stage procedure. First, they were graded by a panel of African professionals; subsequently, the pool of highest-graded proposals were again assessed and graded by senior investors, who selected some for possible funding. Two outcome variables follow from this evaluation exercise: the (optional) decision of whether to submit a proposal, and the grades (1 to 5) obtained by the proposals that were submitted. Next, we outline our main results concerning the effect of the treatment on the two aforementioned outcomes - submission and quality (measured in the intensive margin) - as well as the combination of both of them that we call, for short, extensive quality. (1) Virtual-within interaction has a positive and significant treatment effect on the three dimensions: submission, intensive quality, and extensive quality. Instead, when interaction is face-to-face (thus also "within') only submission and the extensive quality margin are affected (positively so). (2) Virtual-across interaction yields no significant effect on any of the former three dimensions. (3)When effective on quality (cf. (1)), the treatment operates by shifting up, on average the evaluation grade of business proposals from low levels (grades 1 or 2) to high ones (grades 4 or 5). (4) The baseline quality of entrepreneurs has a positive effect on performance. However, the average such quality of the peers in one's own group has a negative composition effect on intensive quality. In fact, a similarly negative effect is also induced by peers' average experience level. (5) As a robustness test, the core treatment effects described in (1)-(2) are confirmed to remain essentially unchanged under a full range of control (baseline) variables, while the composition effects identified in (4) are found to survive a standard placebo test. As a second step in the analysis, we construct a social network in each group by defining the weigh of a directed link between two entrepreneurs as the amount of information (overall size of messages) written by one of them for which there is evidence that the other has been exposed to, then writing a subsequent message. Then, on the basis of the network structure so defined, we estimate the induced peer effects and arrive at the following conclusions. (6) In large countries (the only ones for which a sufficient number homogeneous groups can be formed), virtual-within interaction leads to positive and significant peer effects on submission and extensive quality, but not intensive quality. Instead, when entrepreneurs of large countries are exposed to virtual-across interaction, no significant peer effects arise in any of the three outcomes. (7) In the set of small countries, where only virtual-across interaction is possible, there are positive and significant peer effects on both extensive and intensive quality but not on submission. (8) Composition effects on network peers are weak, largely captured by (outcome-based) peer effects. (9) Results (6)-(7) are structurally robust to redefining the network links in the following two ways: (a) they are limited to involve less than a maximum communication lag, suitably parametrized; (b) they are two-sided, their weight tailored to the flow information channeled in both directions. A combined consideration of (1)-(9) reveals an interesting contrast between treatment and peer effects. For example, in view of (1)-(3), we may conclude that whereas some group homogeneity - or face-to-face contact - bring about positive treatment effects, the group heterogeneity induced by virtual-across interaction fails to deliver significant such effects on all three dimensions. Instead, (6)-(7) indicate that network-based peer effects deliver an intriguingly different pattern. For, under virtual-within interaction, we find that entrepreneurs' peers exert a significantly positive influence on submission (and the extensive margin) but not so on quality per se (in the intensive margin, while a some what polar behavior arises in small countries who undergo virtual-across interaction. This suggests that whereas homogeneity leads to peer interaction that is rather independent of peer performance, heterogeneity has peer performance play an important role (both in positive or negative terms, depending on the quality of that performance). Overall, this induces an effect of the treatment that is significantly positive under homogeneity (virtual-within interaction for large countries) but not strong enough to be significant under full-fledged heterogeneity (virtual-across interaction for small countries). The aforementioned contrast between the nature and implications of the treatment effects stated in (1)-(4) and the network peer effects in (6)-(8) is interesting and deserves further investigation. A possible explanation for it might hinge upon the positive role that homogeneity/familiarity may play as a source of encouragement (and hence participation), as opposed to the negative impact it could have in reducing the novelty of ideas and/or highlighting the fear of competition (thus dis-incentivizing information sharing and thus a genuine effect induced by peer performance). To gain a good understanding of these issues, however, one needs the help of theory as well as a detailed investigation of how communication actually unfolds in our context. Both lines of work are part of our ongoing research. Here, we provide a preliminary account of the latter, which is included in the final part of the paper. Our approach to semantic analysis relies on the machine-learning tools developed by the modern field of Natural Language Processing (NLP). This methodology is applied to the vast flow of information exchanged by entrepreneurs (over 140,000 messages) in order to identify, first, what have been the modes/categories of peer communication more prevalent in our context, e.g. business focus, sentiment/encouragement, target audience, etc. Then we use this information to understand what are the different patterns of communication most prevalent in our context, as captured by a corresponding set of conditional and unconditional distributions that show and how communication is associated to: (a)endogenous variables such as behavior or performance; (b)exogenous variables, such as treatment type or individual baseline characteristics. The main conclusions obtained so far can be summarized as follows. Messages are quite polarized in either the business or sentiment dimension, showing an inverse dependence in the (strong) FOSD sense between the respective distributions. Applying the same comparison criterion, we also find that highly performing agents use more business-focused messages, which are not only neutral in sentiment but also targeted to specific peers (rather than being general messages). Interestingly, however, the treatment arm (virtual-within or -across) has no significant effect on the type of communication, while baseline quality and a measure of "motivation' do have an effect analogous to that described before for performance. Finally, we also rely on the message categorization induced by the NLP analysis to construct semantically weighted networks on two specific features/categories: business relevance and sentiment. Quite remarkably, the corresponding peer effects are found to be unaffected by either of these "semantic projections' of the social network. This suggests that, even though entrepreneurs' messages focus heavily on business issues, their communication displays a feature that is often observed in ordinary (non-virtual) interaction: there is a balance between business focus and a comparable amount of sentiment-laden talk.

Fernando Vega-Redondo, Paolo Pin, Diego Ubfal, Cristiana Benedetti-Fasil, Charles Brummitt, Gaia Rubera, Dirk Hovy, Tommaso Fornaciari
Keywords: Social Networks, Peer Effects, Entrepreneurship, Semantic NLP Analysis
2019 - n° 647 31/05/2019
Do candidates use populism to maximize the impact of political campaigns? Is the supply of populism strategic? We apply automated text analysis to all available 2016 US Presidential campaign speeches and 2018 midterm campaign programs using a continuous index of populism. This novel dataset shows that the use of populist rhetoric is responsive to the level of expected demand for populism in the local audience. In particular, we provide evidence that current U.S. President Donald Trump uses more populist rhetoric in swing states and in locations where economic insecurity is prevalent. These findings were confirmed when the analysis was extended to recent legislative campaigns wherein candidates tended towards populism when campaigning in stiffly competitive districts where constituents are experiencing high levels of economic insecurity. We also show that pandering is more common for candidates who can credibly sustain anti-elite positions, such as those with shorter political careers. Finally, our results suggest that a populist strategy is rewarded by voters since higher levels of populism are associated with higher shares of the vote, precisely in competitive districts where voters are experiencing economic insecurity.

Gloria Gennaro, Giampaolo Lecce, Massimo Morelli
Keywords: Populism, Electoral Campaign, American Politics, Text Analysis
2019 - n° 646 06/05/2019
The mathematical framework of psychological game theory is useful for describing many forms of motivation where preferences depend directly on own or others beliefs. It allows for incorporating, e.g., emotions, reciprocity, image concerns, and self-esteem in economic analysis. We explain how and why, discussing basic theory, experiments, applied work, and methodology.

Pierpaolo Battigalli & Martin Dufwenberg
Keywords: psychological game theory; belief-dependent motivation; reciprocity; emotions; image concerns; self-esteem
2019 - n° 645 23/04/2019
A randomized control trial with 945 entrepreneurs in Jamaica shows positive shortterm impacts of soft-skills training on business outcomes. The effects are concentrated among men, and disappear twelve months after the training. We argue that the main channel is increased adoption of recommended business practices, exclusively observed in the short run. We see persistent effects on an incentivized behavioral measure of perseverance after setbacks, a focus of this training. We compare a course focused only on soft-skills to one that combines soft-skills training with traditional business training. The effects of the combined training are never statistically significant.

Diego Ubfal, Irani Arraiz, Diether Beuermann, Michael Frese, Alessandro Maffioli, Daniel Verch
Keywords: Business Training, entrepreneurship, soft skills
2019 - n° 644 21/03/2019
A growing literature emphasizes that the output effect of fiscal consolidation hinges on its composition, as the choice of increasing revenues vs cutting expenditure is not neutral. Existing studies, however, underscore the role of local governments in a federal setting. Indeed, transfer cuts at the central level might translate into higher local taxes, changing the effective composition of the fiscal adjustment. We evaluate this transmission mechanism in Italy, where municipalities below the threshold of 5,000 inhabitants were exempted from (large) transfer cuts in 2012. This allows us to implement a difference-in-discontinuities design in order to estimate the causal impact of transfer cuts on the composition of fiscal adjustment, also because tight fiscal rules impose a balanced budget on Italian municipalities. We disclose a pass-through mechanism by which local governments react to the contraction of intergovernmentalrants by mainly increasing taxes rather than reducing spending. From a political economy perspective, this revenue based fiscal consolidation is driven by municipalities with low electoral competition and low party fragmentation.

Luigi Marattin, Tommaso Nannicini, Francesco Porcelli
Keywords: fiscal consolidation, intergovernmental grants, difference-in-discontinuities
2019 - n° 643 15/03/2019
We consider an expanded notion of social norms that render them belief-dependent and partial, formulate a series of related testable predictions, and design an experiment based on a variant of the dictator game that tests for empirical relevance. Main results: Normative beliefs influence generosity, as predicted. Degree of partiality leads to more dispersion in giving behavior, as predicted.

Giovanna d'Adda, Martin Dufwenberg, Francesco Passarelli, Guido Tabellini
Keywords: Social norms, partial norms, normative expectations, consensus, experiment
2019 - n° 642 11/02/2019
Psychological game theory (PGT), introduced by Geanakoplos, Pearce & Stacchetti (1989) and significantly generalized by Battigalli & Dufwenberg (2009), extends the standard game theoretic framework by letting players'utility at endnodes depend on their interactive beliefs. While it is understood that a host of applications that model and/or test the role of emotional and other psychological forces find their home in PGT, the framework is abstract and comprises complex mathematical objects, such as players' infinite hierarchies of beliefs. Thus, PGT provides little guidance on how to model specific belief-dependent motivations and use them in game theoretic analysis. This paper takes steps to fill this gap. Some aspects are simplified -e.g., which beliefs matter -but others are refined and brought closer to applications by providing more structure. We start with belief-dependent motivations and show how to embed them in game forms to obtain psychological games. We emphasize the role of time and of the perception of players' intentions. We take advantage of progress made on the foundations of game theory to expand and improve on PGT solution concepts.

Pierpaolo Battigalli, Roberto Corrao, Martin Dufwenberg
Keywords: Psychological game theory; Belief-dependent motivation; Intentions; Time; Rationalizability; Self-confirming equilibrium; Bayesian sequential equilibrium
2019 - n° 641 21/01/2019
We consider multi-stage games with incomplete information and observable actions, and we analyze strategic reasoning by means of epistemic events within a total state space made of all the profiles of behaviors (paths of play) and possibly incoherent infinite hierarchies of conditional beliefs. Thus, we do not rely on types structures, or similar epistemic models. Subjective rationality is defined by the conjunction of coherence of belief hierarchies, rational planning, and consistency between plan and on-path behavior. Since consistent hierarchies uniquely induce beliefs about behavior and belief hierarchies of others, we can define rationality and common strong belief in rationality, and analyze their behavioral and low-order beliefs implications, which are characterized by strong rationalizability. Our approach allows to extend known techniques to the epistemic analysis of psychological games where the utilities of outcomes depend on beliefs of order k or lower. This covers almost all applications of psychological game theory.

Pierpaolo Battigalli, Roberto Corrao, Federico Sanna
Keywords: Epistemic game theory, hierarchies of beliefs, consistency, subjective rationality, strong rationalizability, psychological games
2019 - n° 640 11/01/2019
This paper shows that vertical foreclosure can have a dynamic rationale. By refusing to supply an efficient downstream rival, a vertically integrated incumbent sacrifices current profits but can exclude the rival by depriving it of the critical profits it needs to be successful. In turn, monopolising the downstream market may prevent the incumbent from losing most of its future profits because: (a) it allows the incumbent to extract more rents from an efficient upstream rival if future upstream entry cannot be discouraged; or (b) it also deters future upstream entry by weakening competition for the input and reducing the post-entry profits of the prospective upstream competitor.

Chiara Fumagalli and Massimo Motta
Keywords: Inefficient foreclosure, Refusal to supply, Scale economies, Exclusion, Monopolisation
2019 - n° 639 09/01/2019
We use monthly data on the US riskless yield curve for a 1982-2015 sample to show that mixing simple regime switching dynamics with Nelson-Siegel factor forecasts from time series models extended to encompass variables that summarize the state of monetary policy, leads to superior predictive accuracy. Such spread in forecasting power turns out to be statistically significant even controlling for parameter uncertainty and sample variation. Exploiting regimes, we obtain evidence that the increase in predictive accuracy is stronger during the Great Financial Crisis in 2007-2009, when monetary policy underwent a significant, sudden shift. Although more caution applies when transaction costs are accounted for, we also report that the increase in predictive power owed to the combination of regimes and of monetary variables that capture the stance of unconventional monetary policies is tradeable. We devise and test butterfly strategies that trade on the basis of the forecasts from the models and obtain evidence of riskadjusted profits both per se and in comparisons to simpler models.
Massimo Guidolin and Manuela Pedio
2018 - n° 637 09/01/2019
Consider a set of agents who play a network game repeatedly. Agents may not know the network. They may even be unaware that they are interacting with other agents in a network. Possibly, they just understand that their optimal action depends on an unknown state that is, actually, an aggregate of the actions of their neighbors. Each time, every agent chooses an action that maximizes her instantaneous subjective expected payoff and then updates her beliefs according to what she observes. In particular, we assume that each agent only observes her realized payoff. A steady state of the resulting dynamic is a selfconfirming equilibrium given the assumed feedback. We characterize the structure of the set of selfconfirming equilibria in the given class of network games, we relate selfconfirming and Nash equilibria, and we analyze simple conjectural best-reply paths whose limit points are selfconfirming equilibria.

Pierpaolo Battigalli, Fabrizio Panebianco, and Paolo Pin
Keywords: Learning; Selfconfirming equilibrium; Network games; Observability by active players; Shallow conjectures
2018 - n° 636 13/12/2018
We present a theory of identity politics that builds on two ideas. First, voters identify with the social group whose interests are closest to theirs and that features the strongest policy conflict with outgroups. Second, identification causes voters to slant their beliefs toward the group's distinctive opinion. The theory yields two main implications: i) voters' beliefs are polarized and distorted along group boundaries; ii) economic shocks that induce new cleavages to emerge also bring about large changes in beliefs and preferences across many policy issues. In particular, exposure to globalization or cultural changes may induce voters to switch identities, dampening their demand for redistribution and exacerbating conflicts in other social dimensions. We show that survey evidence is consistent with these implications.

Nicola Gennaioli, Guido Tabellini
2018 - n° 635 13/12/2018
I study unawareness by the lack of knowledge on a generalized state space. In order to understand and contrast properties of unawareness in a non-partitional standard state space model and a partitional generalized state space model, I provide a generalized framework that accommodates both models. I ask: when and how a generalized (in particular, standard) state space model has a sensible form of unawareness; and how unawareness relates to ignorance and possibility. First, unawareness can only take two forms: an agent is ignorant of knowing that she does not know an event; and the agent is ignorant of knowing an event. In either case, unawareness is also associated with the ignorance of the possibility of knowing an event. Second, the agent, who is unaware of an event, is ignorant (but not necessarily unaware) of being unaware of it. Third, the agent, facing infinitely many objects of knowledge, may know that there is an event of which she is unaware, while she cannot know that she is unaware of any particular event. Fourth, getting more information can cause the agent to become unaware of some event.

Journal of Economic Literature Classification Numbers: C70, D83

Satoshi Fukuda
Keywords: Unawareness; Awareness; Knowledge; State Space; Ignorance; Possibility
2018 - n° 634 13/12/2018
We exploit one of the largest data leaks to date to study whether and how firms use secret offshore vehicles. From the leaked data, we identify 338 listed firms as users of secret offshore vehicles and document that these vehicles are used to finance corruption, avoid taxes, and expropriate shareholders. Overall, the leak erased $174 billion in market capitalization among implicated firms. Following the increased transparency brought about by the leak, implicated firms experience lower sales from perceptively corrupt countries and avoid less tax. We estimate conservatively that one in seven firms have offshore secrets.

James O'Donovan Hannes F. Wagner Stefan Zeume
Keywords: Panama Papers, tax haven, offshore, corruption, tax evasion, expropriation, corporate misbehavior, Paradise Papers
2018 - n° 633 05/12/2018
This paper formalizes an informal idea that an agent's knowledge is characterized by a collection of sets such as a -algebra within the framework of a state space model of knowledge. The formalization is based on the agent's logical and introspective abilities and on the underlying structure of the state space. The agent is logical and introspective about what she knows if and only if her knowledge is summarized by a collection of events with the property that, for any event, the collection has the maximal event included in the original event. When the underlying space is a measurable space, the collection becomes a -algebra if and only if the agent is additionally introspective about what she does not know. The paper characterizes why the agent's knowledge takes (or does not take) such a set algebra as a -algebra or a topology, depending on the agent's logical and introspective abilities and on the underlying environment.

Journal of Economic Literature Classification Numbers: C70, D83

Satoshi Fukuda
Keywords: Knowledge, Information, Set Algebra, -algebra, Introspection
2018 - n° 632 19/10/2018
We consider revealed preference relations over risky (or uncertain) prospects, and allow them to be nontransitive and/or fail the classical Independence Axiom. We identify the rational part of any such preference relation as its largest transitive subrelation that satisfies the Independence Axiom and that exhibits some coherence with the original relation. It is shown that this subrelation, which we call the rational core of the given revealed preference, exists in general, and under fairly mild conditions, it is continuous. We obtain various representation theorems for the rational core, and decompose it into other core concepts for preferences. These theoretical results are applied to compute the rational cores of a number of well-known preference models (such as Fishburn's SSB model, justifiable preferences, and variational and multiplier modes of rationalizable preferences). As for applications, we use the rational core operator to develop a theory of risk aversion for nontransitive nonexpected utility mod als (which may not even be complete). Finally, we show that, under a basic monotonicity hypothesis, the Preference Reversal Phenomenon cannot arise from the rational core of one's preferences.

Simone Cerreia-Vioglio, Efe A. Ok
Keywords: Transitive core, affine core, nontransitive nonexpected utility, justifiable preferences, comparative risk aversion, preference reversal phenomenon
2018 - n° 631 19/10/2018
One of the most well-known models of non-expected utility is Gul (1991)'s bmodel of Disappointment Aversion. This model, however, is defined implicitly, as the solution to a functional equation; its explicit utility representation is unknown, which may limit its applicability. We show that an explicit representation can be easily constructed, using solely the components of the implicit one. We also provide a more general result: an explicit representation for preferences in the Betweenness class that also satisfy Negative Certainty Independence (Dillenberger, 2010).

Simone Cerreia-Vioglio, David Dillenberger, Pietro Ortoleva
Keywords: Betweenness, Cautious Expected Utility, Disappointment Aversion, Utility representation
2018 - n° 630 19/10/2018
In this teaching note we discuss the relation between rational inattention and a major branch of information theory called rate distortion theory. Focusing on methods, we translate tools from rate distortion theory into the language of rational inattention. These tools provide an alternative, more primitive, approach to the study of optimal attention allocation.

Tommaso Denti, Massimo Marinacci, Luigi Montrucchio
2018 - n° 629 16/10/2018
We adopt the epistemic framework of Battigalli and Siniscalchi (J. Econ. Theory 88:188-230, 1999) to model the distinction between a player's behavior at each node, which is part of the external state, and his plan, which is described by his beliefs about his own behavior. This allows us to distinguish between intentional and unintentional behavior, and to explicitly model how players revise their beliefs about the intentions of others upon observing their actions. Rational players plan optimally and their behavior is consistent with their plans. We illustrate our approach with detailed examples and some results. We prove that optimal planning, belief in continuation consistency and common full belief in both imply the backward induction strategies and beliefs in games with perfect information and no relevant ties. More generally, we present within our framework relevant epistemic assumptions about backward and forward-induction reasoning, and relate them to similar ones studied in the previous literature.


Pierpaolo Battigalli, Nicodemo De Vito
Keywords: Epistemic game theory, plans, perceived intentions, backward induction, forward induction
2018 - n° 628 28/09/2018
We develop a general framework to study source-dependent preferences in economic contexts. We behaviorally identify two key features. First, we drop the assumption of uniform uncertainty attitudes and allow for source-dependent attitudes. Second, we introduce subjective prices to compare outcomes across different sources. Our model evaluates profiles source-wise, by computing the source-dependent certainty equivalents; the latter are converted into the unit of account of a common source and then aggregated into a unique evaluation. By viewing time and location as instances of sources, we show that subjective discount factors and subjective exchange rates are emblematic examples of subjective prices. Finally, we use the model to explore the implications on optimal portfolio allocations and home bias.

V. Cappelli, S. Cerreia-Vioglio, F. Maccheroni, M. Marinacci, S. Minardi
Keywords: source preference, source-dependent uncertainty attitudes, subjective prices, competence hypothesis, home bias
2018 - n° 627 31/07/2018

We evaluate linear stochastic discount factor models using an ex-post portfolio metric: the realized out-of-sample Sharpe ratio of mean-variance portfolios backed by alternative linear factor models. Using a sample of monthly US portfolio returns spanning the period 1968-2016, we find evidence that multifactor linear models have better empirical properties than the CAPM, not only when the cross-section of expected returns is evaluated in-sample, but also when they are used to inform one-month ahead portfolio selection. When we compare portfolios associated to multifactor models with mean-variance decisions implied by the single-factor CAPM, we document statistically significant differences in Sharpe ratios of up to 10 percent. Linear multifactor models that provide the best in-sample fit also yield the highest realized Sharpe ratios.

Massimo Guidolin, Erwin Hansen, Martín Lozano-Bandaz
Keywords: Linear asset pricing models, Stochastic discount factor, Portfolio selection, Out-of-sample performance
2018 - n° 626 31/07/2018
We propose a Markov Switching Graphical Seemingly Unrelated Regression (MS-GSUR) model to investigate time-varying systemic risk based on a range of multi-factor asset pricing models. Methodologically, we develop a Markov Chain Monte Carlo (MCMC) scheme in which latent states are identified on the basis of a novel weighted eigenvector centrality measure. An empirical application to the constituents of the S&P100 index shows that cross-firm connectivity significantly increased over the period 1999-2003 and during the financial crisis in 2008-2009. Finally, we provide evidence that firm-level centrality does not correlate with market values and it is instead positively linked to realized financial losses.

Daniele Bianchi, Monica Billio, Roberto Casarin, and Massimo Guidolin
Keywords: Markov Regime-Switching, Weighted Eigenvector Centrality, Graphical Models, MCMC, Systemic Risk, Network Connectivity
2018 - n° 625 19/06/2018
What are the effects of a housing bubble on the rest of the economy? We show that if firms and banks face collateral constraints, a housing bubble initially raises credit demand by housing firms while leaving credit supply unaffected. It therefore crowds out credit to non-housing firms. If time passes and the bubble lasts, however, housing firms eventually pay back their higher loans. This leads to an increase in banks' net worth and thus to an expansion in their supply of credit to all firms: crowding-out gives way to crowding-in. These predictions are confirmed by empirical evidence from the recent Spanish housing bubble. In the early years of the bubble, non-housing firms reduced their credit from banks that were more exposed to the bubble, and firms that were more exposed to these banks had lower credit and output growth. In its last years, these effects were reversed.

Alberto Martín, Enrique Moral-Benito, Tom Schmitz
Keywords: Housing bubble, Credit, Investment, Financial Frictions, Financial Transmission, Spain
2018 - n° 624 19/06/2018
Since the middle of the 1990s, productivity growth in Southern Europe has been substantially lower than in other developed countries. In this paper, we argue that this divergence was partly caused by inefficient management practices, which limited Southern Europe's gains from the IT Revolution. To quantify this effect, we build a multi-country general equilibrium model with heterogeneous firms and workers. In our model, the IT Revolution generates divergence for three reasons. First, inefficient management limits Southern firms' productivity gains from IT adoption. Second, IT increases the aggregate importance of management, making its inefficiencies more salient. Third, IT-driven wage increases in other countries stimulate Southern high-skill emigration. We calibrate our model using firm-level evidence, and show that it can account for 28% of Italy's, 39% of Spain's and 67% of Portugal's productivity divergence with respect to Germany between 1995 to 2008.

Fabiano Schivardi, Tom Schmitz
Keywords: TFP, Southern Europe, Divergence, IT Technology adoption, Management
2018 - n° 623 19/06/2018
We experimentally explore decision-making under uncertainty using a framework that decomposes uncertainty into three distinct layers: (1) physical uncertainty, entailing inherent randomness within a given probability model, (2) model uncertainty, entailing subjective uncertainty about the probability model to be used and (3) model misspecification, entailing uncertainty about the presence of the true probability model among the set of models considered. Using a new experimental design, we measure individual attitudes towards these different layers of uncertainty and study the distinct role of each of them in characterizing ambiguity attitudes. In addition to providing new insights into the underlying processes behind ambiguity aversion -failure to reduce compound probabilities or distinct attitudes towards unknown probabilities- our study provides the first empirical evidence for the intermediate role of model misspecification between model uncertainty and Ellsberg in decision-making under uncertainty.

Ilke Aydogan, Loic Berger, Valentina Bosetti, Ning Liu
Keywords: Ambiguity aversion, reduction of compound lotteries, non-expected utility, model uncertainty, model misspecification
2018 - n° 622 20/04/2018
We study in a theoretical and experimental setting the interaction between belief-dependent preferences and reputation building in a finitely repeated trust game. We focus mainly on the effect of guilt aversion. In a simple two-types model, we analyze the effect of reputation building in presence of guilt-averse players and derive behavioral predictions. In the experiment, we elicit information on trustees' belief-dependent preferences and disclose it to the paired trustor before the repeated game. Our experimental results show that disclosing information on the trustee's belief-dependent preferences and thus letting players play the repeated trust game in presence of almost complete information leads to higher trust and cooperation than in the corresponding incomplete information game setting. In particular, disclosure of information on preferences of guilt-averse trustees also enhances the trustors'cooperation. Disclosure of information on belief-dependent preferences of reciprocity-concerned trustees, instead, does not lead to higher trust and cooperation. We show that this is theoretically consistent with subjects featuring low reciprocity concerns.

Giuseppe Attanasi, Pierpaolo Battigalli, Elena Manzoni, Rosemarie Nagel
Keywords: Repeated psychological game; reputation; guilt; reciprocity; almost complete information
2018 - n° 621 06/04/2018
In social dilemmas, choices may depend on belief-dependent motivations enhancing the credibility of promises or threats at odds with personal gain maximization. We address this issue theoretically and experimentally in the context of the Ultimatum Minigame, assuming that the choice of accepting or rejecting an unfair proposal is affected by a combination of frustration, due to unfulfilled expectations, and inequity aversion. We increase the responder's payoff from the default allocation (the proposer's outside option) with the purpose of increasing the responder's frustration due to the unfair proposal, and thus his willingness to reject it. In addition, we manipulate the method of play, with the purpose of switching on (direct response method) and off (strategy method) the responder's experience of anger. Our behavioral predictions across and within treatments are derived from the theoretical model complemented by explicit auxiliary assumptions, without relying on equilibrium analysis.

Chiara Aina, Pierpaolo Battigalli, Astrid Gamba
Keywords: Experiments, psychological games, ultimatum minigame, frustration, anger, non-equilibrium analysis
2018 - n° 620 22/02/2018
We show that a probability measure on a metric space X has full support if and only if the set of all probability measures that are absolutely continuous with respect to it is dense in P (X). We illustrate the result through a general version of Laplace's method, which in turn leads to a general stochastic convergence result to global maxima.
Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci
2018 - n° 619 15/02/2018
Firm-level productivity shocks can help understand sector- and macroeconomic-level outcomes. Capturing the market power of these firms is important: it determines how productivity gains translate into prices and markups. In existing models, firms do not internalize the impact of their systemic size. This paper explores the alternative oligopolistic market structure. To this end, I build a tractablemulti-sector heterogeneous-firmgeneral equilibriummodel featuring oligopolistic competition and an input-output (I-O) network. By affecting price and markup, firm-level productivity shocks propagate both to the downstream and upstream sectors. Sector-level competition intensity affects the strength of these new propagation mechanisms. The structural importance of a firm is determined by the interaction of (i) the sector-level competition intensity, (ii) the firm's sector position in the I-O network, and (iii) the firm size. In a calibration exercise, the aggregate volatility arising from independent firm-level shock is 34% of the one observed in the data.

Basile Grassi
Keywords: Input-Output Network, Production Network, Shocks Propagation, Oligopoly, Imperfect Competition, IndustrialOrganization, Firm Heterogeneity, Random Growth, Granularity, Volatility, Micro-Origin of Aggregate Fluctuations, Business Cycle
2017 - n° 618 22/12/2017
by Nicola Fontana, Tommaso Nannicini, Guido Tabellini

The Italian civil war and the Nazi occupation of Italy occurred at a critical juncture, just before the birth of a new democracy. We study the impact of these traumatic events by exploiting geographic heterogeneity in the duration and intensity of civil war, and the persistence of the battlefront along the "Gothic line" cutting through Northern-Central Italy. We find that the Communist Party gained votes in postwar elections where the Nazi occupation lasted longer, mainly at the expense of centrist parties. This effect persists until the late 1980s and appears to be driven by equally persistent changes in political attitudes.

Nicola Fontana, Tommaso Nannicini, Guido Tabellini
2017 - n° 617 15/12/2017
In this work we propose a definition of comonotonicity for elements of B (H)sa, i.e., bounded self-adjoint operators defined over a complex Hilbert space H. We show that this notion of comonotonicity coincides with a form of commutativity. Intuitively, comonotonicity is to commutativity as monotonicity is to bounded variation. We also define a notion of Choquet expectation for elements of B (H)sa that generalizes quantum expectations. We characterize Choquet expectations as the real-valued functionals over B (H)sa which are comonotonic additive, c- monotone, and normalized.
S. Cerreia-Vioglio, F. Maccheroni, M. Marinacci, and L. Montrucchio
2017 - n° 616 21/12/2017
We review recent models of choices under uncertainty that have been proposed in the economic literature. The framework that we propose is general and may be applied in many different fields of environmental economics. To illustrate, we provide a simple application in the context of an optimal mitigation policy. Our objective is to offer guidance to policy makers who face uncertainty when designing climate policy.
Loic Berger and Massimo Marinacci
2017 - n° 615 27/11/2017

We provide both an axiomatic and a neuropsychological characterization of the dependence of choice probabilities on time in the softmax (or Multinomial Logit Process) form (see below picture) MLP is the most widely used model of preference discovery in all fields of decision making, from Quantal Response Equilibrium to Discrete Choice Analysis, from Psychophysics and Neuroscience to Combinatorial Optimization. Our axiomatic characterization of softmax permits to empirically test its descriptive validity and to better understand its conceptual underpinnings as a theory of agents'rationality. Our neuropsychological foundation provides a computational model that may explain softmax emergence in human behavior and that naturally extends to multialternative choice the classical Diffusion Model paradigm of binary choice. These complementary approaches provide a complete perspective on softmaximization as a model of preference discovery, both in terms of internal (neuropsychological) causes and external (behavioral) effects.

S. Cerreia-Vioglio, F. Maccheroni, M. Marinacci, and A. Rustichini
Keywords: Discrete Choice Analysis, Drift Diffusion Model, Luce Model, Metropolis Algorithm, Multinomial Logit Model, Quantal Response Equilibrium
2017 - n° 614 21/11/2017
We develop new likelihood-based methods to estimate factor-based Stochastic Discount Factors (SDF) that may accommodate Hidden Markov dynamics in the factor loadings. We use these methods to investigate whether it is possible to find a SDF that jointly prices the cross-section of eight U.S. portfolios of stocks, Treasuries, corporate bonds, and commodities. In particular, we test a range of possible different specification of the SDF, including single-state and Hidden Markov models and compare their statistical and pricing performances. In addition, we assess whether and to which extent a selection of these models replicates the observed moments of the return series, and especially correlations. We report that regime-switching models clearly outperform single-state ones both in term of statistical and pricing accuracy. However, while a four-state model is selected by the information criteria, a two-state three-factor full Vector Autoregression model outperforms the others as far as the pricing accuracy is concerned.

Marta Giampietro, Massimo Guidolin, Manuela Pedio
Keywords: Finance, Commodities, Stochastic Discount Factor, Hidden Markov model
2017 - n° 613 26/10/2017
Deposit volatility and costly bank liquidity increase the long-term lending rates offered by banks, which reduce loan maturities, long-term investment and output. We formalise this mechanism in a banking model and analyse exogenous variation in deposit volatility induced by a Sharia levy in Pakistan. Data from the credit registry and a firm-level survey show that deposit volatility and liquidity cost: 1) reduce loan maturities and lending rates; 2) leave loan amounts and total investment unchanged; 3) redirect investment from fixed assets towards working capital. A targeted liquidity program is quantified to generate yearly output gains between 0.042% and 0.205%.

M. Ali Choudhary and Nicola Limodio
Keywords: Development, Banking, Investment, Central Banks
2017 - n° 612 26/10/2017
The regulation of bank liquidity can create a commitment device on repaying depositors in bad states, if deposit insurance is absent. A theoretical model shows that liquidity regulation can: 1) stimulate a deposit inflow, moderating the limited liability inefficiency; 2) promote lending and branching, if deposit growth exceeds the intermediation margin decline. Our empirical test exploits an unexpected policy change, which fostered the liquid assets of Ethiopian banks by 25% in 2011. Exploiting the cross-sectional heterogeneity in bank size and bank-level databases, we find an increase in deposits, loans and branches, with no decline in profits.

Nicola Limodio and Francesco Strobbe
Keywords: Banking, Liquidity Risk, Financial Development, Ethiopia
2017 - n° 611 23/10/2017
A well functioning bureaucracy can promote prosperity, as Max Weber maintained. But when bureaucracy gets jammed-a Kafkian situation-it causes stagnation. We propose a dynamic theory of the interaction between legislation and the efficiency of bureaucracy. When bureaucracy is inefficient, the effects of politicians' legislative acts are hard to assess. Incompetent politicians thus have strong incentives of passing laws to acquire the reputation of skillful reformers. But a plethora of often contradictory laws can itself lead to a collapse in bureaucratic efficiency. This interaction can spawn both Weberian and Kafkian steady states. A temporary surge in political instability, which increases the likelihood of a premature end of the legislature, exerts pressure for reforms, or results in the appointment of short-lived technocratic governments can determine a permanent shift towards the nightmare Kafkian steady state. The aggregate experience of Italy in its transition from the so-called First to the Second Republic fits the narrative of the model quite well. Using micro-data for Italian MPs, we also provide evidence consistent with the claim that when political instability is high, politicians signal their competence through legislative activism, which leads to the overproduction of laws and norms.
Gabriele Gratton, Luigi Guiso, Claudio Michelacci and Massimo Morelli
2017 - n° 610 23/10/2017
We define as populist a party that champions short-term protection policies while hiding their long-term costs by using anti-elite rhetoric to manipulate beliefs. We provide a framework that rationalizes this definition and generates sharp implications for people support to populist platforms (the demand side), for the timing of appear ance of populist parties and their chosen orientation (the supply side) as well as for non-populist parties response to populist success (an equilibrium market reaction). Using individual data on voting in European countries we document that key fea tures of the demand for populism as well as the supply heavily depend on turnout incentives, previously neglected in the populism literature. Once turnout effects are properly taken into account, economic insecurity drives consensus to populist policies directly as well as through indirect negative effects on trust and attitudes towards migrants. On the supply side, populist parties are more likely to emerge and prosper when countries deal with systemic economic insecurity crisis that both left-oriented incumbent parties (relying on government-based policies) and right-oriented (relying on markets) find hard to address, disappointing voters who lose faith in them and abstain. Relative entry space determines the orientation choice of populist parties, i.e., whether they enter on left or right of the political spectrum. The typical non-populist party policy response is to reduce the distance of their platform from that of new populist entrants, thereby magnifying the aggregate supply of populist policies.

L. Guiso H. Herrera M. Morelli T. Sonno
Keywords: voter participation, short term protection, anti-elite rhetoric, populist entry
2017 - n° 609 23/10/2017
This paper proposes an integrated simple theory of bargaining and conflict between ethnic groups, delivering novel predictions on secessionist versus centrist conflict, and confronting them to the data. We find that greater size of the opposition ethnic groups reduces the likelihood of peaceful union with respect to secessionist and centrist conflict, and that cultural preference similarity decreases the risk of secessionist conflict with respect to centrist conflict and with respect to union. Finally, we show that greater patience increases the likelihood of secessionist conflict with respect to centrist conflict.

Joan Esteban, Sabine Flamand, Massimo Morelli, and Dominic Rohner
Keywords: Secessions, Conflict, Group Sizes, Preference Similarities, Patience, Secessionist Conflict, Centrist Conflict
2017 - n° 608 23/10/2017
Creativity is often highly concentrated in time and space, and across different domains.
What explains the formation and decay of clusters of creativity? We match data on notable
individuals born in Europe between the XIth and the XIXth century with historical city data.
The production and attraction of creative talent is associated with city institutions that protected economic and political freedoms and promoted local autonomy. Instead, indicators of local economic conditions such as city size and real wages, do not predict creative clusters. We also show that famous creatives are spatially concentrated and clustered across disciplines, that their spatial mobility has remained stable over the centuries, and that creative clusters are persistent but less than population.

Michel Serafinelli, Guido Tabellini
Keywords: innovation, agglomeration, political institutions, migration, gravity
2017 - n° 607 15/09/2017
We consider a game with sequential moves played by agents who are randomly drawn from large populations and matched. We assume that, when players are uncertain about the strategy distributions of the opponents, preferences over actions at any information set admit a smooth-ambiguity representation in the sense of Klibanoff, Marinacci, and Mukerji (Econometrica, 2005). This may induce dynamically inconsis- tent preferences and calls for an appropriate definition of sequential best response. We take this into account in our analysis of self-confirming equilibrium (SCE) and rationalizable SCE in sequential games with feedback played by agents with non-neutral ambiguity attitudes. Battigalli, Cerreia-Vioglio, Maccheroni, and Marinacci (Amer. Econ. Rev., 2015) show that the set of SCE's of a simultaneous-move game with feedback expands as ambiguity aversion increases. We show by example that SCE in a sequential game is not equivalent to SCE applied to the strategic form of such game, and that the previous monotonicity result does not extend to general sequential games. Still, we provide sufficient conditions under which the monotonicity result holds for (rationalizable) SCE.

P. Battigalli, E. Catonini, G. Lanzani, and M. Marinacci
Keywords: Sequential games with feedback, smooth ambiguity, self-confirming equilibrium, rationalizable self-confirming equilibrium
2017 - n° 606 12/09/2017
The Wold decomposition of a weakly stationary time series extends to the multivariate case by allowing each entry of a weakly stationary vectorial process to linearly depend on the components of a vector of shocks. Since univariate coefficients are replaced by matrices, we propose a modelling approach based on Hilbert A-modules defined over the algebra of squared matrices. The Abstract Wold Theorem for Hilbert A-modules, that we prove, delivers two orthogonal decompositions of vectorial processes: the Multivariate Classical Wold Decomposition, which exploits the lag operator as isometry, and the Multivariate Extended Wold Decomposition, where a scaling operator is employed. The latter enables us to disentangle the heterogeneous levels of persistence of a weakly stationary vectorial process. Hence, the persistent components of the macro-financial variables into consideration are related to the overlapping of different sources of randomness with specific persistence. We finally provide a simple application to V AR models.

Simone Cerreia-Vioglio, Fulvio Ortu, Federico Severino, Claudio Tebaldi
2017 - n° 605 11/09/2017
It is argued that crises open up a window of opportunity to implement policies that otherwise would not have the necessary political backing. The argument goes that the political cost of deep reforms declines as crises unravel structural problems that need to be urgently rectified and the public is more willing to bear the pains associated with such reforms. This paper casts doubt on this prevalent view by showing that not only the crises-reforms hypothesis is unfounded in the data, but rather crises are associated with slowing structural reforms depending on the institutional environment. In particular, we look at measures of liberalization in international trade, agriculture, network industries, and financial markets. We find that, after a financial crisis, democracies neither open nor close their economy. On the contrary, autocracies reduce liberalizations in multiple economic sectors, as the fear of regime change might lead non-democratic rulers to please vested economic interests.

Gunes Gokmen, Massimiliano Gaetano Onorato, Tommaso Nannicini, Chris Papageorgiou
Keywords: Financial crises, structural reforms, institutional systems, IMF programs, government crises, public opinion
2017 - n° 604 21/07/2017
We establish sufficient conditions that ensure the uniqueness of Tarski-type fifixed points of monotone operators. Several applications are presented.
Massimo Marinacci Luigi Montrucchio
2017 - n° 603 17/05/2017
We propose a new theoretical approach to the study of editing rules applied by decision makers when dealing with repeated lotteries. Under the assumption that decision makers detect statedominance among simply two-outcome lotteries and always prefer n draws of a dominating lottery to n draws of a dominated lottery, we study editing rules beyond the use of acceptance rates. We derive an appropriate experimental methodology based on loss and gain differences, which also allows us to quantify the strength of preferences. An experiment supports previous findings showing that editing might depend on the risk profile of the underlying lottery. Moreover, we provide evidence that acceptance rates could lead to different conclusions than our methodology, because they generally do not account for the strength of preferences.

Alessandra Cillo and Enrico De Giorgi
Keywords: editing, segregation, aggregation, repeated lotteries
2017 - n° 602 15/05/2017
We extend the epistemic analysis of dynamic games of Battigalli and Siniscalchi (1999, 2002, 2007) from finite dynamic games to all simple games, that is, finite and infinite-horizon games with finite action sets at non-terminal stages and compact action sets at terminal stages. We prove a generalization of Lubin's (1974) extension result to deal with conditional probability systems and strong belief. With this, we can provide a short proof of the following result: in every simple dynamic game, strong rationalizability characterizes the behavioral implications of rationality and common strong belief in rationality.

Pierpaolo Battigalli, Gabriele Beneduci, Pietro Tebaldi
Keywords: Epistemic game theory, simple infinite dynamic game, strong belief, strong rationalizability
2017 - n° 601 02/05/2017
Employing a wide range of individual-level surveys, we study the extent of cultural and institutional heterogeneity within the EU and how this changed between 1980 and 2008. We present several novel empirical regularities that paint a complex picture. While Europe has experienced both systematic economic convergence and an increased coordination across national and subnational business cycles since 1980, this was not accompanied by cultural nor institutional convergence. Such persistent heterogeneity does not necessarily spell doom for further political integration, however. Compared to observed heterogeneity within member states themselves, or in well functioning federations such as the US, cultural diversity across EU members is a similar order of magnitude. The main stumbling block on the road to further political integration may not be heterogeneity in fundamental cultural traits, but other cleavages, such as national identities.
Alberto Alesina, Guido Tabellini, and Francesco Trebbi
2017 - n° 600 02/05/2017
Do banks with low capital extend excessive credit to weak firms, and does this matter for aggregate efficiency? Using a unique data set that covers almost all bank-firm relationships in Italy in the period 2008-2013, we find that, during the Eurozone financial crisis: (i) Under-capitalized banks cut credit to healthy firms (but not to zombie firms) and are more likely to prolong a credit relationship with a zombie firm, compared to stronger banks. (ii) In areas-sectors with more lowcapital banks, zombie firms are more likely to survive and non-zombies are more likely to go bankrupt; (iii) Nevertheless, bank under-capitalization does not hurt the growth rate of healthy firms, while it allows zombie firms to grow faster. This goes against previous in

uential findings that, we argue, face serious identification problems. Thus, while banks with low capital can be an important source of aggregate inefficiency in the long run, their contribution to the severity of the great recession via capital misallocation was modest.

Fabiano Schivardi, Enrico Sette, Guido Tabellini
Keywords: Bank capitalization, zombie lending, capital misallocation
2017 - n° 599 12/04/2017
This paper develops a theoretical model of voters' and politicians' behavior based on the notion that voters focus disproportionately on, and hence overweight, certain attributes of policies. We assume that policies have two attributes and that voters focus more on the attribute in which their options differ more. First, we consider exogenous policies and show that voters' focusing polarizes the electorate. Second, we consider the endogenous supply of policies by office-motivated politicians who take voters' distorted focus into account. We show that focusing leads to inefficient policies, which cater excessively to a subset of voters: social groups that are larger, have more distorted focus, are more moderate, and are more sensitive to changes in a single attribute are more influential. Finally, we show that augmenting the classical models of voting and electoral competition with focusing can contribute to explain puzzling stylized facts as the inverse correlation between income inequality and redistribution or the backlash effect of extreme policies.

Salvatore Nunnari Jan Zapal
Keywords: Focus; Attention; Salience; Political Polarization; Probabilistic Voting Model; Electoral Competition; Behavioral Political Economy; Income Inequality; Redistribution
2017 - n° 598 04/04/2017
The economic impact of exported institutions depends on the underlying cultural environment of the receiving country. We present evidence that cultural proximity between the exporting and the receiving country positively affects the adoption of new institutions and the resulting long-term economic outcomes. We obtain this result by combining new information on pre-Napoleonic kingdoms with county-level census data from nineteenthcentury Prussia. This environment allows us to exploit a quasi-natural experiment generated by radical Napoleonic institutional reforms and deeply rooted cultural heterogeneity across Prussian counties. We show that counties that are culturally more similar to France, in terms of either religious affiliation or historical exposure to French culture, display better long-term economic performance. We analyze a range of alternative explanations and suggest that our findings are most easily explained by cultural proximity facilitating the adoption of new institutions.

Giampaolo Lecce and Laura Ogliari
Keywords: Institution s, Institutional Transplants, Culture, Economic Growth
2017 - n° 597 22/02/2017
This paper documents time-variation in the relation between oil price and U.S. equity returns based on both reduced-form and structural analyses. Our reduced-form analysis suggests that a positive correlation between equity returns and oil price has emerged starting from the financial crisis. Based on our structural analysis, we find that oil-specific demand shocks have had positive effects on the U.S. stock market since 2008 as opposed to oil supply shocks, which have no large effects on stock re turns. We also show that the time variation in the parameters of the structural VAR is very well explained by the level of the U.S. short-term interest rate and shifts in consumer confidence.

Claudia Foroni Pierre Guérin Massimiliano Marcellino
Keywords: Stock Returns, Oil Market Shocks, Time-varying Parameter VAR
2017 - n° 596 02/03/2017
We model theoretically and quantify empirically the impact of informational frictions on managerial decisions in the context of mergers and acquisitions. In particular, we focus on how bid premiums and methods of payment are affected by the bidder and target firms' degrees of opacity. To this end, we model the negotiation between bidder and target as a signaling game with two-sided private information. We then empirically test the model's predictions concerning the effects of target and bidder opacity on the simultaneous determination of the method of payment and the bid premium, by conditioning cross-sectionally on the basis of firms' stock trading properties, which we interpret as representative of individual firm opacity. Consistently with the predictions of our model, we find, by studying a sample of bids by and for U.S. publicly listed firms over the period 1985-2014, that both the likelihood of a stock bid and the bid premium increase with the opacity of the target, while the opacity of the bidder is related to lower bid premiums.

Pierpaolo Battigalli, Carlo Chiarella, Stefano Gatti, Tommaso Orlando
Keywords: Asymmetric information, mergers and acquisitions, method of payment, bid premium
2017 - n° 595 10/02/2017
We model an order book with liquidity rebates (make fees) and trading fees (take fees) that faces intermarket competition, and use the models insights to explain changes in market quality and market shares following changes in make-take fees. As predicted by our model, we document that fee changes by one venue affect market quality and market shares for all venues that compete for order flow. Furthermore, we document cross-sectional differences in changes in market quality and market shares following a simultaneous decrease in both make and take fees consistent with traders in large (small) capitalization stocks being more sensitive to the change in make (take) fees.

Marios Panayides, Barbara Rindi, Ingrid M. Werner
Keywords: Trading Fees, Maker-Taker Pricing, Intermarket Competition, Limit Order Book
2017 - n° 594 10/02/2017
Today, income inequality in Sub-Saharan Africa is exceptionally high. In this paper, we study whether present-day inequality can be traced back to the colonial period by reconstructing income distributions in a sample of representative colonies. To do so, we use data from colonial records to build new social tables for French colonies in West and Central Africa and we combine them with available information on British colonies in East and Southern Africa. We find that inequality in Africa is not a recent phenomenon. Income inequality was extremely high during the colonial period, in particular because of the huge income differential between Africans and European settlers. Nevertheless, it tended to reduce over time and the post-colonial period is characterized by much lower inequality. Interestingly, the decline of inequality is not necessarily a consequence of independence: the trends toward reduction started under colonial rule.

Guido Alfani and Federico Tadei
Keywords: Africa, Inequality, Income Distribution, Development, Extractive Institutions
2016 - n° 593 22/12/2016
We characterize consistent random choice rules in terms of the optimality of the support. We then proceed to study stochastic choice in a consumer theory setting. We prove a law of demand for stochastic choice. We then move to a temporal setting where we characterize the softmax decision criterion.
S. Cerreia-Vioglio, F. Maccheroni, M. Marinacci, and A. Rustichini
2016 - n° 591 21/12/2016
We introduce a new approach for the estimation of high-dimensional factor models with regime-switching factor loadings by extending the linear three-pass regression filter to settings where parameters can vary according to Markov processes. The new method, denoted as Markov-Switching three-pass regression filter (MS-3PRF), is suitable for datasets with large cross-sectional dimensions since estimation and inference are straightforward, as opposed to existing regime-switching factor models, where computational complexity limits applicability to few variables. In a Monte- Carlo experiment, we study the finite sample properties of the MS-3PRF and find that it performs favorably compared with alternative modelling approaches whenever there is structural instability in factor loadings. As empirical applications, we consider forecasting economic activity and bilateral exchange rates, finding that the MS-3PRF approach is competitive in both cases.

Pierre Guerin, Danilo Leiva-Leon, Massimiliano Marcellino
Keywords: Factor model, Markov-switching, Forecasting
2016 - n° 590 21/12/2016
We study whether providing information about immigrants affects people's attitude towards them. First, we use a large representative cross-country experiment to show that, when people are told the share of immigrants in their country, they become less likely to state that there are too many of them. Then, we conduct two online experiments in the U.S., where we provide half of the participants with five statistics about immigration, before evaluating their attitude towards immigrants with self-reported and behavioral measures. This more comprehensive intervention improves people's attitude towards existing immigrants, although it does not change people's policy preferences regarding immigration. Republicans become more willing to increase legal immigration after receiving the information treatment. Finally, we also measure the same self-reported policy preferences, attitudes, and beliefs in a four-week follow-up, and we show that the treatment effects persist.

Alexis Grigorieff, Christopher Roth, Diego Ubfal
Keywords: Biased Beliefs, Survey Experiment, Immigration, Policy Preferences, Persistence
2016 - n° 589 30/11/2016
We study a decision maker characterized by two binary relations. The first reflects his judgments about well-being, his mental preferences. The second describes the decision maker's choice behavior, his behavioral preferences, the ones that govern choice (see Rubin- stein and Salant, 2008a,b). Specififically, in the context of decision making under uncertainty, we propose axioms that may describe the rationality of these two relations. These axioms allow a joint representation by a single set of probabilities and a single utility function. It is mentally rational to prefer f over g if and only if the expected utility of f is at least as high as that of g for all probabilities in the set. It is behaviorally rationalizable to choose f over g if and only if the expected utility of f is at least as high as that of g for some probability in the set. In other words, mental and behavioral preferences admit, respectively, a representation a la Bewley (2002) and a la Lehrer and Teper (2011). Our results also provide foundation for a decision analysis procedure called robust ordinal regression and proposed by Greco, Mousseau, and Slowinski (2008).
S. Cerreia-Vioglio, A. Giarlotta, S. Greco, F. Maccheroni, M. Marinacci
2016 - n° 588 28/11/2016
We consider an uncertainty averse, sophisticated decision maker facing a recurrent decision problem where information is generated endogenously. In this context, we study self-confirming strategies as the outcomes of a process of active experimentation. We provide inter alia a learning foundation for self-confirming equilibrium with model uncertainty (Battigalli et al., 2015). We also argue that ambiguity aversion tends to stifle experimentation, increasing the likelihood that decision maker get stuck into suboptimal certainty traps.
P. Battigalli,A. Francetich, G. Lanzani, M. Marinacci
2016 - n° 587 16/11/2016
This paper addresses theoretically the question whether culture has an effect on economic performance in team production, and which would be the optimal team culture. The members of the team are guided both by economic incentives and by personal norms, weighed according to their prevailing level of materialism. We assume that personal norms evolve following a dynamics driven by a combination of psychological mechanisms such as consistency and conformism. The different vectors of materialism, consistency and conformity shared by the group result in a continuum of cultures with different combinations of individualism and collectivism. Our main results show how team culture turns out to be a fundamental determinant for group performance. When income distribution is not completely egalitarian or the members of the team display heterogeneous levels of skills, culture matters in the sense that there exists an optimal culture that maximizes team production and its characteristics depend on the specific distributions of income and skills. A higher average productivity or a more inegalitarian dispersion of remunerations requires a more collectivist culture. And a higher dispersion of individual productivities requires a more individualist culture.
Vicente Calabuig, Gonzalo Olcina, and Fabrizio Panebianco
2016 - n° 586 16/11/2016
We use impulse response functions computed from linear and nonlinear, Markov switching models to investigate the strength of four alternative contagion channels. These are the flight-to-quality, flight-to-liquidity, risk premium, and correlated information channels. We study the differences among estimates and impulse response functions across linear and nonlinear models to identify and measure cross-asset contagion. An application to weekly Eurozone data for a 2007-2014 sample, reveals that a two-state Markov switching model shows accurately estimated but economically weak contagion effects in a crisis regime. These results are mainly explained by a flight-to-quality channel. Furthermore, we extend our analysis the analysis to investigate whether European market may be subject to contagion when exposed to external shocks, such as those originated from the US subprime crisis.

Massimo Guidolin and Manuela Pedio
Keywords: Contagion channels, Markov switching models, vector autoregressions, impulse response function, flight-to-quality, flight-to-liquidity, risk premium
2016 - n° 585 16/11/2016
We propose a Bayesian panel model for mixed frequency data whose parameters can change over time according to a Markov process. Our model allows for both structural instability and random effects. We develop a proper Markov Chain Monte Carlo algorithm for sampling from the joint posterior distribution of the model parameters and test its properties in simulation experiments. We use the model to study the effects of macroeconomic uncertainty and financial uncertainty on a set of variables in a multi-country context including the US, several European countries and Japan. We find that for most of the variables financial uncertainty dominates macroeconomic uncertainty. Furthermore, we show that uncertainty coefficients differ if the economy is in a contraction regime or in an expansion regime.

Roberto Casarin, Claudia Foroni, Massimiliano Marcellino, and Francesco Ravazzolo
Keywords: dynamic panel model, mixed-frequency, Markov switching, Bayesian inference, MCMC
2016 - n° 584 09/11/2016
Recent cases in the US (Meritor, Eisai) and in the EU (Intel ) have revived the debate on the use of price-cost tests in loyalty discount cases. We draw on existing recent economic theories of exclusion and develop new formal material to argue that economics alone does not justify applying a price-cost test to predation but not to loyalty discounts. Still, the latter contain features (they reference rivals and allow to discriminate across buyers and/or units bought) that have a higher exclusionary potential than the former, and this may well warrant closer scrutiny and more severe treatment from antitrust agencies and courts.

Chiara Fumagalli and Massimo Motta
Keywords: Market-Share Discounts, Inefficient Foreclosure, Exclusive Dealing, Antitrust Policy
2016 - n° 583 08/11/2016
In this paper, we run a laboratory experiment where the information set is relatively rich, and, in particular, it includes audits on other taxpayers. At the same time, the implementation of the Bayesian updating process for the subjective probability to be audited is fairly simple. By doing so, we are able to elicit a range of consistent but heterogeneous probability beliefs and to distinguish between Bayesian and non-Bayesian subjects. We obtain two major results concerning Bayesian subjects. First, they exhibit strong and robust short-run BoCE. Second, they are seemingly not affected by audits on other taxpayers in their compliance decision. These results are robust to different definitions of Bayesianity and to different specifications. They conflict with the evidence that Bayesian agents do perceive correctly the chance to be audited. In turn, this suggests that existing explanations of the BoCE are not entirely satisfactory and that alternative theories, possibly based on the Duality approach, are needed.

Luigi Mittone, Fabrizio Panebianco, Alessandro Santoro
Keywords: Bomb-crater effect, Bayesian Updating, Behavioral Duality
2016 - n° 582 12/09/2016
We investigate how Internal Labor Markets (ILMs) allow organizations to accommodate shocks calling for costly labor adjustments. Using data on workers' mobility within French business groups, we find that adverse shocks affecting affliated firms boost the proportion of workers redeployed to other group units rather than external firms. This effect is stronger when labor regulations are stricter and destination-firms are more efficient or enjoy better growth opportunities. Affiliated firms hit by positive shocks rely on the ILM for new hires, especially high-skilled workers. Overall, ILMs emerge as a co-insurance mechanism within organizations, providing job stability to employees as a by-product.

Giacinta Cestone, Chiara Fumagalli, Francis Kramarz, Giovanni Pica
Keywords: Internal Labor Markets, Organizations, Business Groups
2016 - n° 581 31/08/2016
The risk-neutral pricing formula provides the valuation of random payoffs in continuous-time markets. Despite the variety of payoffs, no arbitrage price dynamics are driven by the same (possibly stochastic) interest rate. We formalize this intuition by showing that no arbitrage prices constitute the solution of a differential equation, where interest rates are prominent. To achieve this goal, we introduce the notion of weak time-derivative, which permits to differentiate adapted processes. This instrument isolates drifts of semimartingales and it is null for martingales. Finally, we reformulate the eigenvalue problem of Hansen and Scheinkman (2009) by employing weak time-derivatives.

Massimo Marinacci and Federico Severino
Keywords: no arbitrage pricing; weak time-derivative; martingale component; special semimartingales; stochastic interest rates
2016 - n° 580 01/08/2016
We experimentally test the impact of expanding access to basic bank accounts in Uganda, Malawi, and Chile. Over two years, 17%, 10%, and 3% of treatment individuals made five or more deposits, respectively. Average monthly deposits for them were at the 79th, 91st, and 96th percentiles of baseline savings. Survey data show no clearly discernible intention-to-treat effects on savings or any downstream outcomes. This suggests that policies merely focused on expanding access to basic accounts are unlikely to improve welfare noticeably since impacts, even if present, are likely small and diverse.

Pascaline Dupas, Dean Karlan, Jonathan Robinson, and Diego Ubfal
Keywords: financial access; savings; banking; micro-finance; field experiment; multicountry; Uganda; Malawi; Chile
2016 - n° 579 01/08/2016
Consider a network of firms where a firm T is given the opportunity to innovate a product (first-generation innovation). If successful, this firm can temporarily sell this innovation to her direct neighbors because this will give her access to a larger market. However, if her direct neighbors innovate themselves on top of firm T's innovation (second-generation innovations), then firm T loses the right to sell her initial innovation to the remaining firms in the market. We analyze this game where each firm (T and her direct neighbors) has to decide at which price they want to sell their innovation. We show that the optimal price policy of each firm depends on the level of property rights protection, the position of firm T in the network, her degree and the size of the market. We then analyze the welfare implications of our model where the planner that maximizes total welfare has to decide which firm to target. We show that it depends on the level of property rights protection and on the network structure in a non-trivial way.

Fabrizio Panebianco, Thierry Verdier, Yves Zenou
Keywords: Networks, diffusion centrality, targets, innovation
2016 - n° 578 28/07/2016
We study from a preferential viewpoint absolute and relative attitudes toward ambiguity determined by wealth effects. We provide different characterizations of these attitudes for a large class of preferences: monotone and continuous preferences which satisfy risk independence. We specify our results for different subclasses of preferences.
S. Cerreia-Vioglio, F. Maccheroni, and M. Marinacci
2016 - n° 577 28/07/2016
Pre-Hilbert A-Modules are a natural generalization of inner product spaces in which the scalars are allowed to be from an arbitrary algebra. In this perspective, submodules are the generalization of vector subspaces. The notion of orthogonality generalizes in an obvious way too. In this paper, we provide necessary and sufficient topological conditions for a submodule to be orthogonally complemented. We present three applications of our results. In the most important one, we obtain the Kunita-Watanabe decomposition for conditionally square-integrable martingales as an orthogonal decomposition result carried out in an opportune pre-Hilbert A-module. Second, we show that a version of Stricker's Lemma can be also derived as a corollary of our results. Finally, we provide a version of the Koopman-von Neumann decomposition theorem for a specific pre-Hilbert module which is useful in Ergodic Theory.
S. Cerreia-Vioglio, F. Maccheroni, and M. Marinacci
2016 - n° 576 01/06/2016
The results of an experiment extending Ellsberg's setup demonstrate that attitudes towards ambiguity and compound uncertainty are closely related. However, this association is much stronger when the second layer of uncertainty is subjective than when it is objective. Provided that the compound probabilities are simple enough, we find that most subjects, consisting of both students and policy makers, (1) reduce compound objective probabilities, (2) do not reduce compound subjective probabilities, and (3) are ambiguity non-neutral. By decomposing ambiguity into risk and model uncertainty, and jointly eliciting the attitudes individuals manifest towards these two types of uncertainty, we characterize individuals' degree of ambiguity aversion. Our data provides evidence of decreasing absolute ambiguity aversion and constant relative ambiguity aversion.

Loic Berger and Valentina Bosetti
Keywords: Ambiguity aversion, model uncertainty, reduction of compound lotteries, nonexpected utility, subjective probabilities, decreasing absolute ambiguity aversion
2016 - n° 575 03/05/2016
This paper investigates the differential response of male and female voters to competitive persuasion in political campaigns. We implemented a survey experiment during the (mixed gender) electoral race for mayor in Milan (2011), and a field experiment during the (same gender) electoral race for mayor in Cava de' Tirreni (2015). In both cases, a sample of eligible voters was randomly divided into three groups. Two were exposed to either a positive or a negative campaign by one of the opponents. The third-control-group received no electoral information. In Milan, the campaigns were administered online and consisted of a bundle of advertising tools (videos, texts, slogans). In Cava de' Tirreni, we implemented a large scale door-to-door campaign in collaboration with one of the candidates, randomizing positive vs. negative messages. In both experiments, stark gender differences emerge. Females vote more for the opponent and less for the incumbent when they are exposed to the opponent's positive campaign. Exactly the opposite occurs for males. These gender differences cannot be accounted for by gender identification with the candidate, ideology, or other observable attributes of the voters.

Vincenzo Galasso and Tommaso Nannicini
Keywords: gender differences, political campaigns, randomized controlled trials, competitive persuasion
2016 - n° 574 04/04/2016
In this article, we provide novel survey evidence on mid schoolers' awareness and ambiguity perceptions and on how such perceptions evolve during the process of high school track choice. Children in our study display partial awareness about the set of available tracks. Additionally, children report substantial belief ambiguity about their likelihood of a regular high school path, especially for lower-ranked tracks. Students start 8th grade with greater information about their favorite alternatives and continue to concentrate their search on the latter during the months before pre-enrollment. Children from less advantaged families display lower initial perceived knowledge and acquire information at a slower pace, particularly about college-preparatory schools.

Pamela Giustinelli and Nicola Pavoni
Keywords: Subjective Beliefs, Learning under Ambiguity and Limited Awareness, School Choice
2016 - n° 573 16/03/2016
This paper provides a general framework for analyzing self-confirming policies. We study self-confirming equilibria in recurrent decision problems with incomplete information about the true stochastic model. We characterize stationary monetary policies in a linear-quadratic setting.

P. Battigalli, S. Cerreia-Vioglio, F. Maccheroni, M. Marinacci, T. Sargent
Keywords: Self-confirming equilibrium, partial identification, monetary policy
2016 - n° 572 10/03/2016
We study the design of child care subsidies in an optimal welfare and tax problem. The optimal subsidy schedule is qualitatively similar to the existing US scheme. Efficiency mandates a subsidy on formal child care costs for working mothers, with higher subsidies paid to lower income earners. The optimal subsidy is also kinked as a function of child care expenditure.To counterbalance the sliding scale pattern of the optimal subsidy rates, marginal labor income tax rates are set lower than the labor wedges, with the potential to generate negative marginal tax rates. We calibrate our model to features of the US labor market and focus on single mothers with children aged below 6. The optimal program provides stronger participation incentives compared to the US scheme. The intensive margin incentives provided by the efficient program are milder, with subsidy rates decreasing with income more steeply than those in the US.

Christine Ho, Nicola Pavoni
Keywords: optimal taxation, asymmetric information, child care subsid ies
2016 - n° 571 10/03/2016
This article provides an overview of long-term changes in the relative conditions of the rich in preindustrial Europe. It covers four pre-unification Italian states (Sabaudian State, Florentine State, Kingdom of Naples and Republic of Venice) as well as other areas of Europe (Low Countries, Catalonia) during the period 1300-1800. Three different kinds of indicators are measured systematically and combined in the analysis: headcount indexes, the share of the top rich, and richness indexes. Taken together, they suggest that overall, during the entirety of the early modern period the rich tended to become both more prevalent and more distanced from the other strata of society. The only period during which the opposite process took place was the late Middle Ages, following the Black Death epidemic of the mid-fourteenth century. In the period from ca. 1300 to 1800, the prevalence of the rich doubled. In the Sabaudian State, the Florentine State and the Kingdom of Naples, for which reconstructions of regional wealth distributions exist, in about the same period the share of the top 10% grew from 45-55% to 70-80% - reaching almost exactly the same level which has recently been suggested as the European average at 1810. Consequently, the time series presented here might be used to add about five centuries of wealth inequality trends to current debates on very long-term changes in the relative position of the rich.

Guido Alfani
Keywords: Economic inequality; wealth concentration; richness; top wealthy; middle ages; early modern period; Italy; Low Countries; Catalonia; Black Death; property structures
2016 - n° 570 09/02/2016
In this paper we study alternative methods to construct a daily indicator of growth for the euro area. We aim for an indicator that (i) provides reliable predictions, (ii) can be easily updated at the daily frequency, (iii) gives interpretable signals, and (iv) it is linear. Using a large panel of daily and monthly data for the euro area we explore the performance of two classes of models: bridge and U-MIDAS models, and different forecast combination strategies. Forecasts obtained from U-MIDAS models, combined with the inverse MSE weights, best satisfy the required criteria.

Valentina Aprigliano, Claudia Foroni, Massimiliano Marcellino, Gianluigi Mazzi, Fabrizio Venditti
Keywords: Nowcasting, mixed-frequency data
2016 - n° 569 09/02/2016
Do elderly workers retire early voluntarily, or are they induced (or even forced) by their employees? To establish the relevance of the labor demand component in retirement decisions, we consider a trade liberalization between Switzerland and the EU – the Mutual Recognition Agreement (MRA). A vast literature suggests that these trade liberalizations induce firms to relocate and to restructure, with large compositional effects on the labor market particularly for the elderly workers, who face higher mobility costs. Using Swiss Labor Force Survey data, we use a difference in differences approach to compareearly retirement behavior in three periods (pre-liberalization, announcement, and implementation) for three groups of industries. MRA industries represent our treatment group; control groups are non-MRA manufacturing industries, and services. Our empirical results show that elderly workers are more likely to retire early in the MRA sector during the announcement period, and that the employment of young (30-years old) male workers increases. The distribution of wages by age is instead unaffected. Additional empirical evidence using Swiss Business Census and UN Comtrade data suggests that the increase in early retirement in MRA is not explained by more firms' exits, nor by more early retirement among the exiting firms. It is rather the surviving MRA firms, which react to the increase in competition by adjusting their labor force and use more early retirement.
Piera Bello and Vincenzo Galasso
2016 - n° 568 14/01/2016
We study the competitive equilibria in a market with adverse selection and search frictions. Uninformed buyers post general direct mechanisms and informed sellers choose where to direct their search. We demonstrate that there exists a unique equilibrium allocation and characterize its properties: all buyers post the same mechanism and a low quality object is traded whenever such object is present in a meeting. Sellers are thus pooled at the search stage and screened at the mechanism stage. If adverse selection is sufficiently severe, this equilibrium is constrained inefficient. Furthermore, the properties of the equilibrium differ starkly from the case where meetings are restricted to be bilateral, in which case in equilibrium sellers sort themselves at the search stage across different mechanisms. Compared to such sorting equilibria, our equilibriumyields a higher surplus for most, but not all, parameter specifications.
Sarah Auster Piero Gottardi
2016 - n° 567 12/01/2016
We propose a flexible Bayesian model averaging method to estimate a factor pricing model characterized by structural uncertainty and instability in factor loadings and idiosyncratic risks. We use such a framework to investigate key differences in the pricing mechanism that applies to residential vs. non-residential real estate investment trusts (REITs). An analysis of cross-sectional mispricings reveals no evidence of a pure hous- ing/residential real estate bubble inflating between 1999 and 2007, to subsequently burst. In fact, all REITs sectors record increasing alphas during this period, and show important differences in the dynamic evolution of risk factor exposures.

Daniele Bianchi, Massimo Guidolin, Francesco Ravazzolo
Keywords: I-CAPM, Mispricing, REIT, Model Uncertainty, Stochastic Breaks, Bayesian Econometrics
2015 - n° 566 21/12/2015
Hansen and Richard (1987) prove a classic representation theorem for prices of payoffs in a conditional asset market. In this note we study the portfolio formation and portfolio pricing rules that ensure that the prices of payoffs generated by portfolios actually satisfy the assumptions of their representation theorem. In this way, we obtain a fundamental theorem of finance for conditional asset pricing.
Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci
2015 - n° 565 21/12/2015
We develop a general equilibrium asset pricing model under incomplete information and rational learning in order to understand the unexplained predictability of option prices. In our model, the fundamental dividend growth rate is unknown and subject to breaks. Immediately after a break, there is insufficient information to price option contracts accurately. However, as new information arrives, a representative Bayesian agent recursively learns about the parameters of the process followed by fundamentals. We show that learning makes beliefs time-varying and generates predictability patterns across option contracts with different strike prices and maturities; as a result, the implied movements in the implied volatility surface resemble those observed empirically.

Alejandro Bernales and Massimo Guidolin
Keywords: option pricing, rational learning, Bayesian updating, implied volatility, predictability
2015 - n° 564 21/12/2015
This paper explores the potential use of entertainment media programs for achieving development goals. I propose a simple framework for interpreting media effects that hinges on three channels: (i) information provision, (ii) role modeling and preference change, and (iii) time use. I then review the existing evidence on how exposure to commercial television and radio affects outcomes such as fertility preferences, gender norms, education, migration and social capital. I complement these individual country studies with cross-country evidence from Africa and with a more in-depth analysis for Nigeria, using the Demographic Health Surveys. I then consider the potential educational role of entertainment media, starting with a discussion of the psychological underpinnings and then reviewing recent rigorous evaluations of edutainment programs. I conclude by highlighting open questions and avenues for future research.
Eliana La Ferrara
2015 - n° 563 10/11/2015
We empirically identify the lending standards applied by banks to small and medium firms over the cycle. We exploit an institutional feature of the Italian credit market that generates a sharp discontinuity in the allocation of comparable firms into credit risk categories. Using loan-level data, we show that during the expansionary phase of the cycle, banks relax lending standards by narrowing the interest rate spreads between substandard and performing firms. During the contractionary phase of the cycle, the abrupt tightening of lending standards leads to the exclusion of substandard firms from credit. These firms then report significantly lower production, investment, and employment. Finally, we find that the drying up of the interbank market is an important factor determining the change in bank lending standards.

Giacomo Rodano, Nicolas Serrano-Velarde, Emanuele Tarantino
Keywords: Credit Cycles; Financial Contracts; Credit Rationing; Real Activity
2015 - n° 562 10/11/2015
We study the effects of a conventional monetary expansion, quantitative easing, and of the maturity extension program on corporate bond yields using impulse response functions to shocks obtained from flexible models with regimes. We construct weekly bond portfolios sorting individual bond trades by rating and maturity from TRACE. A standard single-state VAR model is inadequate to capture the dynamics of the data. On the contrary, under a three-state Markov switching model with time-homogeneous VAR coefficients, we find that unconventional policies may have been generally expected to decrease corporate yields. However, even though the sign of the responses is the one expected by policy-makers, the size of the estimated effects depends on the assumptions regarding the decline in long-term Treasury yields caused by unconventional policies, on which considerable uncertainty remains.

Massimo Guidolin, Alexei G. Orlov and Manuela Pedio
Keywords: Unconventional monetary policy, corporate bonds, term structure of Treasury yields, impulse response function, Markov swit ching vector autoregression
2015 - n° 561 10/11/2015

We study monotone, continuous, and quasiconcave functionals defifined over an M-space. We show that if g is also Clarke-Rockafellar differentiable at (see below picture) , then the closure of Greenberg- Pierskalla differentials at x coincides with the closed cone generated by the Clarke-Rockafellar differentials at x. Under the same assumptions, we show that the set of normalized Greenberg-Pierskalla differentials at x coincides with the closure of the set of normalized Clarke-Rockafellar differentials at x. As a corollary, we obtain a differential characterization of quasiconcavity a la Arrow and Enthoven (1961) for Clarke-Rockafellar differentiable functions.

S. Cerreia-Vioglio, F. Maccheroni, and M. Marinacci
2015 - n° 560 22/10/2015
A well functioning bureaucracy can promote prosperity, as advocated by Max Weber. But when bureaucracy gets jammed, it causes stagnation, as described by Franz Kafka. We propose a dynamic theory of the interaction between the production of laws and the efficiency of bureaucracy. When bureaucracy is inefficient the effects of politicians legislative acts are hard to assess. Therefore, incompetent politicians have strong incentives to pass laws to acquire the reputation of skill-full reformers. But too many, often contradictory reforms can in turn lead to a collapse in bureaucratic fficiency. This interaction leads to the existence of both Weberian and Kafkian steady states. A temporary surge in political instability, a strong pressure for reforms by the public, and the appointment of short-lived technocratic governments can determine a permanent shift towards the Kafkian nightmare steady state. Using micro-data for Italy, we provide evidence consistent with one key prediction of the theory: the relative supply of laws by incompetent politicians increases when legislatures are expected to be short.

Gabriele Gratton, Luigi Guiso, Claudio Michelacci and Massimo Morelli
2015 - n° 559 30/09/2015
This paper studies how voters optimally allocate costly attention in a model of probabilistic voting. The equilibrium solves a modified social planning problem that reflects voters' choice of attention. Voters are more attentive when their stakes are higher, when their cost of information is lower and prior uncertainty is higher. We explore the implications of this in a variety of applications. In equilibrium, extremist voters are more influential and public goods are under-provided. The analysis also yields predictions about the equilibrium pattern of information, and about policy divergence by two opportunistic candidates. Endogenous attention can lead to multiple equilibria, explaining how poor voters in developing countries can be politically empowered by welfare programs.

Filip Matejka and Guido Tabellini
2015 - n° 558 29/09/2015
This paper proposes and discusses an instrumental variable estimator that can be of particular relevance when many instruments are available and/or the number of instruments is large relative to the total number of observations. Intuition and recent work (see, e.g., Hahn (2002)) suggest that parsimonious devices used in the construction of the final instruments may provide eective estimation strategies. Shrinkage is a well known approach that promotes parsimony. We consider a new shrinkage 2SLS estimator. We derive a consistency result for this estimator under general conditions, and via Monte Carlo simulation show that this estimator has good potential for inference in small samples.

A. Carriero, G. Kapetanios, and M. Marcellino
Keywords: Instrumental Variable Estimation, 2SLS, Shrinkage, Bayesian Regression J
2015 - n° 557 29/09/2015
The question of how economic inequality changed during the centuries leading up to the industrial revolution has been attracting a growing amount of research effort. Nevertheless, a complete picture of the tendencies in economic inequality throughout pre-industrial Europe has remained out of our grasp. This paper begins to resolve this problem by comparing long-term changes in inequality between Central and Northern Italy on the one hand and the Southern and Northern Low Countries on the other hand. Based on new archival material, we reconstruct regional estimates of economic inequality between 1500 and 1800 and analyze them in the light of the Little Divergence debate, assessing the role of economic growth, urbanization, proletarianization, and political institutions. We argue that different explanations should be invoked to understand the early modern growth of inequality throughout Europe, since several factors conspired to make for a society in which it was much easier for inequality to rise than to fall. We also argue that although there was apparently a 'Little Convergence' in inequality, at least some parts of southern and northern Europe diverged in terms of inequality extraction ratios.

Guido Alfani and Wouter Ryckbosch
Keywords: Economic inequality; early modern period; Sabaudian State; Florentine State; Italy; Low Countries; Belgium; The Netherlands; inequality extraction; wealth concentration; fiscal state; proletarianization
2015 - n° 556 02/09/2015
The triplet-based risk analysis of Kaplan and Garrick (1981) is the keystone of state-of-the-art probabilistic risk assesment in several applied fields. This paper performs a sharp embedding of the elements of this framework into the one of formal decision theory, which is mainly con- cerned with the methodological and modelling issues of rational decision making. In order to show the applicability of such an embedding, we also explicitly develop it within a nuclear probabilistic risk assessment, as prescribed by the U.S. NRC. The aim of this exercise is twofold: on the one hand, it gives risk analysis a direct access to the rich toolbox that decision theory has developed, in the last decades, in order to deal with complex layers of uncertainty; on the other, it exposes decision theory to the challenges of risk analysis, thus providing it with broader scope and new stimuli.

E. Borgonovo, V. Cappelli, F. Maccheroni, M. Marinacci
2015 - n° 555 30/07/2015
Government spending at the zero lower bound (ZLB) is not necessarily welfare enhancing, even when its output multiplier is large. We illustrate this point in the context of a standard New Keynesian model. In that model, when government spending provides direct utility to the household, its optimal level is at most 0.5- 1 percent of GDP for recessions of -4 percent; the numbers are higher for deeper recessions. When spending does not provide direct utility, it is generically welfare- detrimental: it should be kept unchanged at a long run-optimal value. These results are confirmed in a medium-scale DSGE version of the model featuring sticky wages and equilibrium unemployment.

Florin Bilbiie, Tommaso Monacelli, Roberto Perotti
Keywords: Government spending multiplier, zero lower bound, welfare
2015 - n° 554 30/07/2015
This paper tests the commonly-used assumption that people apply a single discount rate to the utility from different sources of consumption. Using survey data from Uganda with both hypothetical and incentivized choices over different goods, we elicit time preferences from about 2,400 subjects. We reject the null of equal discount rates across goods; the average person in our sample is more impatient about sugar, meat and starchy plantains than about money and a list of other goods. We review theassumptions to recover discount rates from experimental choices for the case of goodspecific discounting. Consistently with the theoretical framework, we find convergence in discount rates across goods for two groups expected to engage in or think about arbitraging the rewards: traders and individuals with large quantities of the good at home. As an application, we evaluate empirically the conditions under which goodspecific discounting could predict a low-asset poverty trap.

Diego Ubfal
Keywords: time preferences, good-specific discounting, narrow-bracketing, selfcontrol problems, poverty traps
2015 - n° 553 10/07/2015
We study decision problems in which the consequences of the alternative actions depend on states determined by a generative mechanism representing some natural or social phenomenon. Model uncertainty arises as decision makers may not know such mechanism. Two types of uncertainty result, a state uncertainty within models and a model uncertainty across them. We discuss some two-stage static decision criteria proposed in the literature that address state uncertainty in the first stage and model uncertainty in the second one (by considering subjective probabilities over models). We consider two approaches to the Ellsberg-type phenomena that these decision problems feature: a Bayesian approach based on the distinction between subjective attitudes toward the two kinds of uncertainty, and a non Bayesian one that permits multiple subjective probabilities. Several applications are used to illustrate concepts as they are introduced.

Massimo Marinacci
2015 - n° 552 10/07/2015
We prove that a subtle but substantial bias exists in a standard measure of the conditional dependence of present outcomes on streaks of past outcomes in sequential data. The magnitude of this novel form of selection bias generally decreases as the sequence gets longer, but increases in streak length, and remains substantial for a range of sequence lengths often used in empirical work. The bias has important implications for the literature that investigates incorrect beliefs in sequential decision making - most notably the Hot Hand Fallacy and the Gambler's Fallacy. Upon correcting for the bias, the conclusions of prominent studies in the hot hand fallacy literature are reversed. The bias also provides a novel structural explanation for how belief in the law of small numbers can persist in the face of experience.

Joshua B. Miller and Adam Sanjurjo
Keywords: Law of Small Numbers; Alternation Bias; Negative Recency Bias; Gambler's Fallacy; Hot Hand Fallacy; Hot Hand Effect; Sequential Decision Making; Sequential Data; Selection Bias; Finite Sample Bias; Small Sample Bias
2015 - n° 551 22/06/2015
We study optimal selling strategies of a seller who is poorly informed about the buyer's value for the object. When the maxmin seller only knows that the mean of the distribution of the buyer's valuations belongs to some interval then nature can keep him to payoff zero no matter how much information the seller has about the mean. However, when the seller has information about the mean and the variance, or the mean and the upper bound of the support, the seller optimally commits to a randomization over prices and obtains a strictly positive payoff. In such a case additional information about the mean and/or the variance affects his payoff.

Nenad Kos and Matthias Messner
Keywords: Optimal mechanism design, Robustness, Incentive compatibility, Individual rationality, Ambiguity aversion
2015 - n° 550 11/06/2015
This paper proposes a Bayesian estimation framework for a typical multi-factor model with timevarying risk exposures to macroeconomic risk factors and corresponding premia to price U.S. publicly traded assets. The model assumes that risk exposures and idiosynchratic volatility follow a break-point latent process, allowing for changes at any point on time but not restricting them to change at all points. The empirical application to 40 years of U.S. data and 23 portfolios shows that the approach yields sensible results compared to previous two-step methods based on naive recursive estimation schemes, as well as a set of alternative model restrictions. A variance decomposition test shows that although most of the predictable variation comes from the market risk premium, a number of additional macroeconomic risks, including real output and inflation shocks, are significantly priced in the cross-section. A Bayes factor analysis massively favors of the proposed change-point model.

Daniele Bianchi, Massimo Guidolin and Francesco Ravazzolo
Keywords: Structural breaks, Stochastic volatility, Multi-factor linear models, Asset Pricing
2015 - n° 549 08/06/2015
We characterize the consistency of a large class of nonexpected utility preferences (including mean-variance preferences and prospect theory preferences) with stochastic orders (for example, stochastic dominances of different degrees). Our characterization rests on a novel decision theoretic result that provides a behavioral interpretation of the set of all derivatives of the functional representing the decision maker's preferences. As an illustration, we consider in some detail prospect theory and choice-acclimating preferences, two popular models of reference dependence under risk, and we show the incompatibility of loss aversion with prudence.

Simone Cerreia Vioglio, Fabio Maccheroni, Massimo Marinacci
Keywords: Stochastic dominance, integral stochastic orders, nonexpected utility, risk aversion, multi-utility representation, prospect theory, choice-acclimating personal equilibria
2015 - n° 548 29/05/2015
The hot hand fallacy refers to a belief in the atypical clustering of successes in sequential outcomes when there is none. It has long been considered a massive and widespread cognitive illusion with important implications in economics and finance. The strongest evidence in support of the fallacy remains that from the canonical domain of basketball, where the widespread belief in the existence of hot hand shooting, among expert players and coaches, has been found to have no evidential basis (Gilovich, Vallone, and Tversky 1985). A prominent exhibit of the fallacy is Koehler and Conley (2003)'s study of the NBA Three-Point Contest (1994-1997), a setting which is viewed as ideal for a test of the hot hand (Thaler and Sunstein 2008). In this setting, despite the well-known beliefs of players, coaches, and fans alike, Koehler and Conley find no evidence of hot hand shooting. In the present study, we collect 29 years of shooting data from television broadcasts of the NBA Three-Point Contest (1986-2015), and apply a statistical approach developed in Miller and Sanjurjo (2014), which is more powered, contains an improved set of statistical measures, and corrects for a substantial downward bias in previous estimates of the hot hand effect. In contrast with previous studies, but consistent with Miller and Sanjurjo (2014)'s recent finding of substantial hot hand shooting in all previous controlled shooting studies (including that from the original study of Gilovich, Vallone, and Tversky), we find substantial evidence of hot hand shooting in the NBA Three-Point Contest. This leaves little doubt that the hot hand not only exists, but actually occurs regularly. Thus, belief in the hot hand, in principle, is not a fallacy.

Joshua B. Miller and Adam Sanjurjo
Keywords: Hot Hand Fallacy; Hot Hand Effect
2015 - n° 547 29/04/2015
Exploiting the timing of the 2005-2006 Italian bankruptcy law reforms, we disentangle the effects of reorganization and liquidation in bankruptcy on bank financing nd firm investment. A 2005 reform introduces reorganization procedures facilitating loan renegotiation. The 2006 reform subsequently strengthens creditor rights in liquidation. The first reform increases interest rates and reduces investment. The second reform reduces interest rates and spurs investment. Our results highlight the importance of identifying the distinct effects of liquidation and reorganization, as these procedures differently address the tension in bankruptcy law between the continuation of viable businesses and the preservation of repayment incentives.

Giacomo Rodano, Nicolas Serrano-Velarde, Emanuele Tarantino
Keywords: Financial Distress, Financial Contracting, Renegotiation, Multi-bank Borrowing, Bankruptcy Courts
2015 - n° 546 02/04/2015
Severe economic downturns, characterized by deleverage, are typically preceeded by phenomena of debt overhang. This evidence suggests that large recessions may not be the result of large shocks, but, rather, of the interaction between typical shocks and the current state of the economy. We study the transmission of deleverage shocks in a stochastic economy with heterogeneous agents and occasionally binding collateral constraints, where debt evolves endogenously. Our key finding is that the impact effect of a deleverage shock on aggregate output is a non-linear, S-shaped, function of the accumulated level of debt. At low levels of debt, deleverage is almost neutral, whereas its negative impact is largely magnified when debt reaches a critical threshold, i.e., when financial fragility is sufficiently high. At this threshold, the constraint on borrowing becomes endogenously binding. However, when the level of debt is already high before the shock hits, the borrowers are constrained both ex-ante and ex-post. In this case, the effect on output of a deleverage shock is the highest, but, at the margin, roughly insensitive to the level of debt. This non-linearity is much more pronounced for deleverage shocks than for productivity shocks. Our results cast doubts on the accuracy of gauging the effects of financial disturbances in linearized, certainty-equivalence environments.

Marco Maffezzoli, Tommaso Monacelli
2015 - n° 545 23/03/2015
We study the patterns of political selection in majoritarian versus proportional systems. Political parties face a trade-off in choosing the mix of high and low quality candidates: high quality candidates are valuable to the voters, and thus help to win the elections, but they crowd out the parties' most preferred loyal candidates. In majoritarian elections, the share of high quality politicians depends on the distribution of competitive versus safe (single-member) districts. Under proportional representation, politicians' selection depends on the share of swing voters in the entire electorate. We show that, as the share of competitive districts increases, the majoritarian system begins to dominate the proportional system in selecting high quality politicians. However, when the share of competitive districts becomes large enough, a non-linearity arises: the marginal (positive) effect of adding high quality politicians on the probability of winning the election is reduced, and proportional systems dominate even highly competitive majoritarian.

Vincenzo Galasso, Tommaso Nannicini
Keywords: electoral rules, political selection, probabilistic voting
2015 - n° 544 23/03/2015
We consider real pre-Hilbert modules H on Archimedean f-algebras A with unit e. We provide conditions on A and H such that a Riesz representation theorem for bounded/continuous A-linear operators holds.

S. Cerreia Vioglio, F. Maccheroni, and M. Marinacci
2015 - n° 543 09/03/2015

Does welfare improve when …firms are better informed about the state of the economy and can better coordinate their decisions? We address this question in an elementary business-cycle model that highlights how the dispersion of information can be the source of both nominal and real rigidity. Within this context we develop a taxonomy for how the social value of information depends on the two rigidities, on the sources of the business cycle, and on the conduct of monetary policy.
George-Marios Angeletos, Luigi Iovino, Jennifer Lao
Keywords: Fluctuations, informational frictions, strategic complementarity, coordination, beauty contests, central-bank transparency
2015 - n° 542 09/03/2015
We analyze the effort allocation choices of incumbent politicians when voters are uncertain about politician preferences. There is a pervasive incentive to "posture" by overproviding effort to pursue divisive policies, even if all voters would strictly prefer to have a consensus policy implemented. As such, the desire of politicians to convince voters that their preferences are aligned with the majority of the electorate can lead them to choose strictly pareto dominated effort allocations. Transparency over the politicians' effort choices can either mitigate or re-enforce the distortions depending on the strength of politicians' office motivation and the capacity for the holder of the office in question to effect change. When re-election concerns are paramount transparency about effort choices can be bad for both incentivizing politicians to exert effort on socially efficient tasks and for allowing voters to select congruent politicians. We take our theoretical results to the data with an empirical analysis o f how U.S. Congressmen allocate time across issues. Consistent with the theory, we find evidence of political posturing due to elections (among U.S. Senators) and due to higher transparency (among U.S. House Members).

Elliott Ash, Massimo Morelli, Richard Van Weelden
Keywords: Posturing, Reputation, Transparency, Effort Allocation, Multi-task
2015 - n° 541 09/03/2015
This paper applies mechanism design to the study of international conflict resolution. Standard mechanisms in which an arbitrator can enforce her decisions are usually not feasible because disputants are sovereign entities. Nevertheless, we find that this limitation is inconsequential. Despite only being capable of making unenforceable recommendations, mediators can be equally effective as arbitrators. By using recommendation strategies that do not reveal that one player is weak to a strong opponent, a mediator can effectively circumvent the unenforceability constraint. This is because these strategies make the strong player agree to recommendations that yield the same payoff as arbitration in expectation. This result relies on the capability of mediators to collect confidential information from the disputants, before making their recommendations. Simple protocols of unmediated communication cannot achieve the same level of ex ante welfare, as they preclude confidentiality.
Johannes Horner, Massimo Morelli, Francesco Squintani
2015 - n° 540 09/03/2015
Existant studies of conflict, negotiation and international relations do not take into account that the institutions used to resolve disputes shape the incentives for entering disputes in the first place. Because engagement in a costly and destructive war is the 'punishment' for entering a dispute, institutions that reduce the chances that a dispute lead to open conflict may make more disputes emerge and incentivize militarization. We provide a simple model in which the support for unmediated peace talks, while effective in improving the chance of peace for a given distribution of military strength, ultimately leads to the emergence of more disputes and to higher conflict outbreak. Happily, we find that not all conflict resolution institutions suffer from these, apparently paradoxical, but actually quite intuitive drawbacks. We identify a form of third-party intervention inspired by the celebrated work by Myerson, and show that it can broker peace in emerged disputes effectively and also avoid perverse militarization incentives.
Adam Meirowitz, Massimo Morelli, Kristopher W. Ramsay, Francesco Squintani
2015 - n° 539 23/02/2015
Frustration, anger, and blame have important consequences for economic and social behavior, concerning for example monopoly pricing, contracting, bargaining, violence, and politics. Drawing on insights from psychology, we develop a formal approach to exploring how frustration and anger, via blame and aggression, shape interaction and outcomes in strategic settings.

Pierpaolo Battigalli, Martin Dufwenberg, Alec Smith
Keywords: frustration, anger, blame, belief-dependent preferences, psychological games
2015 - n° 538 23/02/2015
We develop, and experimentally test, models of informal agreements. Agents are assumed to be honest but suffer costs of overcoming temptations. We extend two classical bargaining solutions -split-the-difference and deal-me-out -to this informal agreement setting. For each solution there are two natural ways to do this, leaving us with 2x2 models to explore. In the experiment, a temptations-constrained version of deal-me-out emerges as the clear winner.
Martin Dufwenberg, Maros Servátka and Radovan Vadovic
2015 - n° 537 15/01/2015
Understanding the dynamics of the leverage ratio is at the heart of the empirical research about firms' capital structure, as they can be very different under alternative theoretical models. The pillars of almost all empirical applications are the maintained assumptions of poolability and stationarity, which are motivated by the need of model's simplicity and treatability, rather than being based on an empirical ground. In this paper we provide robust evidence of non-stationarity for a significantly large share of US firms' debt ratios and of strong heterogeneity in the speeds at which firms adjust towards their targets. These results stimulate new directions of the empirical research on debt ratio dynamics by relying more on the concept of heterogeneous degree of leverage persistence.

Maria Elena Bontempi, Laura Bottazzi, and Roberto Golinelli
Keywords: Corporate finance; Heterogeneity of agents; Target leverage; Speed of adjustment; Unit roots and cointegration
2014 - n° 536 22/12/2014
A common explanation for African current underdevelopment is the extractive character of institutions established during the colonial period. Yet, since colonial extraction is hard to quantify, its precise mecha- nisms and magnitude are still unclear. In this paper, I tackle these issues by focusing on colonial trade in French Africa. By using new data on export prices, I show that the colonizers used trade monopsonies and coercive labor institutions to reduce prices to African agricultural producers way below world market prices. As a consequence, during the colonial period, extractive institutions cut African gains from trade by at least one-half.

Federico Tadei
Keywords: Africa, Development, Institutions, Colonization, Trade, Labor Markets
2014 - n° 535 22/12/2014
Motivated by dynamic asset pricing, we extend the dual pairs'theory of Dieudonne'(1942) and Mackey (1945) to pairs of modules over a Dedekind complete f-algebra with multiplicative unit. The main tools are:

a Hahn-Banach Theorem for modules of this kind;

a topology on the f-algebra that has the special feature of coinciding with the norm topology when the algebra is a Banach algebra and with the strong order topology of Filipovic, Kupper, and Vogelpoth (2009), when the algebra of all random variables on a probability space is considered.

As a leading example, we study in some detail the duality of conditional Lp-spaces.

S. Cerreia-Vioglio, M. Kupper, F. Maccheroni, M. Marinacci, N. Vogelpoth
Keywords: Dual pairs, Hahn-Banach Theorem for modules, complete L0-normed modules, automatic continuity
2014 - n° 534 16/12/2014
How can laboratory experiments help us understand banking crises, including the usefulness of various policy responses? After giving a concise introduction to the field of experimental economics more generally, I attempt to provide answers. I discuss methodological issues and survey relevant work that has been done.

Martin Dufwenberg
Keywords: banking crises, lab experiments
2014 - n° 533 16/12/2014
Because journals favor clear stories researchers' may gain by engaging in scientific misconduct, ranging from shady practices like running more sessions hoping for significance to outright data fabrication. To set researchers' incentives straight, we propose sealed-envelope submissions, where editors' and referees' evaluations are based only on the interest of the research question and on the proposed empirical method.

Martin Dufwenberg and Peter Martinsson
2014 - n° 532 03/12/2014
We introduce imperfect information in stock prices determination. Agents receive a noisy signal about the structural shock driving future dividend variations. Equilibrium stock prices include a transitory 'noise bubble' which can be responsible for boom andbust episodes unrelated to economic fundamentals. We propose a non-standard VAR procedure to estimate impulse response functions to noise shock and the bubble component of stock prices. Noise explains a large fraction of US stock prices. The dot-com bubble is explained by noise. The 2007 stock price boom is not a bubble, whereas the following stock market crisis is due to negative noise shocks.

Mario Forni, Luca Gambetti, Marco Lippi, Luca Sala
Keywords: Rational bubbles, structural VARs, noise shocks
2014 - n° 531 03/12/2014
We investigate the role of 'noise' shocks as a source of business cycle fluctuations. To do so we set up a simple model of imperfect information and derive restrictions for identifying the noise shock in a VAR model. The novelty of our approach is that identification is reached by means of dynamic rotations of the reduced form residuals. We find that noise shocks generate hump-shaped responses of GDP, consumption and investment and account for quite a sizable fraction of their prediction error variance at business cycle horizons.

Mario Forni, Luca Gambetti, Marco Lippi, Luca Sala
Keywords: Nonfundamentalness, SVAR, Imperfect Information, News, Noise, Business cycles
2014 - n° 530 03/12/2014
We build a model of a limit order book and examine the consequences of adding a dark pool. Starting with an illiquid book, we show that book and consolidated fill rates and volume increase, but the spread widens, depth declines and welfare deteriorates. When book liquidity increases, more orders migrate to the dark pool and large traders'welfare improves; but while the spread-increase is dampened, the depth-reduction is amplified and small traders are still worse off. All effects are stronger for a continuous than for a periodic dark pool and when the tick size is large.
Sabrina Buti, Barbara Rindi, Ingrid M. Werner
2014 - n° 529 05/11/2014
IIf citizens of different countries belonging to an economic union adhere to different and deeply rooted cultural norms, when these countries interact their leaders may find it impossible to agree on efficient policies, especially in hard times. Political leaders' actions are bound to express policies that do not violate these norms. This paper provides a simple positive theory and a compelling case study of the importance of cultural clashes when economies integrate, as well as a normative argument about the desirability of institutional integration. Namely, we argue that a political union, with a common institutions and enforcement of rules, is a solution which is most beneficial the greater is cultural diversity in an economic union.

Luigi Guiso, Helios Herrera, Massimo Morelli
Keywords: Cultural Norms, Institutions, Crisis Mismanagement
2014 - n° 528 05/11/2014
In deciding whether to join a coalition or not, an agent must consider both i) the expected power of the coalition and ii) her position in the vertical structure within the coalition. We establish the existence of a positive relationship between the degree of inequality in remuneration across ranks within coalitions and the number of coalitions to be formed endogenously in stable systems. An inherent feature of such coalitions is that they are mixed and balanced, rather than segregated, in terms of members abilities. When the surplus of a coalition is assumed to be linear in its relative power conditional on its size, we also establish the existence of stable systems and characterise them fully: a system is stable if and only if all coalitions are of an ecient size and every agent is paid her marginal contribution.

Massimo Morelli and In-Uck Park
Keywords: Stable systems, Abilities, Hierarchy, Cyclic partition
2014 - n° 527 08/10/2014
We consider a decision maker who ranks actions according to the smooth ambiguity criterion of Klibanoff et al. (2005). An action is justifiable if it is a best reply to some belief over probabilistic models. We show that higher ambiguity aversion expands the set of justifiable actions. In turn, this implies that higher ambiguity aversion expands the set of rationalizable actions of a game. Our results follow from a generalization of the duality lemma of Wald (1949) and Pearce (1984).

P. Battigalli, S. Cerreia-Vioglio, F. Maccheroni, M. Marinacci
2014 - n° 526 25/09/2014
We analyze political selection in a closed list proportional system where parties have strong gate-keeping power, which they use as an instrument to pursue votes. Parties face a trade-off between selecting loyal candidates or experts, who are highly valued by the voters and thus increase the probability of winning the election. Voters can be rational or behavioral. The former care about the quality mix of the elected candidates in the winning party, and hence about the ordering on the party list. The latter only concentrate on the quality type of the candidates in the top positions of the party list. Our theoretical model shows that to persuade rational voters parties optimally allocate loyalists to safe seats and experts to uncertain positions. Persuading behavioral voters instead requires to position the experts visibly on top of the electoral list. Our empirical analysis, which uses data from the 2013 National election in Italy-held under closed list proportional representation-and from independent pre-electoral polls, is overall supportive of voters' rational behavior. Loyalists (i.e., party officers or former members of Parliament who mostly voted along party lines) are overrepresented in safe positions, and, within both safe and uncertain positions, they are ranked higher in the list.

Vincenzo Galasso and Tommaso Nannicini
Keywords: political selection, electoral rule, closed party lists
2014 - n° 525 25/09/2014
Paul Krugman has written a very timely paper. It discusses an old issue, that has become very relevant again. My comments address two questions. First, should inflation targeting be reconsidered? Here my answer is a clear and resounding yes. Inflation targeting performed very well in the fight against inflation and in stabilizing inflation expectations. But now, even leaving issues of financial stability aside, monetary policy is faced with different challenges. Second, which features of the inflation targeting framework should be changed? Here I argue that other aspects of the framework are more important than the numerical value of the target. In addressing these questions, I review Paul Krugman's arguments, agreeing with many but not all of them.

Guido Tabellini
2014 - n° 524 16/09/2014
The problemof choosing an optimal toolkit day after day,when there is uncertainty concerning the value of different tools that can only be resolved by carrying the tools, is a multi-armed bandit problem with nonindependent arms. Accordingly, except for very simple specifications, this optimization problem cannot (practically) be solved. Decision takers facing this problem presumably resort to decision heuristics, "sensible" rules fordeciding which tools to carry, based on past experience. In this paper, we examine and compare the performance of a variety of heuristics, some very simple and others inspired by the computer-science literature on these problems. Some asymptotic results are obtained, especially concerning the long-run outcomes of using the heuristics, hence these results indicate which heuristics do well when the discount factor is close to one. But our focus is on the relative performance of these heuristics for discount factors bounded away from one, which we study through simulation of the heur istics on a collection of test problems.

Alejandro Francetich and David M. Kreps
2014 - n° 523 31/07/2014
Recent applications to the modeling of emission permit markets by means of stochastic dynamic general equilibrium models look into the relative merits of different policy mechanisms under uncertainty. The approach taken in these studies is to assume the existence of an emission constraints that is always binding (i.e. the emission cap is always smaller than what actual emissions would be in the absence of climate policy). Although this might seem a reasonable assumption in the longer term, as policies will be increasingly stringent, in the short run there might be instances where this assumption is in sharp contrast with reality. A notable example would be the current status of the European Emission Trading Scheme. This paper explores the implications of adopting a technique that allows occasionally, rather than strictly, binding constraints. With this new setup the paper sets out to investigate the relative merits of different climate policy instruments under different macro-economic shocks.

Valentina Bosetti and Marco Maffezzoli
Keywords: Dynamic Stochastic General Equilibrium model, emission trading, carbon tax, occasionally binding constraints
2014 - n° 522 21/07/2014
Previous research has documented a behavioral distinction between 'social risk' and financial risk. For example, individuals tend to demand a premium on the objective probability of a favorable outcome when that outcome is determined by a human being instead of a randomizing device (Bohnet, Greig, Herrmann, and Zeckhauser 2008; Bohnet and Zeckhauser 2004). In this paper we ask whether social risk is always aversive, answering in the negative and identifying factors that can eliminate, or even change the sign of, the social risk premium. Motivated by the stereotype content model from the social psychology literature, which we argue has straightforward predictions for situations involving social risk (Fiske, Cuddy, and Glick 2007), we focus on two factors: 'warmth', synonymous with intent, and 'competence.' We investigate these factors using a between-subjects experimental design that implements slight modifications of the binary trust game of Bohnet and Zeckhauser across treatments. Our results indicate that h aving risk generated by another human being does not, on its own, lead to a social risk premium. Instead, we find that a positive risk premium is demanded when a counter-party has interests conflicting with one's own (low warmth) and, additionally, is competent. We find a negative social risk premium -i.e., social risk seeking- when the counter-party has contrary interests but lacks competence.

Jeffrey V. Butler and Joshua B. Miller
Keywords: Social Risk, Social Perception, Intention, Betrayal Aversion, Trust
2014 - n° 521 18/07/2014
Reciprocity can be a powerful motivation for human behaviour. Scholars argue that it is relevant in the context of private provision of public goods. We examine whether reciprocity can resolve the associated coordination problem. The interaction of reciprocity with cost-sharing is critical. Neither cost-sharing nor reciprocity in isolation can solve the problem, but together they have that potential. We introduce new network notions of reciprocity relations to better understand this. Our analysis uncovers an intricate web of nuances that demonstrate the attainable yet elusive nature of a unique outcome.
Martin Dufwenberg and Amrish Patel
Keywords: Discrete public good, participation, reciprocity networks, coordination, cost-sharing
2014 - n° 520 23/06/2014

Maccheroni, Marinacci, and Rustichini [17], in an Anscombe-Aumann framework, axiomatically characterize preferences that are represented by the variational utility functional where u is a utility function on outcomes and c is an index of uncertainty aversion. In this paper, for a given variational preference, we study the class of functions c that represent V. Inter alia, we show that this set is fully characterized by a minimal and a maximal element, c* and d*. The function c*, also identified by Maccheroni, Marinacci, and Rustichini [17], fully characterizes the decision maker's attitude toward uncertainty, while the novel function d* characterizes the uncertainty perceived by the decision maker.

S. Cerreia-Vioglio, F. Maccheroni, M. Marinacci, and A. Rustichini
2014 - n° 519 20/06/2014
Land conflicts in developing countries are costly. An important policy goal is to create respect for borders. This often involves mandatory, expensive interventions. We propose a new policy design, which in theory promotes neighborly relations at low cost. A salient feature is the option to by-pass regulation through consensus. The key idea combines the insight that social preferences transform social dilemmas into coordination problems with the logic of forward induction. As a first, low-cost pass at empirical evaluation, we conduct an experiment among farmers in the Ethiopian highlands, a region exhibiting features typical of countries where borders are often disputed. Our results suggest that a low-cost land delimitation based on neighborly recognition of borders could deliver a desired low-conflict situation if accompanied by an optional higher cost demarcation process.

Martin Dufwenberg, Gunnar Köhlin, Peter Martinsson, Haileselassie Medhin
Keywords: Conflict, land-conflict game, social preferences, forward induction, Ethiopia, experiment, land reform
2014 - n° 518 13/06/2014
The hot hand fallacy has long been considered a massive and widespread cognitive illusion with important economic consequences. While the canonical domain of the fallacy is basketball, which continues to provide its strongest and most readily generalizable supporting evidence, the fallacy has been considered as a candidate explanation for various economic and financial anomalies. We find, in its canonical domain, that the belief in the hot hand is not a fallacy, and that, surprisingly, the original evidence supports this conclusion. Our approach is to design a controlled shooting field experiment and develop statistical measures that together have superior identifying power over previous studies. We find substantial evidence of the hot hand, both in our study and in all extant controlled shooting studies, including the seminal study (which found the opposite result, and coined the term ''the hot hand fallacy''). Also, we observe the hot hand effect to be heterogeneous across shooters, which suggests that decision makers (e.g. players and coaches) may have incentive to identify which shooters have a greater tendency to become hot. Accordingly, we find evidence that expert players (teammates) can do so. In light of these results, we reconsider the economic relevance of the hot hand fallacy more generally.

Joshua B. Miller and Adam Sanjurjo
Keywords: Hot Hand Fallacy; Hot Hand Effect
2014 - n° 517 06/06/2014
Does democracy make politicians accountable? The UK expenses scandal of May 2009 constitutes an ideal setting to answer this question, since it allows credible ceteris paribus comparisons. We show that scandal-related press coverage significantly increased the probability of an MP to retire, reduced vote shares of standing MPs, but did not decrease their re-election probability. We also show that punishment was directed to individual MPs involved in the scandal rather than their parties. An objective monetary measure of malfeasance from an official report explains press coverage but has no independent effect on MPs' retirement or vote shares. We show that voters perceive co-partisan MPs to be less involved than other MPs. Finally we analyse coverage of the scandal by seven national newspapers and conclude that the press worked as a watchdog by focussing on the government and on frontbenchers of the main opposition party, with little role for ideological leanings. Our study also uncovers a substantial gender bias: ceteris paribus, female MPs received more media attention and, for the same level of media attention, were more likely to stand down.
Valentino Larcinese and Indraneel Sircar
2014 - n° 516 30/05/2014
A decision maker can experiment on up to two alternatives simultaneously over time. One and only one of these alternatives can produce successes, according to a Poisson process with known arrival rate; but there is uncertainty as to which alternative is the profitable one. The decision maker only observes the outcomes of the alternatives chosen, and choosing each alternative entails a cost. Simultaneous experimentation involves higher costs but can produce more data. At the same time, since the alternatives are negatively correlated, the outcomes of either one are informative about the other. If the costs are high and she is sufficiently impatient, the decision maker never experiments on both alternatives at once. Otherwise, if she starts with a single alternative that produces no successes, she becomes gradually pessimistic and eventually takes on the other alternative while keeping the first one - despite the higher costs and the negative correlation.

Alejandro Francetich
Keywords: Experimentation, two-armed bandits, multi-choice bandits, negatively correlated
2014 - n° 515 22/04/2014
A model of 'harassment bribes,' paid for services one is entitled to, is developed to analyze
the proposal to legalize paying these bribes while increasing fines on accepting them.
We explore performance as regards corruption deterrence and public service provision. Costs of verifying reports make the scheme more effective against larger bribes and where institutions' quality is higher. A modified scheme, where immunity is conditional on reporting, addresses some key objections. The mechanism works better against more distortionary forms of corruption than harassment bribes, provided monetary rewards can compensate bribers for losing the object of the corrupt exchange. Results highlight strong complementarities with policies aimed at improving independence and accountability of law enforcers.

Martin Dufwenberg, Giancarlo Spagnolo
Keywords: Bribes, Corruption, Immunity, Law enforcement, Leniency, Whistleblowers
2014 - n° 514 14/04/2014
A decision maker faces an unobserved state of nature. She updates her prior on the state based on the realizations of a signal. In this note, we show that the expected posterior on any given state, taking expectation under the conditional distribution of the signal on this same state, is never lower than the prior on said state. In other words, the expected posterior probability on the true state is never lower than the prior on this state, regardless of what the true state is.

Alejandro Francetich and David Kreps
2014 - n° 513 08/04/2014
This paper is the first attempt, to the best of our knowledge, to study the impact of a carbon tax by means of a heterogeneous agents model. The objectives of the paper are two: i) To assess how the results of a representative agent model compare to those coming from a model accounting for heterogeneity across agents when evaluating aggregate economic and environmental impacts of a carbon tax; ii) To assess the distributional implications of a carbon tax and how they can be mitigated through different recycling schemes. We find that heterogeneous agents models may deliver different results from those derived using a representative agent model, the main tool used to guide policy making so far. In particular, we find evidence of a double dividend for several recycling schemes and carbon taxes as high as 20% of the energy price. In addition, we find the potential for redistributive channels related to carbon policies that can only be appreciated applying this type of modeling.

Valentina Bosetti and Marco Maffezzoli
2014 - n° 512 04/04/2014
What are the political consequences of introducing de jure political equality? Does it change
patterns of political representation and the identity of elected legislators? This paper uses an important electoral reform passed in 1912 in Italy to provide evidence on these questions. The reform trebled the electorate (from slightly less than three million to 8.650.000) leaving electoral rules and district boundaries unchanged. By exploiting differences in enfranchisement rates across electoral districts we identify the effect of franchise extension on various political outcomes. Enfranchisement increased the vote share of left-wing social reformers but had no impact on their parliamentary representation, no impact on parliamentary representation of aristocracy and traditional elites and no effect on political competition. We show that left-wing parties decreased their vote shares and were systematically defeated in key swing districts. We document elite's effort to minimize the political impact of the reform and, in particular, we show that the Vatican's secret involvement in the post-reform electoral campaign had a substantial impact on voting results, although formerly and newly enfranchised voters were equally affected. We relate our results to economic theories of democratization, which appear to be only partially compatible with our evidence.

Valentino Larcinese
Keywords: democratization, voting, electoral competition, inequality, swing districts, political violence, Vatican, socialism
2014 - n° 511 04/04/2014
We provide evidence on whether providing university students with feedback on their past
exam performance affects their future exam performance. Our identification strategy exploits a natural experiment in a leading UK university where different departments have historically
different rules on the provision of feedback to their students. We find the provision of feedback has a positive effect on students' subsequent test scores: the mean impact corresponds to 13% of a standard deviation in test scores. The impact of feedback is stronger for more able students and for students who have less information to start with about the academic environment, while no subset of individuals is found to be discouraged by feedback. Our findings suggest that students have imperfect information on how their effort translates into test scores and that the provision of feedback might be a cost effective means to increase students' exam performance.

Oriana Bandiera, Valentino Larcinese and Imran Rasul
Keywords: feedback, incentives, students' performance, university education
2014 - n° 510 04/04/2014
We analyze the value of information in the market for corporate control. The raider and the shareholders are privately and imperfectly informed about the post-takeover value of the firm. We show that public information provision reduces the dispersion of the shareholders' beliefs resulting in a transfer of surplus from the raider to the shareholders. What is more, if the raider is privately informed all his private information is revealed through the price offer, hence he prefers not to acquire private information, provided that the shareholders do not engage in information acquisition. The target shareholders, on the other hand, have incentives to acquire information-solicit a fairness opinion-after the raider makes a price offer. However, when both parties have access to an information market, they both have incentives to acquire information.

Mehmet Ekmekci and Nenad Kos
Keywords: takeovers, fairness opinion, tender offers, lemons problem, large shareholder
2014 - n° 509 17/03/2014
We view economic time series as the result of a cascade of shocks occurring at different times and different frequencies (scales). We suggest that economic relations that are found to be elusive when using raw data may hold true for different layers (details) in the cascade of economic shocks. This observation leads to a notion of a scale-specific predictability. Using direct extraction of the details and two-way aggregation, we provide strong evidence of risk compensations in market returns, as well as of an unusually clear link between macroeconomic uncertainty and uncertainty in financial markets, at frequencies lower than the business cycle.

Federico M. Bandi, Bernard Perron, Andrea Tamoni, and Claudio Tebaldi
Keywords: long run, predictability, aggregation, risk-return trade-off, Fisher hypothesis
2014 - n° 508 28/01/2014
The paper aims to analyze the effects of plague on the long-term development of Italian cities, with particular attention to the 1629-30 epidemic. By using a new dataset on plague mortality rates in 49 cities covering the period 1575-1700 ca., an economic geography model verifying the existence of multiple equilibria is estimated. It is found that cities affected only by the 1629-30 plague recovered in the short run, whereas cities affected by both the 1575-77 and 1629-30 epidemic show persistent decline in the long run. This new finding contrasts with previous literature and is hence interpreted in the light of the new concept of "urban frailty".

Guido Alfani and Marco Percoco
Keywords: Plague, Italian cities, Urban development, Urban demography, Multiple
2013 - n° 507 16/01/2014
In this paper we review some recent work on public intervention in economic environments where fifirms undertake investments in research or in physical assets, and then choose appropriate business practices to extract profits from the outcomes of the investment process. Public policies may take different forms: the release of an authorization; the setting of fines and damages for liability; or the choice of legal standards in antitrust law enforcement. The business practices are privately profitable but may be welfare enhancing or socially harmful. When expectations are optimistic, public policies face a trade-off between ex-ante effects on investment, that suggest hands off, and ex-post control of practices when harmful, that requires intervention. Our general result suggests that public policies should be softer when innovation is an important source of welfare improvements.

Giovanni Immordino, Michele Polo
Keywords: Regulation, Antitrust, Legal Standards
2013 - n° 506 07/01/2014

Experimental evidence suggests that agents in social dilemmas have belief-dependent, otherregarding preferences. But in experimental games such preferences cannot be common knowledge, because subjects play with anonymous co-players. We address this issue theoretically and experimentally in the context of a trust game, assuming that the trustee's choice may be affected by a combination of guilt aversion and intention-based reciprocity. We recover trustees' belief-dependent preferences from their answers to a structured questionnaire. In the main treatment, the answers are disclosed and made common knowledge within each matched pair, while in the control treatment there is no disclosure. Our main auxiliary assumption is that such disclosure approximately implements a psychological game with complete information. To organize the data, we classify subjects according to their elicited preferences, and test predictions for the two treatments using both rationalizability and equilibrium. We find that guilt aversion is the prevalent psychological motivation, and that behavior and elicited beliefs move in the direction predicted by the theory.

 

 

Giuseppe Attanasi, Pierpaolo Battigalli, Elena Manzoni, Rosemarie Nagel
Keywords: Experiments, trust game, guilt, reciprocity, complete and incomplete information
2013 - n° 505 07/01/2014
An extensive literature has studied lobbying by special interest groups. We analyze a novel lobbying channel: lobbying businessmen-politicians through business proxies. When a politician controls a business, firms attempting to curry favors shift their spending towards the politician's business. The politician benefits from increased revenues, and the firms hope for favorable regulation in return. We investigate this channel in Italy where government members, including the prime minister, are not required to divest business holdings. We examine the evolution of advertising spending by firms over the period 1994 to 2009, during which Silvio Berlusconi was prime minister on and off three times, while maintaining control of Italy's major private television network, Mediaset. We predict that firms attempting to curry favor with the government shift their advertising budget towards Berlusconi's channels when Berlusconi is in power. Indeed, we document a significant pro-Mediaset bias in the allocation of advertising spending during Berlusconi's political tenure. This pattern is especially pronounced for companies operating in more regulated sectors, as predicted. Using a model of supply and demand in the advertising market, we estimate one billion euros of extra revenue to Berlusconi's group. We also estimate the expected returns in regulation to politically motivated spenders of similar magnitude, stressing the economic importance of this lobbying channel. These findings provide an additional rationale for rules on conflict of interest.
Stefano DellaVigna, Ruben Durante, Brian Knight, Eliana La Ferrara
2013 - n° 504 06/12/2013
We use frequency domain techniques to estimate a medium-scale DSGE model on different frequency bands. We show that goodness of t, forecasting performance and parameter estimates vary substantially with the frequency bands over which the model is estimated. Estimates obtained using subsets of frequencies are characterized by signicantly different parameters, an indication that the model cannot match all frequencies with one set of parameters. In particular, we find that: i) the low frequency properties of the data strongly affect parameter estimates obtained in the time domain; ii) the importance of economic frictions in the model changes when different subsets of frequencies are used in estimation.
This is particularly true for the investment cost friction and habit persistence: when low
frequencies are present in the estimation, the investment cost friction and habit persistence are estimated to be higher than when low frequencies are absent.

LucaSala
Keywords: DSGE models, frequency domain, band maximum likelihood
2013 - n° 503 04/12/2013
This paper proposes a framework to evaluate the impact of longevity-linked securities on the risk-return trade-off for traditional portfolios. Generalized unexpected raise in life expectancy is a source of aggregate risk in the insurance sector balance sheets. Longevity-linked securities are a natural instrument to reallocate these risks by making them tradable in the financial market. This paper extends the strategic asset allocation model of (Campbell Viceira 2005) to include a longevity-linked investment in addition to equity and fixed income securities and describe the resulting term structure of risk-return trade-offs. The model highlights an unexpected predictability pattern of the survival probability estimates and gives an empirical valuation of the market price of longevity risk based on the LeeCarter(1992) mortality model and on the time series of prices for standardized annuities publicly offered by US insurance companies.

Emilio Bisetti, Carlo A. Favero, Giacomo Nocera, Claudio Tebaldi
Keywords: Longevity Risk, Strategic Asset Allocation
2013 - n° 502 05/11/2013
We evaluate the impact of timing on decision outcomes, when both the timing and the relevant decision are chosen under uncertainty. Sports betting provides the testing ground, as we exploit an original dataset containing more than one million online bets on games of the Italian Major Soccer League. We find that individuals perform systematically better when they place their bets farther away from the game day. The better performance of early bettors holds controlling for (time-invariant) unobservable ability, learning during the season, and timing of the odds. We attribute this result to the increase of noisy information on game day, which hampers the capacity of late (non-professional) bettors to use very simple prediction methods, such as team rankings or last game results. We also find that more successful bettors tend to bet in advance, focus on a smaller set of events, and prefer games associated with smaller betting odds.

Alessandro Innocenti, Tommaso Nannicini, Roberto Ricciuti
Keywords: sports betting, decision timing, information overload, forecasting
2013 - n° 501 29/10/2013
This paper addresses the problem of sequentially allocating timesensitive goods, or one-period leases on a durable good, among agents who compete through time and learn about the common component of the value of the allocation through experience. I show that efficiency is unattainable, and I identify simple variations of sequential second-price or English auctions that implement the second best and the revenuemaximizing auction. When the units are divisible, I also identify the corresponding auctions that allow for double sourcing.

Alejandro Francetich
Keywords: Dynamic mechanism design, sequential auctions, interdependent values, multi-dimensional types, winner's curse, double sourcing
2013 - n° 500 22/10/2013
We establish an Ergodic Theorem for lower probabilities, a generalization of standard probabilities widely used in applications. As an application, we provide a version for lower probabilities of the Strong Law of Large Numbers.
S. Cerreia-Vioglio, F. Maccheroni, and M. Marinacci
2013 - n° 499 09/10/2013
We thoroughly study the non-standard optimal exercise policy associated with relevant capital investment options and with the prepayment option of widespread collateralized-borrowing contracts like the gold loan. Option exercise is optimally postponed not only when moneyness is insufficient but also when it is excessive. We contribute an important extension of the classical optimal exercise properties for American options. Early exercise of an American call with a negative underlying payout rate can occur if the option is moderately in the money. We fully characterize the existence, the monotonicity, the continuity, the limits and the symptotic behavior at maturity of the double free boundary that separates the exercise region from the double continuation region. We fifind that the fifinite-maturity non-standard policy conspicuously differs from the infifinite-maturity one.

Anna Battauz, Marzia De Donno, Alessandro Sbuelz
Keywords: American Options; Valuation; Optimal Exercise; Real Options; Gold Loan; Collateralized Borrowing; Asymptotic Approximation of The Free Boundary
2013 - n° 498 04/10/2013

We study a Mean-Risk model derived from a behavioral theory of Disappointment with multiple reference points. One distinguishing feature of the risk measure is that it is based on mutual deviations of outcomes, not deviations from a specific target. We prove necessary and sufficient conditions for strict first and second order stochastic dominance, and show that the model is, in addition, a Convex Risk Measure. The model allows for richer, and behaviorally more plausible, risk preference patterns than competing models with equal degrees of freedom, including Expected Utility (EU), Mean-Variance (MV), Mean-Gini (MG), and models based on non-additive probability weighting, such a Dual Theory (DT). For example, in asset allocation, the decision-maker can abstain from diversifying in a risky asset unless it meets a threshold performance, and gradually invest beyond this threshold, which appears more acceptable than the extreme solutions provided by either EU and MV (always diversify) or DT and MG (always plunge). In asset trading, the model allows no-trade intervals, like DT and MG, in some, but not all, situations. An illustrative application to portfolio selection is presented. The model can provide an improved criterion for Mean-Risk analysis by injecting a new level of behavioral realism and flexibility, while maintaining key normative properties.

Alessandra Cillo, Philippe Delquié
Keywords: Risk analysis; Uncertainty modeling; Utility theory; Stochastic dominance; Convex risk measures
2013 - n° 497 04/10/2013
Gender stereotypes are well established also among women. Yet, a recent literature suggests that earning from other women experience about the effects of maternal employment on children outcomes may increase female labor force participation. To further explore this channel, we design a randomized survey experiment, in which 1500 Italian women aged 20 to 40 are exposed to two informational treatments on the positive consequences of formal childcare on children future educational attainments. Surprisingly, we find that women reduce their intended labor supply.
However, this result hides strong heterogenous effects: high educated non-mothers are persuaded by the informational treatments to increase their intended use of formal child care (and to pay more); whereas low educated non-mothers to reduce their intended labor supply. These findings are consistent with women responding to monetary incentive and/or having different preferences for maternal care. These heterogenous responses across women send a warning signal about the true effectiveness - in terms of take up rates - of often advocated public policies regarding formal child care.

Vincenzo Galasso, Paola Profeta, Chiara Pronzato, Francesco Billari
Keywords: gender culture, female labour supply, education
2013 - n° 496 23/09/2013
We performed a new test of transitivity based on individual measurements of the main intransitive choice models in decision under uncertainty. Our test is tailor-made and, therefore, more likely to detect violations of transitivity than previous tests. In spite of this, we observed only few intransitivities and we could not reject the hypothesis that these were due to random error. A possible explanation for the poor predictive performance of the intransitive choice models is that they only allow for interactions between acts, but exclude within-act interactions by retaining the assumption that preferences are separable overstates of nature. Prospect theory, which relaxes separability but retains transitivity, predicted choices significantly better than the nontransitive choice models. We conclude that descriptively realistic models need to allow for within-act interactions, but may retain transitivity.

Subject classifications: Utility/preference: Estimation. Decision analysis: Risk.

Area of review: Decision Analysis.

Aurélien Baillon, Han Bleichrodt, Alessandra Cillo
2013 - n° 495 23/09/2013
This work addresses the early phases of the elicitation of multiattribute value functions proposing a practical method for assessing interactions and monotonicity. We exploit the link between multiattribute value functions and the theory of high dimensional model representations. The resulting elicitation method does not state any a-priori assumption
on an individual's preference structure. We test the approach via an experiment in a riskless context in which subjects are asked to evaluate mobile phone packages that differ on three attributes.

Francesca Beccacece, Emanuele Borgonovo, Greg Buzzard, Alessandra Cillo, Stanley Zionts
Keywords: Multiattribute Utility Theory; High Dimensional Model Representations; Value Function Elicitation; Sparse Grid Interpolation
2013 - n° 494 19/09/2013
We provide experimental evidence that subjects blame others based on events they are not
responsible for. In our experiment an agent chooses between a lottery and a safe asset; payment from the chosen option goes to a principal who then decides how much to allocate between the agent and a third party. We observe widespread blame: regardless of their choice, agents are blamed by principals for the outcome of the lottery, an event they are not responsible for. We provide an explanation of this apparently irrational behavior with a delegated-expertise principal-agent model, the subjects' salient perturbation of the environment.

Mehmet Gurdal, Joshua B. Miller, Aldo Rustichini
Keywords: Experiments; Rationality; Fairness
2013 - n° 493 18/09/2013
Trading venues often impose a minimum trade unit constraint (MTUC) to facilitate order execution. This paper examines the effects of a natural experiment at Borsa Italiana where the exchange reduced the MTUC to one share for all stocks. After the removal of the MTUC, we observe a substantial improvement in liquidity, measured by a decrease in the bid-ask spread and an increase in market depth. The cross-sectional evidence shows that those firms for which the MTUC was more binding benefit the most from the microstructure change. These findings are consistent with a model of asymmetric information in which the MTUC affects traders' choice of order size. As the model predicts, liquidity improves following the reduction in adverse selection costs.

Arie E. Gozluklu, Pietro Perotti, Barbara Rindi, Roberta Fredella
Keywords: minimum trade unit constraint, limit order book, market liquidity, adverse selection costs
2013 - n° 492 18/09/2013
We show that following a tick size reduction in a decimal public limit order book (PLB) market quality and welfare fall for illiquid but increase for liquid stocks. If a Sub-Penny Venue (SPV) starts competing with a penny-quoting PLB, market quality deteriorates for illiquid, low priced stocks, while it improves for liquid, high priced stocks. As all traders can demand liquidity on the SPV, traders' welfare increases. If the PLB facing competition from a SPV lowers its tick size, PLB spread and depth decline and total volume and welfare increase irrespective of stock liquidity.
Sabrina Buti, Barbara Rindi, Yuanji Wen, Ingrid M. Werner
2013 - n° 491 18/09/2013
A structural Factor-Augmented VAR model is used to evaluate the role of 'news' shocks in generating the business cycle. We find that (i) existing small-scale VAR models are affected by 'non-fundamentalness' and therefore fail to recover the correct shock and impulse response functions; (ii) news shocks have a smaller role in explaining the business cycle than previously found in the literature; (iii) their effects are essentially in line with what predicted by standard theories; (iv) a substantial fraction of business cycle
uctuations are explained by shocks unrelated to technology.

Mario Forni, Luca Gambetti,Luca Sala
Keywords: Factor-augmented VAR, news shocks, invertibility, fundamentalness
2013 - n° 490 29/08/2013
We exploit a change in compulsory schooling laws in Turkey to estimate the causal effects of
education on religiosity and women's empowerment. A new law implemented in 1998 resulted in individuals born after a specific date to be more likely to complete at least 8 years of schooling while those born earlier could drop out after 5 years. This allows the implementation of a Regression Discontinuity (RD) Design and the estimation of meaningful causal estimates of schooling. Using the 2008 Turkish Demographic Health Survey, we show that the reform resulted in a one-year increase in years of schooling among women on average. Over a period of ten years, this education increase resulted in women reporting lower levels of religiosity, greater decision rights over marriage and higher household consumption (of durables). We find that these effects work through different channels, depending on women's family background. For women whose mothers had no formal education, the reform resulted in them only finishing the compulsory schooling and having higher labor force participation. For women whose mothers had some formal education, the reform had persistent effects beyond compulsory schooling, and these women were subsequently married to more educated (and possibly wealthier) husbands but remained outside the labor force. We interpret these findings as evidence that education may empower women across a wide spectrum of a Muslim society, yet, depending on pre-reform constraints to participation, its effects may not be strong enough to fully overcome participation constraints (in education or the labor force).


Selim Gulesci, Erik Meyersson
2013 - n° 489 29/08/2013
In this paper we estimate the marriage market returns to being admitted to a higher ranked (i.e. more "elite") university by exploiting unique features of the Chilean university admission system.This system centrally allocates applicants based on their university entrance test score, which allows us to identify causal effects by using a regression discontinuity approach. Moreover, the Chilean context provides us with the necessary data on the long run outcome 'partner quality'. We find that being admitted to a higher ranked university has substantial returns in terms of partner quality for women, while estimates for men are about half the size and not significantly different from zero.

Katja Maria Kaufmann, Matthias Messner, Alex Solis
Keywords: Returns to education quality, higher education, marriage market, regression discontinuity, Chile
2013 - n° 488 12/07/2013
Many violations of the Independence axiom of Expected Utility can be traced to subjects' attraction to risk-free prospects. Negative Certainty Independence, the key axiom in this paper, formalizes this tendency. Our main result is a utility representation of all preferences over monetary lotteries that satisfy Negative Certainty Independence together with basic rationality postulates. Such preferences can be represented as if the agent were unsure of how risk averse to be when evaluating a lottery p; instead, she has in mind a set of possible utility functions over outcomes and displays a cautious behavior: she computes the certainty equivalent of p with respect to each possible function in the set and picks the smallest one. The set of utilities is unique in a well-defined sense. We show that our representation can also be derived from a 'cautious' completion of an incomplete preference relation.

Simone Cerreia-Vioglio David Dillenberger Pietro Ortoleva
Keywords: Preferences under risk, Allais paradox, Negative Certainty Independence, Incomplete preferences, Cautious Completion, Multi-Utility representation
2013 - n° 487 02/07/2013
This paper investigates the differential response of male and female voters to competitive persuasion in political campaigns. During the 2011 municipal elections in Milan, a sample of eligible voters was randomly divided into three groups. Two were exposed to the same incumbent's campaign but to different opponent's campaigns, with either a positive or a negative tone. The third-control-group received no electoral information. The campaigns were administered online and consisted of a bundle of advertising tools (videos, texts, slogans). Stark gender differences emerge. Negative advertising increases men's turnout, but has no effect on women. Females, however, vote more for the opponent and less for the incumbent when they are exposed to the opponent's positive campaign. Exactly the opposite occurs for males. Additional tests show that our results are not driven by gender identification with the candidate, ideology, or other voter's observable attributes. Effective strategies of persuasive communication should thus take gender into account. Our results may also help to reconcile the conflicting evidence on the effect of negative vs. positive advertising, as the average impact may wash out when aggregated across gender.

Vincenzo Galasso, Tommaso Nannicini
Keywords: gender differences, political campaigns, competitive persuasion
2013 - n° 486 02/07/2013
Rational voters update their subjective beliefs about candidates' attributes with the arrival of information, and subsequently base their votes on these beliefs. Information accrual is, however, endogenous to voters' types and difficult to identify in observational studies. In a large scale randomized trial conducted during an actual mayoral campaign in Italy, we expose different areas of the polity to controlled informational treatments about the valence and ideology of the incumbent through verifiable informative messages sent by the incumbent reelection campaign. Our treatments affect both actual vote shares at the precinct level and vote declarations at the individual level. We explicitly investigate the process of belief updating by comparing the elicited priors and posteriors of voters, finding heterogeneous responses to information. Based on the elicited beliefs, we are able to structurally assess the relative weights voters place upon a candidate's valence and ideology. We find that both valence and ideological messages affect the first and second moments of the belief distribution, but only campaigning on valence brings more votes to the incumbent. With respect to ideology, cross-learning occurs, as voters who receive information about the incumbent also update their beliefs about the opponent. Finally, we illustrate how to perform counterfactual campaigns based upon the structural model.

Chad Kendall, Tommaso Nannicini, Francesco Trebbi
Keywords: voting, information, beliefs elicitation, randomized controlled trial
2013 - n° 485 17/06/2013
In a decision problem under uncertainty, a decision maker considers a set of alternative actions whose consequences depend on uncertain factors outside his control. Following Luce and Raiffa (1957), we adopt a natural representation of such situation that takes as primitives a set of conceivable actions A, a set of states S and a consequence function from actions and states to consequences in C. With this, each action induces a map from states to consequences, or Savage act, and each mixed action induces a map from states to probability distributions over consequences, or Anscombe-Aumann act. Under a consequentialist axiom, preferences over pure or mixed actions yield corresponding preferences over the induced acts. The most common approach to the theory of choice under uncertainty takes instead as primitive a preference relation over the set of all Anscombe-Aumann acts (functions from states to distributions over consequences). This allows to apply powerful convex analysis techniques, as in the seminal work of Schmeidler (1989) and the vast descending literature. This paper shows that we can maintain the mathematical convenience of the Anscombe-Aumann framework within a description of decision problems which is closer to applications and experiments. We argue that our framework is more expressive, it allows to be explicit and parsimonious about the assumed richness of the set of conceivable actions, and to directly capture preference for randomization as an expression of uncertainty aversion.

Pierpaolo Battigalli, Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci
2013 - n° 484 11/06/2013
We examine a number of unexplored factors that affect the ex-post adoption rates of newly listed stock options. We show that a variety of measures of information asymmetries for underlying stocks predict option adoption rates. This occurs even when we control for factors that have been found to be significant in earlier literature, such as stock volatility and volume. However, option listings induce a reduction in the strength of the information asymmetries in the underlying stock. Further, option bid-ask spreads start from low initial levels and increase over time, which is consistent with a modest initial aggressiveness of informed investors.

Alejandro Bernales and Massimo Guidolin
Keywords: Stock options; option listings; asymmetric information; adoption rates; option volume, open interest
2013 - n° 483 11/06/2013
We examine asset allocation decisions under smooth ambiguity aversion when an investor has a prior degree of belief in an asset pricing model (e.g., the domestic CAPM). Different from the Bayesian portfolio approach, in our model the investor separately relies on the conditional distribution of returns and on the posterior over uncertain parameters to make asset allocation decisions, rather than on the predictive distribution of returns that integrates priors and likelihood information in a single distribution. This is a key feature implied by smooth ambiguity preferences. We find that in the perspective of US investors, ambiguity aversion can generate strong home bias in their equity holdings, regardless of their belief in the domestic CAPM or of their degree of risk aversion. Our results extend and become stronger under regime-switching investment opportunities.

Massimo Guidolin, Hening Liu
Keywords: Ambiguity aversion, Bayesian portfolio analysis, CAPM, Smooth ambiguity
2013 - n° 482 11/06/2013
We investigate the lead-lag relationships between issuer- and investor-paid credit rating agencies, in the aftermath of the regulatory reforms undertaken in the U.S. between 2002 and 2006 -including watch list inclusions and outlooks. First, we find that the lead effect of investor-paid over issuer-paid credit rating agencies has weakened: in recent years, causality has turned bi-directional. Second, when changes in outlooks are included, we find evidence of a less conservative behavior by issuer-paid agencies, when compared to their rating behavior. Third, stock prices manifest statistically significant abnormal reactions to downgrades of all agencies; however, abnormal negative returns are significantly higher for investor-paid downgrades. Our results support the hypothesis that when issuer-paid agencies have seen their market power threatened by tighter regulations, they have felt incentives to improve the quality and timeliness of their ratings. However, event studies show that markets still price stocks under the assumption that investor-paid rating actions carry superior information.

Erik Berwart, Massimo Guidolin, and Andreas Milidonis
Keywords: rating agencies, timeliness, issuer-paid agencies, investor-paid business model, NRSRO
2013 - n° 481 11/06/2013
This paper employs a recent statistical algorithm (CRAGGING) in order to build an early warning model for banking crises in emerging markets. We perturb our data set many times and create "artificial" samples from which we estimated our model, so that, by construction, it is flexible enough to be applied to new data for out-of-sample prediction. We find that, out of a large number (540) of candidate explanatory variables, from macroeconomic to balance sheet indicators of the countries' financial sector, we can accurately predict banking crises by just a handful of variables. Using data over the period from 1980 to 2010, the model identifies two basic types of banking crises in emerging markets: a "Latin American type", resulting from the combination of a (past) credit boom, a flight from domestic assets, and high levels of interest rates on deposits; and an "Asian type", which is characterized by an investment boom financed by banks' foreign debt. We compare our model to other models obtained using more traditional techniques, a Stepwise Logit, a Classification Tree, and an "Average" model, and we find that our model strongly dominates the others in terms of out-of-sample predictive power.

Paolo Manasse, Roberto Savona, Marika Vezzoli
Keywords: Banking Crises, Early Warnings, Regression and Classification Trees, Stepwise Logit
2013 - n° 480 17/05/2013
In the theory of psychological games it is assumed that players' preferences on material consequences depend on endogenous beliefs. Most of the applications of this theoretical framework assume that the psychological utility functions representing such preferences are common knowledge. But this is often unrealistic. In particular, it cannot be true in experimental games where players are subjects drawn at random from a population. Therefore an incomplete-information methodology is called for. We take a first step in this direction, focusing on models of guilt aversion in the Trust Game. We consider two alternative modeling assumptions: (i) guilt aversion depends on the role played in the game, because only the 'trustee' can feel guilt for letting the co-player down, (ii) guilt aversion is independent of the role played in the game. We show how the set of Bayesian equilibria changes as the upper bound on guilt sensitivity varies, and we compare this with the complete-information case. Our analysis illustrates the incomplete-information approach to psychological games and can help organize experimental results in the Trust Game.

Giuseppe Attanasi, Pierpaolo Battigalli and Elena Manzoni
Keywords: Psychological games, Trust Game, guilt, incomplete information
2013 - n° 479 15/05/2013
Using personal data collected on the internet, firms and political campaigners are able to tailor their communication to the preferences and orientations of individual consumers and voters, a practice known as hypertargeting. This paper models hypertargeting as selective disclosure of information to an audience with limited attention. We characterize the private incentives and the welfare impact of hypertargeting depending on the wariness of the audience, on the intensity of competition, and on the feasibility of price discrimination. We show that policy intervention that bans the collection of personally identifiable data (for example, through stricter privacy laws requiring user consent) is beneficial when consumers are naive, competition is limited, and firms are able to price discriminate. Otherwise, privacy regulation often backfires.

Florian Hoffmann, Roman Inderst and Marco Ottaviani
Keywords: Hypertargeting, selective disclosure, limited attention, consumer privacy regulation, personalized pricing, competition
2013 - n° 478 09/05/2013
Fiscal consolidations achieved by means of spending cuts are much less costly in terms of output losses than tax-based ones. The difference cannot be explained by accompanying policies, including monetary policy, and it is mainly due to the different response of business confidence and private investment. We obtain these results by studying the effects of the adoption of fiscal consolidation plans (rather than isolated shocks), that is combinations of tax increases and spending cuts, some unanticipated, other anticipated, in a sample of 16 OECD economies.

Alberto Alesina, Carlo Favero and Francesco Giavazzi
Keywords: fiscal adjustment, output, confidence, investment
2013 - n° 477 02/05/2013
In a model with bankruptcy costs and segmented deposit and equity markets, we endogenize the choice of bank and firm capital structure and the cost of equity and deposit finance. Despite risk neutrality, equity capital is more costly than deposits. When banks directly finance risky investments, they hold positive capital and diversify. When they make risky loans to firms, banks trade off the high cost of equity with the diversification benefits from a lower bankruptcy probability. When bankruptcy costs are high, banks use no capital and only lend to one sector. When these are low, banks hold capital and diversify.

Franklin Allen, Elena Carletti
Keywords: Deposit finance, bankruptcy costs, bank diversification
2013 - n° 476 10/04/2013
This paper is structured in three parts. The first part outlines the methodological steps, involving both theoretical and empirical work, for assessing whether an observed allocation of esources across countries is efficient. The second part applies the methodology to the long-run allocation of capital and consumption in a large cross section of countries. We find that countries that grow faster in the long run also tend to save more both domestically and internationally. These facts suggest that either the long-run allocation of resources across countries is inefficient, or that there is a systematic relation between fast growth and preference for delayed consumption. The third part applies the methodology to the allocation of resources across developed countries at the business cycle frequency. Here we discuss how evidence on international quantity comovement, exchange rates, asset prices, and international portfolio holdings can be used to assess efficiency. Overall, quantities and portfolios appear consistent with efficiency, while evidence from prices is difficult to interpret using standard models. The welfare costs associated with an inefficient allocation of resources over the business cycle can be significant if shocks to relative country permanent income are large. In those cases partial financial liberalization can lower welfare.

Jonathan Heathcote, Fabrizio Perri
Keywords: International risk sharing, Long-run risk, Long-run growth, International business cycles, Real exchange rate
2013 - n° 475 12/03/2013
This paper characterizes when joint financing of two projects through debt increases expected default costs, contrary to conventional wisdom. Separate financing dominates joint financing when risk-contamination losses (associated to the contagious default of a well-performing project that is dragged down by a poorly-performing project) outweigh standard coinsurance gains. Separate financing becomes more attractive than joint financing when the fraction of returns lost under default increases and when projects have lower mean returns, higher variability, more positive correlation, and more negative skewness. These predictions are broadly consistent with existing evidence on conglomerate mergers, spin-offs, project finance, and securitization.

Albert Banal-Estañol, Marco Ottaviani, Andrew Winton
Keywords: Default costs, conglomeration, mergers, spin-offs, project finance, risk contamination, coinsurance
2013 - n° 474 28/02/2013
This paper formulates a general theory of how political unrest influences public policy. Political unrest is motivated by emotions. Individuals engage in protests if they are aggrieved and feel that they have been treated unfairly. This reaction is predictable because individuals have a con sistent view of what is fair. This framework yields novel insights about the sources of political influence of different groups in society. Even if the government is benevolent and all groups have access to the same technology for political participation, equilibrium policy can be distorted. Individuals form their view of what is fair taking into account the current state of the world. If fewer aggregate resources are available, individuals accept a lower level of welfare. This resignation effect in turn induces a benevolent government to procrastinate unpleasant policy choices.
Francesco Passarelli and Guido Tabellini
2013 - n° 473 30/01/2013
This paper tests the broadly adopted assumption that people apply a single discount rate to the utility from different sources of consumption. Using unique data from two surveys conducted in rural Uganda including both hypothetical and real choices over different goods, the paper elicits time preferences from approximately 2,400 subjects. The data reject the null of equal discount rates across goods under a number of different modeling assumptions. These results have important theoretical and policy implications. For instance, they provide support for the idea that time-inconsistent behaviors and a corresponding demand for commitment can be observed even if individuals do not exhibit horizon-specific discounting. In addition, good-specific discounting, under certain conditions, can explain the persistence of poverty and low savings by the poor. The paper presents evidence that these conditions are satisfied in the context under study by showing that the share of expenditures on those goods with higher discount rates is decreasing with income.

Diego Ubfal
Keywords: time preferences, self-control problems, good-specific discounting, savings, poverty traps
2013 - n° 472 30/01/2013
In one-good international macro models with nondiversifiable labor income risk, country portfolios are heavily biased toward foreign assets. The fact that the opposite pattern of diversification is observed empirically constitutes the international diversification puzzle. This paper embeds a portfolio choice decision in a two-country, two-good version of the stochastic growth model. In this environment, which is a workhorse for international business cycle research, equilibrium country portfolios can be characterized in closed form. Portfolios are biased toward domestic assets, as in the data. Home bias arises because endogenous international relative price
uctuations make domestic assets a good hedge against labor income risk. Evidence from developed economies in recent years is qualitatively and quantitatively consistent with the mechanisms highlighted by the theory.

Jonathan Heathcote, Fabrizio Perri
Keywords: Country portfolios, International business cycles, Home bias
2013 - n° 471 30/01/2013
This paper addresses the following questions. Is there evidence of contagion in the Eurozone? To what extent do sovereign risk and the vulnerability to contagion depend on fundamentals as opposed to a country's 'credibility'? We look at the empirical evidence on EU sovereigns CDS spreads and estimate an econometric model where the crucial role is played by time varying parameters. We model CDS spread changes at country level as reecting three different factors: a Global sovereign risk factor, a European sovereign risk factor and a Financial intermediaries risk factor. Our main ndings are as follows. First, while the US subprime crisis affects all European sovereign risks, the Greek crisis is largely a matter concerning the Euro Zone. Second, differences in vulnerability to contagion in the Eurozone are remarkable: after the Greek crisis the core Eurozone members become less vulnerable to EUZ contagion, possibly due to a safe-heaven effect, while peripheric countries become more vulnerable. Third, market fundamentals go a long way in explaining these differences: they jointly explain between 54 and 80% of the cross-country variation in idiosyncratic risks and in the vulnerability to contagion, largely supporting the 'wake-up calls' hypothesis suggesting that market participats bocome more wary of market fundamentals during finacial crises.
Paolo Manasse, Luca Zavalloni
2013 - n° 470 30/01/2013
We consider the problem of selling a firm to a single buyer. The magnitude of the post-sale cash flow rights (v) as well as the benefits of control (b) are the buyer's private information. In contrast to research that assumes the private information of the buyer is one-dimensional, the optimal mechanism is a menu of tuples of cashequity mixtures. We provide sufficient conditions on the joint distribution of v and b such that the optimal mechanism takes one of the following forms: i) a take-it or leave-it offer for the smallest fraction of the company that facilitates the transfer of control, or ii) a take-it or leave-it offer for all the shares of the company. We also identify a sufficient condition for the seller to extract the full value, v, per share so that the buyer earns information rents only on the private benefits of control.

Mehmet Ekmekci, Nenad Kos, Rakesh Vohra
Keywords: Multidimensional mechanism design, negotiated block trades, private benefits, privatization, takeovers, bilateral trade, asymmetric information, cashequity offers
2012 - n° 469 07/01/2013
This paper analyses the effect of skilled migration on two measures of innovation, patenting and citations of scientific publications, in a panel of 20 European countries. Skilled migrants positively contribute to the knowledge formation in host countries as they add to the pool of skills in destination markets. Moreover, they positively affect natives' productivity, as new ideas are likely to arise through the interaction of diverse cultures and diverse approaches in problem solving. The empirical findings we present support this prediction. Greater diversity in the skilled professions are associated with higher levels of knowledge creation, measured either by the number of patents applied for through the Patent Cooperation Treaty or by the number of citations to published articles. This finding is robust to the use of different proxies for both the explanatory variables and the diversity index in the labour force. Specifically, we first measure diversity with a novel indicator which uses information on the skill level of foreigners' occupations. We then check our results by following the general literature, which measures skills by looking at the foreigners' level of education. We show that cultural diversity consistently increases the innovation performance of European Countries.

Valentina Bosetti, Cristina Cattaneo and Elena Verdolini
Keywords: cultural diversity, innovation, skilled migration, knowledge production function, Europe
2012 - n° 468 07/01/2013
How should a decision-maker assess the potential of an investment when a group of experts provides strongly divergent estimates on its expected payoff? To address this question, we propose and analyze a variant of the well-studied α-maxmin model in decision theory. In our framework, and consistent to the paper's empirical focus on R&D investment, experts' subjective probability distributions are allowed to be action-dependent. In addition, the decision maker constrains the sets of priors to be considered in accordance with ethical considerations and/or operational protocols. Using tools from convex and conic optimization, we are able to establish a number of analytical results including a closed-form expression of our model's value function, a thorough investigation of its differentiability properties, and necessary conditions for optimal investment. We apply our framework to original data from a recent expert elicitation survey on solar technology. The analysis suggests that more aggressive investment in solar technology R&D is likely to yield significant dividends even, or rather especially, after taking ambiguity into account.

Stergios Athanassoglou, Valentina Bosetti, Gauthier de Maere d'Aertryckey
Keywords: expert aggregation; ambiguity; α-maxmin; second-order cone programming; renewable energy R&D
2012 - n° 467 07/01/2013
We study optimal taxation of savings in an economy where agents face self-control problems and are allowed to be partially naive. We assume that the severity of self-control problems changes over the life-cycle. We focus on quasihyperbolic discounting with constant elasticity of intertemporal substitution utility functions and linear Markov equilibria. We derive explicit formulas for optimal taxes that implement the efficient allocation. We show that if agents' ability to self-control increases concavely with age, then savings should be subsidized and the subsidy should decrease with age. We also show that allowing for age-dependent self-control problems creates large effects on the level of optimal subsidies, while optimal taxes are not very sensitive to the level of sophistication.

Nicola Pavoni and Hakki Yazici
Keywords: Self-control problems, Linear Markov equilibrium, Life cycle taxation of savings
2012 - n° 466 07/01/2013
Several recent papers have proposed recursive Lagrangian-basedmethods for solving dynamic contracting problems. Thesemethods give rise to Bellman operators that incorporate either a dual inf-sup or a saddle point operation. We give conditions that ensure the Bellman operator implied by a dual recursive formulation is contractive.

Matthias Messner, Nicola Pavoni, Christopher Sleet
Keywords: Dynamic Contracts, Duality, Dynamic Programming, Contraction Mapping Theorem
2012 - n° 465 07/01/2013
This paper analyses contract cancellation and product return policies in markets in which sellers advise customers about the suitability of their offering. When customers are fully rational, it is optimal for sellers to offer the right to cancel or return on favorable terms. A generous return policy makes the seller's 'cheap talk' at the point of sale credible. This observation provides a possible explanation for the excess refund puzzle and also has implications for the management of customer reviews. When customers are credulous, instead, sellers have an incentive to set unfavorable terms to exploit the inflated beliefs they induce in their customers. The imposition of a minimum statutory standard improves welfare and consumer surplus when customers are credulous. In contrast, competition policy reduces contractual inefficiencies with rational customers, but it is not effective with credulous customers.

Roman Inderst andMarco Ottaviani
Keywords: Cheap talk, advice, marketing, credulity, contract cancellation, refund, return policy, consumer protection
2012 - n° 464 07/01/2013
We present a new model of money management, in which investors delegate portfolio management to professionals based not only on performance, but also on trust. Trust in the manager reduces an investor' perception of the riskiness of a given investment, and allows managers to charge higher fees to investors who trust them more. Money managers compete for investor funds by setting their fees, but because of trust the fees do not fall to costs. In the model, 1) managers consistently underperform the market net of fees but investors still prefer to delegate money management to taking risk on their own, 2) fees involve sharing of expected returns between managers and investors, with higher fees in riskier products, 3) managers pander to investors when investors exhibit biases in their beliefs, and do not correct misperceptions, and 4) despite long run benefits from better performance, the profits from pandering to trusting investors discourage managers from pursuing contrarian strategies relative to the case with o trust. We show how trust-mediated money management renders arbitrage less effective, and may help destabilize financial markets.
Nicola Gennaioli, Andrei Shleifer, Robert Vishny
2012 - n° 463 07/01/2013
We present a theory of context-dependent choice in which a consumer's attention is drawn to salient attributes of goods, such as quality or price. An attribute is salient for a good when it stands out among the good's attributes, relative to that attribute's average level in the choice set (or generally, the evoked set). Consumers attach disproportionately high weight to salient attributes and their choices are tilted toward goods with higher quality/price ratios. The model accounts for a variety of disparate evidence, including decoy effects, context-dependent willingness to pay, and large shifts in demand in response to price shocks.
Pedro Bordalo, Nicola Gennaioli, Andrei Shleifer
2012 - n° 462 07/01/2013
We present a model of sovereign debt in which, contrary to conventional wisdom, government defaults are costly because they destroy the balance sheets of domestic banks. In our model, better financial institutions allow banks to be more leveraged, thereby making them more vulnerable to sovereign defaults. Our predictions: government defaults should lead to declines in private credit, and these declines should be larger in countries where financial institutions are more developed and banks hold more government bonds. In these same countries, government defaults should be less likely. Using a large panel of countries, we find evidence consistent with these predictions.

Nicola Gennaioli, Alberto Martin, and Stefano Rossi
Keywords: Sovereign Risk, Capital Flows, Institutions, Financial Liberalization, Sudden Stops
2012 - n° 461 17/12/2012
We conduct a geographically and temporally disaggregated empirical analysis of civil conflict at the sub-national level in Africa over the period 1997-2011. Our units of observation are cells of 1 degree of latitude by 1 degree of longitude. We exploit within-year variation in the timing of weather shocks and in the growing season of different crops, as well as spatial variation in crop cover, to construct an original measure of shocks that are relevant for agricultural production. Employing a new drought index we show that negative climate shocks which occur during the growing season of the main crop cultivated in the cell have a sizeable and persistent effect on conflict incidence. We also use state-of-the-art spatial econometric techniques to test for the presence of temporal and spatial spillovers in conflict, and we find both to be sizeable and highly statistically significant. Exploiting variation in the type of conflict episode, we find that the impact of climate shocks on conflict is particularly significant when focusing on outcomes such as battles and violence against civilians. Our estimates can be used to predict how future warming scenarios affect the prevalence and diffusion of conflict.
Mariaflavia Harari and Eliana La Ferrara
2012 - n° 460 04/12/2012
I show that labor-tying (being in a labor contract where the employer also acts as an insurance-provider) is an important channel through which the poor in rural Bangladesh insure themselves against risks. Using a theoretical framework adapted from Bardhan (1983), I analyze the effects of an exogenous increase in the outside options of poor women (through an improvement in their self-employment opportunities) on their and their spouses' participation in tied labor, as well as the general equilibrium effects of the treatment on the terms of the labor contracts in the village. I find that treated women and their spouses are less likely to be in tied-labor contracts. Their wages increase through two channels: (a) due to the switch from tied to casual labor contracts (b) through the general equilibrium effects in the village labor market. Furthermore, I find that the treated households form reciprocal transfer links with wealthier households in the village. These findings imply that poor households may be involved in second-best labor contracts to insure themselves against risks. When their self-employment opportunities improve, they break these ties and move to greater reliance on reciprocal transfer arrangements.

Selim Guelsci
Keywords: tied labor, poverty, rural labor market
2012 - n° 459 16/11/2012
Recent research emphasizes the importance of information feedback in situations of recurrent decisions and strategic interaction, showing how it affects the uncertainty that underlies selfconfifirming equilibrium (e.g., Battigalli et al. [9, 2015], Fudenberg and Kamada [13, 2015]). Here, we discuss in detail several properties of this key feature of recurrent interaction and derive relationships. This allows us to elucidate our notion of Maxmin selfconfifirming equilibrium, hereby agents are extremely ambiguity averse, and to compare it with the partially-specified-probabilities (PSP) equilibrium of Lehrer [19, 2012]. Symmetric Maxmin selfconfifirming equilibrium in mixed strategies exists under either observable payoffs,or separable feedback.The latter assumption makes this equilibrium concept essentially equivalent to PSP-equilibrium. If observability of payoffs holds as well, then these equilibrium concepts collapse to mixed Nash equilibrium.

P. Battigalli, S. Cerreia-Vioglio, F. Maccheroni, M. Marinacci
Keywords: Selfconfirming equilibrium, conjectural equilibrium, information feedback, ambiguity aversion, partially specified probabilities
2012 - n° 458 12/11/2012
Given a functional defi...ned on a nonempty subset of an Archimedean Riesz space with unit, necessary and sufficient conditions are obtained for the existence of a (convex or concave) niveloid that extends the functional to the entire space. In the language of mathematical fi...nance, this problem is equivalent to the one of verifying if the policy adopted by a regulator is consistent with monetary risk measurement, when only partial information is available.
S. Cerreia-Vioglio, F. Maccheroni, M. Marinacci,and A. Rustichini
Keywords: extension theorems, Daniell-Stone theorem, risk measures, variational preferences
2012 - n° 457 22/10/2012
Gneezy (2005) reports evidence indicating that in some settings people do not like to lie. In many other situations people do not suffer when they lie. We argue that the theory of simple guilt can accommodate these observations.
Pierpaolo Battigalli, Gary Charness, Martin Dufwenberg
2012 - n° 456 18/10/2012
We examine whether the dynamics of the implied volatility surface of individual equity options contains exploitable predictability patterns. Predictability in implied volatilities is expected due to the learning behavior of agents in option markets. In particular, we explore the possibility that the dynamics of the implied volatility surface of individual equity options may be associated with movements in the volatility surface of S&P 500 index options. We present evidence of strong predictable features in the cross-section of equity options and of dynamic linkages between the implied volatility surfaces of equity options and S&P 500 index options. Moreover, time-variations in stock option volatility surfaces are best predicted by incorporating information from the dynamics in the implied volatility surface of S&P 500 index options. We analyze the economic value of such dynamic patterns using strategies that trade straddle and delta-hedged portfolios, and we find that before transaction costs such strategies produce abnormal risk-adjusted returns.

Alejandro Bernales and Massimo Guidolin
Keywords: Equity options; Index options; Implied volatility surface; Predictability; Trading strategies
2012 - n° 455 18/10/2012
We systematically assess the recursive performance costs–both ex-ante and ex-post–in recursive real time out-of-sample experiments of implementing diversification strategies that allow occupational investment vehicles (OIVs, like pension funds) to allocate wealth across available assets (equities) by taking into account the presence of regimes and non-stationarities (i.e., structural change in parameters) in the correlation between sector-specific earnings/wages dynamics and stock returns. We find that ex-post, the cost of creating OIVs is negligible and, to the contrary, often negative over our evaluation period: this means that OIVs that exploit and forecast bull and bear regimes end up producing realized performance that are better than those of strategies that do not. The origins of such gains lie in the fact that conditioning on sectorial dynamics, may lead to a more accurate identification and forecasting of regime shifts. Contrary to standard intuition, both ex-ante and ex-post, we find evidence that often an OIV ought to optimally invest in stocks issued either by firms that belong to the same sector that characterizes the OIV or at least from the same country as the OIV.

Massimo Guidolin and Stuart Hyde
2012 - n° 454 25/09/2012
The recent crisis has emphasized the role of financial - macroeconomic interactions, and international trade in goods and services, in the transmission of the shocks. Both phenomena, closely related to the higher degree of globalization, are very relevant for small open economies, and particularly so when a large share of the economy relies on financial and distribution services. Hence, in this paper we propose to incorporate the banking and distribution sectors into a medium scale DSGE model of a small open economy. As an illustration, the resulting model is then calibrated to match the specific characteristics of the Luxembourg economy, where the financial sector plays a key role. We believe that the results are also of more general interest for studying the reaction of small open economies to real and financial shocks.

Szabolcs Deák, Lionel Fontagné, Marco Maffezzoli, Massimiliano Marcellino
Keywords: DSGE model, Small open economy, Banking, International trade, Luxembourg, Segmented labor market; Trade union
2012 - n° 453 10/09/2012
We study tender offers for a firm which is owned by one large shareholder who holds less than half of the total shares, and many small shareholders who each hold a unit share. Each shareholder is privately informed, yet uncertain, about the raider's ability to improve the value of the firm, whereas the raider is unin- formed. In the benchmark model of complete information, the raider is unable to make a profit. As shown in Marquez and Yılmaz (2008), the same obtains when the raider is facing only privately informed small shareholders. We show, however, that the combination of private information on the side of shareholders and the presence of a large shareholder can facilitate profitable takeovers. More precisely, for any given information structure, the raider can make a profit if the large shareholder holds a sufficiently large stake in the company. In the unique equilibrium outcome, neither the probability of a successful takeover nor the quilibrium price offer depends on the large shareholder's information. Therefore, the large shareholder's information is not reflected in the price. When the equilibrium price offer is positive, the large shareholder tenders all of his shares regardless of his information. Finally, we show that the same type of equilibria arise when there are several large shareholders, as long as their total stake in the company is smaller than one-half.
Mehmet Ekmekci and Nenad Kos
Keywords: takeovers, tender offers, lemons problem, large shareholder
2012 - n° 452 03/09/2012
We present an experiment to address the question of whether a piece of information is more influential if it comes from experience, rather than from another source. We employ a novel experimental design which controls for the value of information and other potentially important confounding factors present in related studies. Overall, our results show that an event that is personally experienced has a stronger influence on subsequent behavior than an observed event with equally valuable information content. Importantly, in early rounds when information is more valuable from a rational viewpoint, this overweighting of personal experience is not statistically significant.

Joshua Miller and Zacharias Maniadis
Keywords: Experiments; Learning; Observation; Reinforcement Learning; Belief-Based Learning
2012 - n° 451 30/08/2012
The recent financial crises, alongside a dramatic rise in unemployment on both sides of the Atlantic, suggest that financial shocks do translate into the labor markets. In this paper we first document that financial recessions amplify labor market volatility and Okun's elasticity over the business cycle. Second, we highlight a key mechanisms linking financial shocks to job destruction, presenting and solving a simple model of labor market search and endogenous finance. While finance increases job creation and net output in normal times, it also augments their aggregate response in the aftermath of a financial shock. Third, we present evidence coherent with the idea that more leveraged sectors experience larger employment volatility during financial recessions. Theoretically, the job destruction effect of finance works as follows. Leveraged firms may find themselves in a position in which their liquidity is suddenly called back by the lender. This has direct consequences on a firm ability to run and manage e xisting jobs. As a result, firms may be obliged to shut down part of their operations and destroy existing jobs. We argue that with well developed capital markets, firms will have an incentive to rely more on liquidity, and in normal times deep capital markets lead to tight labor markets. After an adverse liquidity shock, firms that rely much on liquidity, are hit disproportionally hard. This may explain why the unemployment rate in the US during the Great Recession increased more than in European countries experiencing larger output losses. Empirically, the paper uses a variety of datasets to test the implications of the model. At first we identify crises that, just like in the model, caused a sudden reduction of liquidity to firms. Next we draw on sector-level data on employment and leverage in a number of OECD countries at quarterly frequencies to assess whether highly leveraged equilibria originate more employment adjustment under financial recessions. We find that highly leveraged sectors and periods are associated with higher employment-to-output elasticities during banking crises and this effect explains the observation of higher Okun's elasticities during financial recessions. We also argue that the effect of leverage on employment adjustment can be interpreted as a causal effect, if our identification assumptions are considered plausible. All this amounts essentially for a test of the labor demand channel of adjustment.

Tito Boeri, Pietro Garibaldi, Espen R. Moen
Keywords: credit squeeze,matching,leverage
2012 - n° 450 27/08/2012
This paper studies whether fiscal corrections cause large output losses. We find that it matters crucially how the fiscal correction occurs. Adjustments based upon spending cuts are much less costly in terms of output losses than tax-based ones. Spending-based adjustments have been associated with mild and short-lived recessions, in many cases with no recession at all. Tax-based adjustments have been associated with prolonged and deep recessions. The difference cannot be explained by different monetary policies during the two types of adjustments. Studying the effects of multi-year fiscal plans rather than individual shifts in fiscal variables we make progress on question of anticipated versus unanticipated policy shifts: we find that the correlation between unanticipated and anticipated shifts in taxes and spending is heterogenous across countries, suggesting that the degree of persistence of fiscal corrections varies..Estimating the effects of fiscal lans, rather than individual fiscal shocks, we obtain much more precise estimates of tax and spending multipliers.

Alberto Alesina, Carlo Favero and Francesco Giavazzi
Keywords: fiscal adjustment, output, confidence, investment
2012 - n° 449 27/08/2012
Openness per se requires optimal monetary policy to deviate from the canonical closed-economy principle of domestic price stability, even if domestic prices are the only ones to be sticky. I review this argument using a simple partial equilibrium analysis in an economy that trades in ...nal consumption goods. I then extend the standard open economy New Keynesian model to include imported inputs of production. Production openness strengthens even further the incentive for the policymaker to deviate from strict domestic price stability. With both consumption and production openness variations in the world price of food and in the world price of imported oil act as exogenous cost-push factors.

Tommaso Monacelli
Keywords: openness, trade, imported inputs, consumption imports, exchange rate, monetary policy
2012 - n° 448 27/08/2012
In an economy with financial imperfections, Ricardian equivalence holds when prices are flexible and the steady-state distribution of consumption is uniform, or labor is inelastic. With different steady-state consumption levels, Ricardian equivalence fails, but tax cuts, somewhat paradoxically, are contractionary; the presentvalue multiplier on consumption is, however, zero. With sticky prices, Ricardian equivalence always fails. A Robin-Hood, revenue-neutral redistribution to borrowers is expansionary on aggregate activity. A uniform cut in taxes financed with public debt has a positive present-value multiplier on consumption, stemming from intertemporal substitution by the savers, who hold the public debt.
Florin Bilbiie, Tommaso Monacelli and Roberto Perotti
2012 - n° 447 25/07/2012
We extend the Fundamental Theorem of Finance and the Pricing Rule Representation Theorem of Cox and Ross (see Ross [35] and [37] and Cox and Ross [9]) to the case in which market frictions are aken into account but the Put-Call Parity is still assumed to hold. In turn, we obtain a representation of the pricing rule as a discounted expectation with respect to a nonadditive risk neutral probability. As a further contribution, in so doing we endogenize the state space structure and the contingent claim representation usually assumed to represent assets and markets.

Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci
2012 - n° 446 16/07/2012
This paper considers the optimal mechanism design problem of an expected revenue maximizing principal who wants to sell a single unit of a good to an agent who is ambiguity averse in the sense of Gilboa and Schmeidler (1989). We show that the optimal static mechanism is an ambiguous mechanism. An ambiguous mechanism specifies a message space and a set of outcome functions. After showing that (a version of) the Revelation Principle holds in our environment, we give an exact characterization of the (smallest) optimal ambiguous mechanism. If the type set is composed of N (finite) types, then the (smallest) optimal ambiguous mechanism contains N - 1 outcome functions. We show that the share of the surplus that the designer can extract from the agent increases as the type set becomes larger and the probability of each single type decreases. In the limiting case where the agent's type is drawn from a non-atomic distribution on an interval, the optimal ambiguous mechanism extracts all the rent from the agent.


Alfredo Di Tillio, Nenad Kos and Matthias Messner
Keywords: Optimal mechanism design, Ambiguity aversion, Incentive compatibility, Individual rationality
2012 - n° 445 11/07/2012
Over the last millennium, the clan and the city have been the locus of cooperation in China and Europe respectively. This paper examines - analytically, historically,and empirically - the cultural, social, and institutional co-evolution that led to this bifurcation. We highlight that groups with which individuals identify are basic units of cooperation. Such groups impact institutional development because intra-group moral commitment reduces enforcement cost implying a comparative advantage in pursuing collective actions. Moral groups perpetuate due to positive feedbacks between morality, institutions, and the implied pattern of cooperation.
Avner Greif and Guido Tabellini
2012 - n° 444 06/07/2012
We develop a theory of corporate boards and their role in forcing CEO turnover. We consider a firm with an incumbent CEO of uncertain management ability and a board consisting of a number of directors whose role is to evaluate the CEO and fire her if a better replacement can be found. Each board member receives an independent private signal about the CEO's ability, after which board members vote on firing the CEO (or not). If the CEO is fired, the board hires a new CEO from the pool of candidates available. The true ability of the rm's CEO is revealed in the long run; the firm's long-run share price is determined by this ability. Each board member owns some equity in the firm, and thus prefers to fire a CEO of poor ability. However, if a board member votes to fire the incumbent CEO but the number of other board members also voting to fire her is not enough to successfully oust her, the CEO can impose significant costs of dissent on him. In this setting, we show that the board faces a coordination problem, leading it to retain an incompetent CEO even when a majority of board members receive private signals indicating that she is of poor quality. We solve for the optimal board size, and show that it depends on various board and rm characteristics: one size does not fit all firms. We develop extensions to our basic model to analyze the optimal composition of the board between firm insiders and outsiders and the effect of board members observing imprecise public signals in addition to their private signals on board decision-making. Finally, we develop a dynamic extension to our basic model to analyze why many boards do not fire CEOs even when they preside over a signi cant, publicly observable, reduction in shareholder wealth over a long period of time. We use this dynamic model to distinguish between the characteristics of such boards from those that fire bad CEOs proactively, before significant shareholder wealth reductions take place.
Thomas J. Chemmanur and Viktar Fedaseyeu
2012 - n° 443 05/07/2012
We investigate the role of government-provided loans on market outcomes. First, we show that government-provided financing can lead to asset bubbles when enough households have adaptive expectations and determine the minimum share of households with adaptive expectation that is sufficient for bubbles to arise. Second, we show that in addition to causing bubbles government-provided loans can generate a propagation mechanism behind them. Third, we show that bubbles can be avoided if financing is provided over a sufficiently large number of periods rather than all at once, even when households have adaptive expectations.

Viktar Fedaseyeu and Vitaliy Strohush
Keywords: Asset bubbles, government-provided loans
2012 - n° 442 05/07/2012
I examine the role of third-party debt collectors in consumer credit markets. Using law enforcement as an instrument for the number of debt collectors, I find that higher density of debt collectors increases the supply of unsecured credit. The estimated elasticity of the average credit card balance with respect to the number of debt collectors per capita is 0.49, the elasticity of the average balance on non-credit card unsecured loans with respect to the number of debt collectors per capita is 1.32. I also find evidence that creditors substitute unsecured credit for secured credit when the number of debt collectors increases. Higher density of debt collectors improves recoveries, which enables lenders to extend morecredit. Finally, creditors charge higher interest rates and lend to a larger pool of borrowers when the density of debt collectors increases, presumably because better collections enable them to extend credit to riskier applicants.

Viktar Fedaseyeu
Keywords: household finance, consumer credit, lender protection, cre ditor rights, debt collection
2012 - n° 441 27/06/2012
In this paper, we show that secondary buyouts (SBOs) do not generate a signifi...cant improvement in the operating performance of target companies. We collect deal-level infor mation on 2,911 buyouts between 1998 and 2008 and gather detailed firm-level financial and accounting information on 163 companies targeted by two consecutive leveraged acquisitions in the period 1998-2008. We show that ...first-round buyers generate a large and signi...cant ab normal improvement in operating performance and efficiency. In contrast, SBO investors do not show statistically signi...cant evidence of incremental contribution to the performance oftarget companies whereas they increasing leverage and squeeze-out. Returns to PE investors are signifi...cantly lower in secondary transactions and are mostly determined by large dividend payments. Market-wide SBO activity is signifi...cantly determined by favorable debt market conditions and PE reputation. Additionally, large and high-value deals are more likely to be exited through an SBO. We test a possible collusive motive for this class of deals, fo...nding some support for this conjecture.

Stefano Bonini
Keywords: Secondary buyout, Private Equity, Financial Crisis
2012 - n° 440 26/06/2012
We use response time (RT) and behavioral data from two different but related games to test the hypothesis that individuals use introspection when confronted with a new strategic situation. Our results confirm that the need to reflect about the possible behavior of the other player (interactive thought) has an important role in the mental processes present in strategic interactions. We also find that players with longer response times have distributions of behavior that are more dispersed than for faster players. This suggests that the longest RTs across games correspond to thought dedicated to the resolution of moral dilemmas and not to guessing the likely behavior of other players in order to maximize own payoff.
Pablo Branas-Garza, Debrah Meloso andLuis Miller
2012 - n° 439 15/06/2012
This paper estimates the impact of longevity risk on pension systems by combining the prediction based on a Lee-Carter (1992) mortality model with the projected pension payments for different cohorts of retirees. We measure longevity risk by the difference between the upper bound of the total old-age pension expense and its mean estimate. This difference is as high as 4 per cent of annual GDP over the period 2040-2050. The impact of longevity risk is sizeably reduced by the introduction of indexation of retirement age to expected life at retirement. Our evidence speaks in favour of a market for longevity risk and calls for a closer scrutiny of the potential redistributive effects of longevity risk.

Emilio Bisetti and Carlo A. Favero
Keywords: stochastic mortality, longevity risk, social security reform
2012 - n° 438 25/05/2012
We develop a new theory of delegated investment whereby managers compete in terms of composition of the portfolios they promise to acquire. We study the resulting asset pricing in the inter-manager market. We incentivize investors so that we obtain sharp predictions. Managers are paid a fixed fraction of fund size. In equilibrium, investors choose managers who offer portfolios that mimic Arrow-Debreu (state) securities. Prices in the inter-manager market are predicted to satisfy a weak version of the CAPM: state-price probability ratios implicit in prices of traded assets decrease in aggregate wealth across states. An experiment involving about one hundred participants over six weeks broadly supports the theoretical predictions. Pricing quality declines, however, when fund concentration increases because funds flow towards managers who offer portfolios closer to Arrow-Debreu securities (as in the theory) and who had better recent performance (an observation unrelated to the theory).
Elena Asparouhova, Peter Bossaerts, Jernej Copic, Brad Cornell, Jaksa Cvitanic, Debrah Meloso
2012 - n° 437 21/05/2012
We propose a simple theory of predatory pricing, based on incumbency advantages, scale economies and sequential buyers (or markets). The prey needs to reach a critical scale to be successful. The incumbent (or predator) has an initial advantage and is ready to make losses on earlier buyers so as to deprive the prey of the scale the latter needs, thus making monopoly profits on later buyers. Several extensions are considered, including cases where scale economies exist because of demand externalities or two-sided market e ects, and where markets are characterized by common costs. Conditions under which predation may (or not) take place in actual cases are also discussed.
Chiara Fumagalli and Massimo Motta
2012 - n° 436 21/05/2012
This paper estimates the effect of employment protection legislation (EPL) on workers' individual wages in a quasi-experimental setting, exploiting a reform that introduced unjust-dismissal costs in Italy for firms below 15 employees and left firing costs unchanged for bigger firms. Accounting for the endogeneity of the treatment status, we find that the slight average wage reduction (between -0:4 and -0:1 percent) that follows the increase in EPL hides highly heterogeneous effects. Workers who change firm during the reform period suffer a in the entry wage, while incumbent workers are left unaffected. Results also indicate that the negative wage effect of the EPL reform is stronger on young blue collars and on workers at the low-end of the wage distribution. Finally, workers in low-employment regions suffer higher wage reductions after the reform. This pattern suggests that the ability of the employers to shift EPL costs onto wages depends on workers' and firms' relative bargaining power.

Marco Leonardi and Giovanni Pica
Keywords: Cost of Unjust Dismissals, Severance Payments, Policy Evaluation, Endogeneity of Treatment Status
2012 - n° 435 03/05/2012
The effects of public debt and redistribution are intimately related. We illustrate this in a model with heterogenous agents and imperfect credit markets. Our setup differs from the classic Savers-Spenders model of fiscal policy in that all agents engage in intertemporal optimization, but a fraction of them is subject to a borrowing limit. We show that, despite the credit frictions, Ricardian equivalence holds under flexible prices if the steady-state distribution of wealth is degenerate: income effects on labor supply deriving from a tax redistribution are entirely symmetric across agents. When the distribution of wealth is non-degenerate, a tax cut is, somewhat paradoxically, contractionary. Conversely, sticky prices generate empirically plausible deviations from Ricardian equivalence, even in the case of degenerate wealth distribution. A revenue-neutral redistribution from unconstrained to constrained agents is expansionary, while debt...nanced tax cuts have effects that go beyond their redistributional component: the present-value multiplier of a tax cut is positive due to an interplay of intertemporal substitution by those who hold the public debt and income effects on those who do not.
Florin Bilbiie, Tommaso Monacelli, Roberto Perotti
2012 - n° 434 03/05/2012
We study the interaction between a firm that invests in research and, if successful, undertakes a practice to exploit the innovation, and an enforcer that sets legal standards, fines and accuracy. In innovative industries deterrence on actions interacts with deterrence on research. A per-se legality rule prevails when the practice increases expected welfare, moving to a discriminating rule combined with type-I accuracy for higher probabilities of social harm. Moreover, discriminating rules should be adopted more frequently in traditional industries than in innovative environments; patent and antitrust policies are substitutes; additional room for per-se (illegality) rules emerges when fines are bounded.

Giovanni Immordino and Michele Polo
Keywords: legal standards, accuracy, antitrust, innovative activity, enforcement
2012 - n° 433 02/05/2012
We give a general integral representation theorem (Theorem 6) for nonadditive functionals de...ned on an Archimedean Riesz space X with order unit. Additivity is replaced by a weak form of modularity, or equivalently dual comonotonic additivity, and integrals are Choquet integrals. Those integrals are de...ned through the Kakutani [8] isometric identi...cation of X with a C (K) space. We further show that our novel notion of dual comonotonicity naturally generalizes and characterizes the notions of comonotonicity found in the literature when X is assumed to be a space of functions.
Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci,Luigi Montrucchio
2012 - n° 432 02/05/2012
This paper argues that a stable broad money demand for the euro area over the period 1980-2011 can be obtained by modelling cross border international portfolio allocation. As a consequence, model-based excess liquidity measures, namely the difference between actual M3 growth (net of the inflation objective) and the expected money demand trend dynamics, can be useful to predict HICP inflation.

Roberto A. De Santis, Carlo A. Favero and Barbara Roffia
Keywords: Euro area money demand, inflation forecasts, monetary policy, portfolio allocation
2012 - n° 431 04/04/2012
Unstability in the comovement among bond spreads in the euro area is an important feature for dynamic econometric modelling and forecasting. This paper proposes a non-linear GVAR approach to spreads in the euro area where the changing interdepence among these variables is modelled by making each country spread function of a global variable determined by fiscal fundamentals with a time-varying composition. The model naturally accommodates the possibility of multiple equilibria in the relation between default premia and local fiscal fundamentals. The estimation reveals a significant non-linear relation between spreads and fiscal fundamentals that generates time-varying impulse response of local spreads to shocks in other euro area countries spreads. The GVAR framework is then applied to the analysis of the dynamic effects of fiscal stabilization packages on the cost of government borrowing and to the evaluation of the importance of potential contagion effects determining a significant increase in cross-market linkages after a shock to a group of countries.

Carlo A. Favero
Keywords: non-linear Global VAR, Bond Spreads in the euro-area, time-varying interdependence, contagion
2011 - n° 430 30/01/2012
As governments around the world contemplate slashing budget deficits, the "expansionary fiscal consolidation hypothesis" is back in vogue. I argue that, as a statement about the short run, it should be taken with caution. Alesina and Perotti (1995) and Alesina and Ardagna (2010) (AAP) have argued that, contrary to conventional wisdom, fiscal consolidations may be expansionary if implemented mainly by cutting government spending. IMF (2010) criticizes the data used by AAP and shows that all consolidations are contractionary in the short run. I argue that this criticism is correct in principle, and that there are other important limitations in the AAP methodology. However, the implementation of the IMF methodology has several problems of its own, that make an interpretation of the IMF results difficult. I then argue that because of the multi-year nature of the large fiscal consolidations, which are precisely those that can tell us more on the mechanisms at work, using yearly panels of annual data is limiting. I present four detailed case studies of fiscal consolidations, two (Denmark and Ireland) carried out under fixed exchange rates (arguably the most relevant case for many European countries today) and two (Finland and Sweden) after floating the currency. All four consolidations were associated with an expansion; but only in Denmark the driver of growth was internal demand. However, as in most exchange rate based stabilizations, after three years a long slump set in as the economy lost competitiveness. In the other episodes for a long time the main driver of growth was exports. In the second exchange rate based stabilization, Ireland, this occurred because the sterling coincidentally appreciated. In Finland and Sweden the currency experienced an extremely large depreciation after floating. In all consolidations interest rate fell fast, and wage moderation played a key role in ensuring competitiveness and allowing the decrease in interest rates. Wage moderation was supported by incomes policies that saw the direct in tervention of the government in the wage negotiation process. These results cast doubt on at least some versions of the "expansionary fiscal consolidations" hypothesis, and on its applicability to many countries in the present circumstances. A depreciation is not available to EMU members today (except vis a vis countries outside the Eurozone). The current account channel is not available to the world as a whole. A further decline in interest rates is unlikely in the current situation. And incomes policies are not popular nowadays; moreover, international experience, and the Danish case, suggest that they are ineffective after a few years.

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Roberto Perotti
2011 - n° 429 30/01/2012
With fiscal foresight, the shocks identified by standard Vector Autoregression (SVAR) techniques can be non-fundamental for the variables of interest. In an important paper, Ramey (2011) uses direct measures of the private sector's forecast revisions of defense or federal spending to estimate the effects of government spending shocks in a VAR, obtaining the 'expectations - augmented' VAR, or EVAR. The response of GDP to these shocks is smaller than 1, and consumption and the real wage fall: this is consistent with the neoclassical model, but the opposite of recent results from SVARs. In this paper, I make three points. First, EVARs and SVARs give virtually the same results. Ramey reaches the opposite conclusion because she never estimates the two specifications on the same sample and with the same government spending variable. Second, the evidence from EVARs is not robust. It is enough to dummy out just two quarters during WWII (when rationing was introduced) or during the Korean War (when new Fed regulation di couraging the purchase of durables was introduced) for the negative effects of defense spending shocks to disappear. Third, the forecast revision of federal spending from the Survey of Professional Forecasters has high explanatory power for government spending, but for the 'wrong' reason: the predictive power of expected government spending growth is extremely low, so that the forecast error is effectively actual spending growth less noise.

Roberto Perotti
Keywords: Government Spending, Vector Autoregressions, Fiscal Multiplier
2011 - n° 428 22/12/2011
We propose to bring together two conceptually complementary ideas: (1) selfconfirming equilibrium (SCE): at rest points of learning dynamics in a game played recurrently, agents best respond to confirmed beliefs, i.e., beliefs consistent with the evidence they accumulated, and (2) ambiguity aversion: agents, other things being equal, prefer to bet on events with known rather than unknown probabilities and, more generally, distinguish objective from subjective uncertainty, a behavioral trait captured by their ambiguity attitudes. Using as a workhorse the 'smooth ambiguity' model of Klibanoff, Marinacci and Mukerji (2005), we provide a definition of 'Smooth SCE' which generalizes the traditional concept of Fudenberg and Levine (1993a,b), here called Bayesian SCE, and admits Waldean (maxmin) SCE as a limit case. We show that the set of equilibria expands as ambiguity aversion increases. The intuition is simple: by playing the same strategy in a stable state an agent learns the implied objective probabilities of payoffs, but alternative strategies yield payoffs with unknown probabilities; keeping beliefs fixed, increased aversion to ambiguity makes such strategies less appealing. In sum, by combining the SCE and ambiguity aversion ideas a kind of 'status quo bias' emerges: in the long run, the uncertainty related to tested strategies disappears, but the uncertainty implied by the untested ones does not. We rely on this core intuition to show that different notions of equilibrium are nested in a simple way, from finer to coarser: Nash, Bayesian SCE, Smooth SCE and Waldean SCE. We also prove some equivalence results under special assumptions about the information structure.

Pierpaolo Battigalli, Simone Cerreia-Vioglio, Fabio Maccheroni and Massimo Marinacci
Keywords: Selfconfirming equilibrium, conjectural equilibrium, uncertainty, smooth ambiguity
2011 - n° 426 23/11/2011
The current account has always been a neglected variable in the management of the Euro area and in the assessment of its members' performance; so has, as a consequence, the savings-investment balance. This paper first reviews the arguments that explain this attitude and justify, under some conditions and in some cases, the persistence of current account deficits. It then examines some peculiar features of the growth experience under monetary union in four Euro area countries which do not conform to the conventional convergence pattern. Models establishing the optimality of a succession of current account deficits in a catching-up process implicitly assume that the intertemporal budget constraint is satisfied, so that the accumulation of foreign liabilities is matched by future surpluses. In section 3 we first introduce explicitly this constraint in a simple two-period, two-good model and show that its fulfilment requires that growth be driven by an adequate increase of the country's production capacity of traded goods and services. By examining the composition of output and demand we show that this has not been the case in the four countries considered and argue that monetary union has helped relax the necessary discipline. The common monetary policy moreover did nothing to prevent an extraordinary growth of credit that fed the imbalances in the four countries. The paper closes addressing some policy issues related to the future sustainability o the monetray union.

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Francesco Giavazzi and Luigi Spaventa
2011 - n° 425 23/11/2011
Financial systems are inherently fragile because of the very function which makes them valuable: liquidity transformation. Thus regulatory reforms, as urgent and desirable as they are, will definitely strengthen the financial system and decrease the risk of liquidity crises, but they will never eliminate it. This leaves monetary policy with a very important task. In a framework that recognizes the interactions between monetary policy and liquidity transformation 'optimal' monetary policy would consist of a modified Taylor rule in which the real rate reflects the possibility of liquidity crises and recognizes the possibility that liquidity transformation gets ubsidized. Failure to recognize this point risks leading the economy into a low interest rate trap: low interest rates induce too much risk taking and increase the probability of crises. These crises, in turn, require low interest rates to maintain the ...nancial system alive. Raising rates becomes extremely difficult in a severely weakened financial system, so monetary authorities remain stuck in a low interest rates trap. This seems a reasonable description of the situation we have experienced throughout the past decade.

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Francesco Giavazzi and Alberto Giovannini
2011 - n° 424 15/11/2011
In this paper, we provide new evidence on the determinants of sovereign yield spreads and contagion effects in the euro area in order to evaluate the rationale for a common Eurobond jointly guaranteed by euro-area Member States. We find that default risk is the main driver of yield spreads, suggesting small gains from greater liquidity. Fiscal fundamentals matter in the pricing of default risk but only as they interact with other countries' yield spreads; i.e. with the global risk that the market perceives. More important, the impact of this global risk variable is not constant over time, a clear sign of contagion driven by shifts in market sentiment. This evidence points to a discontinuity in the disciplinary role of financial markets. If markets can stay irrational longer than a country can stay solvent, then the role of yield spreads on national bonds as a fiscal discipline device is considerably weakened, and issuing Eurobonds can be economically justified.

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Carlo Favero, Alessandro Missale
2011 - n° 423 27/10/2011
We bring together the theories of duality and dynamic programming. We show that the dual of an additively separable dynamic optimization problem can be recursively decomposed using summaries of past Lagrange multipliers as state variables. Analogous to the Bellman decomposition of the primal problem, we prove equality of values and solution sets for recursive and sequential dual problems. In non-additively separable settings, the equivalence of the recursive and sequential dual is not guaranteed. We relate recursive dual and recursive primal problems. If the Lagrangian associated with a constrained optimization problem admits a saddle then, even in non-additively separable settings, the values of the recursive dual and recursive primal problems are equal. Additionally, the recursive dual method delivers necessary conditions for a primal optimum. If the problem is strictly concave, the recursive dual method delivers necessary and sufficient conditions for a primal optimum. When a saddle exists, states on the optimal dual path are subdifferentials of the primal value function evaluated at states on the optimal primal path and vice versa.

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Matthias Messner, Nicola Pavoni, Christopher Sleet
2011 - n° 422 25/10/2011
Banks provide credit and take deposits. Whereas a high price in the credit market increases banks' retained earnings and attracts more deposits, it reduces lending if borrowers are sufficiently poor to be tempted by diversion. Thus optimal bank market structure trades off the benefits of monopoly banking in attracting deposits against losses due to tighter credit. The model shows that market structure is irrelevant if both banks and borrowers lack resources. Monopoly banking induces tighter credit rationing if borrowers are poor and banks are wealthy, and increases lending if borrowers are wealthy and banks lack resources. The results indicate that improved legal protection of creditors is a more efficient policy choice than legal protection of depositors, and that subsidies to firms lead to better outcomes than subsidies to banks. There are also likely to be sizable gains from promoting bank competition in developing countries.

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Andreas Madestam
2011 - n° 421 18/10/2011
We build a model where a dark pool is introduced to a transparent limit order book market. We show that orders are diverted to the dark pool, but more orders are also executed so total volume increases especially when the order book is shallow. A smaller spread, greater depth and larger tick size stimulate order migration to the dark pool. Institutional traders always benefit from having access to the dark pool. Market quality and retail traders' welfare deteriorate when the order book is shallow, but improve when it is deep. These effects are stronger for a continuous than for a periodic dark pool. If pre-trade transparency is required, the effects on market quality and retail traders' welfare are magnified if the dark pool executes periodically but do not change significantly if the dark pool is continuous.

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Sabrina Buti, Barbara Rindi, Ingrid M. Werner
2011 - n° 420 13/10/2011
A dominant firm undertakes a given business practice that is regulated by an antitrust enforcer by the choice of a legal standard, fines and accuracy. In traditional industries the incumbent and technology are already established, while in innovative industries the successful innovator becomes dominant. In the former case, marginal deterrence is key to enforcement, and discriminating rules are always dominant when fines are unbounded, or they are replaced with per-se illegality when fines are capped and the practice is likely to be socially harmful. In innovative industries marginal deterrence interacts with average deterrence (the impact of enforcement on innovation eort). Then, per-se legality is preferred when the practice is likely to be welfare beneficial, moving to a discriminating rule when social harm becomes more likely. When fines are capped, per se-legality, discriminating rule and per-se illegality are alternatively chosen when the practice is more and more likely to be socially harmful.

Giovanni Immordino, Michele Polo
Keywords: legal standards, accuracy, antitrust, innovative activity, enforcement
2011 - n° 419 11/10/2011
We build an agent-based simulation model that incorporates both historical data on population characteristics and spatial information on the geography of France to experimentally study the role of social interactions in fertility decisions. We assess how different behavioural and interdependence assumptions cause variations in macro dynamics and diffusion patterns. The analyses show that incorporating social interactions into the model contribute to mimic empirically observed behaviour. Our findings suggest individual-level mechanisms through which the observed demographic transition was materialised.

Sandra González-Bailón andTommy E. Murphy
Keywords: fertility decline, demographic transition, diffusion, France, simulation experiments, agent-based models, decision-making, social norms, social interactions
2011 - n° 418 10/10/2011
We analyze the effect of means-tested benefits on annuitization decisions. Most industrialized countries provide a subsistence level consumption floor in old age, usually in the form of means-tested benefits. The availability of such means-tested payments creates an incentive to cash out (occupational) pension wealth for low and middle income earners, instead of taking the annuity. Agents trade-off the advantages from annuitization, receiving the wealth-enhancing mortality credit, to the disadvantages, giving up "free" wealth in the form of means-tested supplemental benefits. We find that the availability of means-tested benefits can reduce the desired annuitization levels substantially. Using individual level data, we show that the model's predicted annuitization rates as a function of the level of pension wealth are roughly consistent with the cash-out patterns of occupational pension wealth observed in Switzerland.

Monika Bϋtler, Kim Peijnenburg, Stefan Staubli
Keywords: Means-Tested Benefits, Occupational Pension, Annuity, Life-cycle Model
2011 - n° 417 10/10/2011
Empirical research suggests that investors' behavior is not well described by the traditional paradigm of (subjective) expected utility maximization under rational expectations. A literature has arisen that models agents whose choices are consistent with models that are less restrictive than the standard subjective expected utility framework. In this paper we survey the literature that has explored the implications of decision-making under ambiguity for financial market outcomes, such as portfolio choice and equilibrium asset prices. We conclude that the ambiguity literature has led to a number of significant advances in our ability to rationalize empirical features of asset returns and portfolio decisions, such as the failure of the two-fund separation theorem in portfolio decisions, the modest exposure to risky securities observed for a majority of investors, the home equity preference in international portfolio diversification, the excess volatility of asset returns, the equity premium and the risk-free r ate puzzles, and the occurrence of trading break-downs.

JEL codes: G10, G18, D81.

Massimo Guidolin, Francesca Rinaldi
Keywords: ambiguity, ambiguity-aversion, participation, liquidity, asset pricing
2011 - n° 416 10/10/2011
This paper uses a multi-factor pricing model with time-varying risk exposures and premia to examine whether the 2003-2006 period has been characterized, as often claimed by a number of commentators and policymakers, by a substantial missprcing of publicly traded real estate assets (REITs). The estimation approach relies on Bayesian methods to model the latent process followed by risk exposures and idiosynchratic volatility. Our application to monthly, 1979-2009 U.S. data for stock, bond, and REIT returns shows that both market and real consumption growth risks are priced throughout the sample by the cross-section of asset returns. There is weak evidence at best of structural misspricing of REIT valuations during the 2003-2006 sample.

Massimo Guidolin, Francesco Ravazzolo, Andrea Donato Tortora
Keywords: REIT returns, Bayesian estimation, Structural instability, Stochastic volatility, Linear factor models
2011 - n° 415 10/10/2011
I review the burgeoning literature on applications of Markov regime switching models in empirical finance. In particular, distinct attention is devoted to the ability of Markov Switching models to fit the data, filter unknown regimes and states on the basis of the data, to allow a powerful tool to test hypothesesformulated in the light of financial theories, and to their forecasting performance with reference to both point and density predictions. The review covers papers concerning a multiplicity of sub-fields in financial economics, ranging from empirical analyses of stock returns, the term structure of default-free interest rates, the dynamics of exchange rates, as well as the joint process of stock and bond returns.

Massimo Guidolin
Keywords: Markov switching, Regimes, Regime shifts, Nonlinearities, Predictability, Autoregressive Conditional Heteroskedasticity
2011 - n° 414 10/10/2011
It is often suggested that through a judicious choice of predictors that track business cycles and market sentiment, simple Vector Autoregressive (VAR) models could produce optimal strategic portfolio allocations that hedge against the bull and bear dynamics typical of financial markets. However, a distinct literature exists that shows that nonlinear econometric frameworks, such as Markov switching (MS), are also natural tools to compute optimal portfolios in the presence of stochastic good and bad market states. In this paper we examine whether simple VARs can produce portfolio rules similar to those obtained under MS, by studying the effects of expanding both the order of the VAR and the number/selection of predictor variables included. In a typical stock-bond strategic asset allocation problem, we compute the out-of-sample certainty equivalent returns for a wide range of VARs and compare these measures of performance with those typical of nonlinear models for a long-horizon investor with constant relative risk aversion. We conclude that most VARs cannot produce portfolio rules, hedging demands, or (netof transaction costs) out-of-sample performances that approximate those obtained from equally simple nonlinear frameworks. We also compute the improvement in realized performance that may be achieved adopting more complex MS models and report this may be substantial in the case of regime switching ARCH.

Massimo Guidolin and Stuart Hyde
2011 - n° 413 13/09/2011
We provide a bridge between Bewley preferences [2] and Uncertainty averse preferences [4]. In doing this, we generalize the findings of Gilboa, Maccheroni, Marinacci, and Schmeidler [11]. To exemplify this new framework, we then study a class of preferences that we call Constrained Multiplier preferences and that was first proposed by Wang [19].

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Simone Cerreia-Vioglio
2011 - n° 412 07/09/2011
This article documents and examines the integration of grain markets in Europe across the early modern/late modern divide and across distances and regions. It relies on principal component analysis to identify market structures. The analysis finds that a European market emerged only in the nineteenth century, but the process had earlier roots. In early modern times a fall in trading costs was followed by an increase in market efficiency. Gradually expanding processes of integration unfolded in the long-run. Early modern regional integration was widespread but uneven, with North-Western Europe reaching high levels of integration at a particularly early stage. Low-land European markets tended to be larger and better integrated than in land-locked Europe, especially within large, centralised states. In the nineteenth century, national markets grew in old states, but continental and domestic dynamics had become strictly linked.

David Chilosi, Tommy E. Murphy and Roman Studer
Keywords: International and Domestic Trade, Transport costs, Geography, Economic Integration, Grain Markets, Factor Analysis, Europe, Pre-1913
2011 - n° 411 07/09/2011
We exploit the quasi-random assignment of borrowers to loan officers using data from a large Albanian lender to show that own-gender preferences affect both credit supply and demand. Borrowers matched to officers of the opposite sex are less likely to return for a second loan. The effect is larger when officers have little prior exposure to borrowers of the other gender and when they have more discretion to act on their gender beliefs, as proxied by financial market competition and branch size. We examine one channel of influence, loan conditionality. Borrowers assigned to opposite-sex officers pay higher interest rates and receive lower loan amounts, but do not experience higher arrears. Our results imply that own-gender preferences in the credit market can have substantial negative welfare effects.


Thorsten Beck, Patrick Behr and Andreas Madestam
Keywords: Group identity, gender, credit supply, credit demand, loan officers
2011 - n° 410 05/09/2011
We find that Epstein (2010)'s Ellsberg-style thought experiments pose, contrary to his claims, no paradox or difficulty for the smooth ambiguity model of decision making under uncertainty developed by Klibanoff, Marinacci and Mukerji (2005). Not only are the thought experiments naturally handled by the smooth ambiguity model, but our reanalysis shows that they highlight some of its strengths compared to models such as the maxmin expected utility model (Gilboa and Schmeidler (1989)). In particular, these examples pose no challenge to the model's foundations, interpretation of the model as affording a separation of ambiguity and ambiguity attitude or the potential for calibrating ambiguity attitude in the model.

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Peter Klibanoff, Massimo Marinacci andSujoy Mukerji
2011 - n° 409 26/07/2011
During a fiscal stimulus, does it matter, for the size of the government spending multiplier, which category of agents bears the brunt of the current and/or future adjustment in taxes? In an economy with heterogeneous agents and imperfect financial markets, the answer depends on whether or not New Keynesian features, such are price rigidity, are present. If prices are flexible, the tax-financing rule is either neutral or quasi-neutral. If prices are sticky, who bears the brunt of the adjustment, whether financially constrained borrowers as opposed to unconstrained savers, does matter. The differential effect on the multiplier, however, depends crucially on (i) the degree of persistence of the fiscal expansion, and (ii) on whether the expansion is balanced-budget as opposed to debt-financed.

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Tommaso Monacelli and Roberto Perotti
2011 - n° 408 26/07/2011
With perfect credit markets, any (lump-sum) tax redistribution is neutral. We study the eects of a tax redistribution in an economy with heterogenous agents and borrowing constraints. Under flexible prices, a tax redistribution that favors 'the poor' (i.e., the credit constrained) is neutral, or, possibly, even mildly contractionary. When nominal prices are sticky, that result is overturned: a tax redistribution from the savers to the constrained borrowers is expansionary on output. Key to the non-neutrality result is the agents' heterogenous sensitivity to movements in the credit premium.

Tommaso Monacelli and Roberto Perotti
2011 - n° 407 22/07/2011
The aim of this paper is to show how the richer frequency and variety of fiscal policy shocks available in an international sample can be analyzed recognizing the heterogeneity that exists across different countries. The main conclusion of our empirical analysis is that the question "what is the fiscal policy multiplier" is an ill-posed one. There is no unconditional fiscal policy multiplier. The effect of fiscal policy on output is different depending on the different debt dynamics, the different degree of openness and the different fiscal reaction functions in different countries. There are many fiscal multipliers and an average fiscal multiplier is of very little use to describe the effect of exogenous shifts in fiscal policy on output.

Carlo A. Favero, Francesco Giavazzi and Jacopo Perego
Keywords: Fiscal policy, Public debt, Government budget constraint, Global VAR
2011 - n° 406 21/07/2011
In this paper we propose a model to forecast future mortality that includes information on the limits to life and on progress in medicine. We apply the model to forecasting future mortality and survival rates for the males population in England andWales. Our proposal ex- tends the benchmark stochastic mortality model along two dimensions. First, we try and deal explicitly with tail risk in the cross-sectional estimation. by including information about the 'limit to life' in the sample used to construct factors for the cross-sectional dimension of mortality rates. Second, we propose to substitute the usual stochastic trend model adopted for the time series of risk factors with a predictive framework based on available evidence on medical progress and causes of death. The model projects very little variability for limits to life over the next ten years and predicts that in 2020 the probability that an individual age 65 will survive until 85 is 20% with an upper bound of 23% and a lower bound of 17%.

Carlo A. Favero, Marco Giacoletti
Keywords: stochastic mortality, limits to life, medical progress, longevity
2011 - n° 405 12/07/2011
We examine a model of limited communication in which the seller is selling a single good to two potential buyers. Limited communication is modeled as follows: in each of the finite number of periods the seller asks one of the two buyers a binary question. After the final answer, the allocation and the transfers are executed. The model sheds light on the communication protocols that arise in welfare maximizing mechanisms. Among other things, we show that when the total number of questions is bounded the welfare optimal mechanism requires the seller to start with questioning one of the buyers and conclude with a single last question to the other buyer.

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Nenad Kos
2011 - n° 404 08/07/2011
We study the distributional effects of globalization within a model of heterogeneous agents where both managerial talent and knowledge of the local economic environment are required in order to become a successful entrepreneur. Agents willing to set up a firm abroad incur a learning cost that depends on how different the foreign and domestic entrepreneurial environments are. In this context, we show that globalization fosters FDI and raises wages, output and productivity. However, not everybody wins. The steady state relationship between globalization and income is U-shaped: high- and low-income agents are better off in a globalized world, while middle-income agents (domestic entrepreneurs) are worse off. Thus, consistently with recent empirical evidence, the model predicts globalization to increase inequality at the top of the income distribution while decreasing it at the bottom.

Giovanni Pica and José V. Rodriguez Mora
Keywords: Distributional Effects of Globalization, Heterogeneous Agents, Income Inequality,Endogenous TFP, Multinational Firms
2011 - n° 403 08/07/2011
We provide evidence that incumbent and entrant rms' access to business group deep pockets affects entry patterns in product markets. Relying on a unique French data set on business groups, our paper shows that entry in manufacturing industries is negatively related to the cash hoarded by incumbent-affiliated groups, and positively related to entrant groups' cash. In line with theoretical predictions, we nd that the impact on entry of group cash holdings is more important in environments where financial constraints are pronounced and in more financially dependent sectors. The cash holdings of incumbent and entrant groups also affect the survival rate of entrants in the 3 to 5 year post-entry window. Overall, our findings suggest that internal capital markets operate within corporate groups and affect the product market behavior of affiliated firms by mitigating financial constraints.

Xavier Boutin, Giacinta Cestone, Chiara Fumagalli, Giovanni Pica and Nicolas Serrano-Velarde
Keywords: Business Groups, Cash Holdings, Internal Capital Markets, Entry
2011 - n° 402 08/07/2011
Part of a long-run project to put together a systematic database of prices and wages for the American continents, this paper takes a first look at standards of living in a series of North American and Latin American cities. From secondary sources we collected price data that –with diverse degrees of quality– covers various years between colonization and independence and, following the methodology now familiar in the literature, we built estimations of price indexes for Boston, Philadelphia, and the Chesapeake Bay region in North America and Bogot, Mexico, and Potos in Latin America exploring alternative assumptions on the characteristics of the reference basket. We use these indexes to deflate the (relatively more scarce) figures on wages, and compare the results with each other, and with the now widely known series for various European and Asian cities. We find that real wages were higher in North America than in Latin America from the very early colonial period: four times the World Bank Poverty Line (WBPL) in North America while only two times the WBPL in Latin America. These wages place the North American colonies among the most advanced countries in the world alongside Northwestern European countries and the Latin American colonies among the least developed countries at a similar level to Southern European and Asian countries. These wage differences existed from the early colonial period because wages in the American colonies were determined by wages in the respective metropoles and by the Malthusian population dynamics of indigenous peoples. Settlers would not migrate unless they could maintain their standard of living, so wages in the colonies were set in the metropole. Political institutions, forced labour regimes, economic geography, disease environments and culture shaped the size of the economy of each colony but did not affect income levels.

Robert C. Allen, Tommy E. Murphy and Eric B. Schneider
Keywords: economic history, real wages, standard of living, labour market, population,
2011 - n° 401 21/06/2011
This paper examines the incomes of individuals who have joined self-help groups in poor neighborhoods of Nairobi. Self-help groups are often advocated as a way of facilitating income pooling. We ...nd that incomes are indeed more correlated among individuals in the same group than among individuals who belong to dierent groups. Using an original methodology, we test whether this correlation is due to self-selection of similar individuals into the same groups. We ...nd that this correlation is not driven by positive assortative matching. If anything, selection works in the opposite direction: incomes from group activities would be more correlated if individuals were matched at random. These ...ndings are consistent with the idea that self-help groups play a mutual assistance role.

Marcel Fafchamps and Eliana La Ferrara
Keywords: mutual insurance; social capital; associations; self-selection
2011 - n° 400 01/06/2011
We consider decision makers that know that payo relevant observations are generated by a process that belongs to a given class M, as postulated in Wald [33]. We incorporate this Waldean piece of objective information within an otherwise subjective setting a la Savage [30] and show that this leads to a two-stages subjective expected utility model that accounts for both state and model uncertainty.

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Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci andLuigi Montrucchio
2011 - n° 399 31/05/2011
Do childhood events shape adult political views and behavior? This paper investigates the impact of Fourth of July celebrations in the US during childhood on partisanship and participation later in life. Using daily precipitation data to proxy for exogenous variation in participation on Fourth of July as a child, we examine the role of the celebrations for people born in 1920-1990. We find that days without rain on Fourth of July in childhood have lifelong effects. In particular, they shift adult views and behavior in favor of the Republicans and increase later-life political participation. Our estimates are significant: one Fourth of July without rain before age 18 raises the likelihood of identifying as a Republican by 2 percent and voting for the Republican candidate by 4 percent. It also increases voter turnout by 0.9 percent and boosts political campaign contributions by 3 percent. Taken together, the evidence suggests that important childhood events can have persistent effects on political beliefs and participation and that Fourth of July celebrations in the US affect the nation's political landscape.

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Andreas Madestam and David Yanagizawa-Drott
2011 - n° 398 30/05/2011
The existing empirical evidence does not yet provide a clear understanding of how leverage and expected equity returns are related. While some studies show a positive relationship between financial leverage and returns, others conclude that returns are either insensitive or decrease with leverage, after controlling for size and book-to-market. We re-examine this evidence by explicitly accounting for the dynamic nature of a firm's optimal leverage policy in the presence of frictions. Specifically, consistent with recent dynamic models of capital structure, we allow firms to temporarily deviate from their optimal capital structure due to adjustment costs. For each firm we estimate target leverage, and compute relative leverage as the difference between observed and target leverage. We find that relative leverage is positively and significantly related to expected equity returns, and has a dominant effect over size and book-to-market. The relative leverage premium shows a remarkable symmetry for over- and under-leveraged firms. Finally, the relative leverage premium is not captured by Fama and French's three-factor model, and it appears to be consistent with rational asset pricing. We conjecture that risk-averse investors require a higher expected return for over-leveraged stocks than for under-leveraged ones because the former are counter-cyclical, while the latter are cyclical.

Filippo Ippolito, Roberto Steri and Claudio Tebaldi
Keywords: leverage, cross section of returns, target leverage, dynamic capital
2011 - n° 397 06/07/2011
We evaluate the effect of relaxing fiscal rules on policy outcomes applying a quasiexperimental research design. In 1999 the Italian central government introduced fiscal rules aimed at imposing fiscal discipline on municipal governments, and in 2001 relaxed the rules for municipalities below 5,000 inhabitants. This shift allows us to implement a "difference-in-discontinuities" design by combining the before/after with the discontinuous policy variation. Our estimates show that relaxing fiscal rules triggers a substantial deficit bias, captured by a shift from a balanced budget to a deficit that amounts to 2 percent of the total budget. The deficit comes primarily from reduced revenues as unconstrained municipalities show lower real estate and income tax rates. Finally, we investigate the heterogeneity in policy responses across municipalities to provide new evidence on the costs and benefits of restricting fiscal policy. The impact is larger if the mayor can run for reelection, the number of political parties in the city council is higher, voters are older, and the performance of the mayor in providing public goods is lower, consistent with models of the political economy of fiscal adjustment.

Veronica Grembi, Tommaso Nannicini and Ugo Troiano
Keywords: fiscal rules, local government finance, difference-in-discontinuities
2011 - n° 396 27/05/2011
We derive envelope theorems for optimization problems in which the value function takes values in a general Banach lattice, and not necessarily in the real line. We impose no restriction whatsoever on the choice set. Our result extend therefore the ones of Milgrom and Segal (2002). We apply our results to discuss the existence of a well-defined notion of marginal utility of wealth in optimal consumption-portfolio problems in which the utility from consumption is additive but possibly state-dependent and, most importantly, the information structure is not required to be Markovian. In this general setting, the value function is itself a random variable and, if integrable, takes values in a Banach lattice so that our general results can be applied.

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Anna Battauz, Marzia De Donno and Fulvio Ortu
2011 - n° 395 27/05/2011
The goal of an individual searching for a marriage partner is typically to form a long-term relationship. Marital search is a complicated and costly activity, where opportunities typically arrive over time at uncertain intervals, each party has to evaluate each other's characteristics, and expectations play an important role. Given these features of marital search, a seminal paper by Mortensen (1988) has shown that the matching framework can be suited for the analysis of marriage markets and also raised the possibility of a thick market externality in these markets. We contribute to this literature by empirically investigating whether marriage markets are characterized by increasing, constant, or decreasing returns to scale. We focus on three societies-late medieval and early Renaissance Tuscany, China in the 1980s, and the United States in 2000-which are different in terms of population size, economic structure, sex ratios, marriage transfers, and the social norms governing marriage markets. Our main finding is that in all three societies, there is no evidence of increasing returns to scale in marriage markets, whereas the hypothesis of constant returns to scale cannot be rejected. The remarkably similar and precise estimates suggest that the number of eligibles (and potential contacts) in a marriage market is less important than economic factors, such as wealth levels and income dispersion, in affecting the marriage rate across different societies. The key message is that where individuals live, in large cities or small towns, have a minimal effect on their marriage rates.

Maristella Botticini and Aloysius Siow
Keywords: marriage markets, matching, thick market externality, returns to scale,
2011 - n° 394 25/05/2011
This paper studies the asset pricing implications of a general equilibrium model in which real investment is reversible at a cost. Firms face higher costs in contracting than in expanding their capital stock and decide to invest when their productive capital is scarce relative to the overall capital of the economy. Positive shocks to the production process of the firm increase the size of the firm and reduce the value of growth options. As a result, the firm is burdened with more unproductive capital and its value lowers with respect to the accumulated capital. The optimal consumption policy alters the optimal allocation of resources and affects firm's value, generating mean-reverting dynamics for the M/B ratios. The model (1) captures convergence of price-to-book ratios - negative for growth stocks and positive for value stocks - (firm migration), (2) generates deviations from the classic CAPM in line with the cross-sectional variation in expected stock returns and (3) generates a non-monotone relationship between Tobin's q and conditional volatility consistent with the empirical evidence.

Giovanni W. Puopolo
Keywords: Investment; General equilibrium; Firm migration; Cross-section of returns; Book-to-market
2011 - n° 393 05/05/2011
This paper studies a model where exclusive dealing (ED) can both promote investment and foreclose a more effcient supplier. While investment promotion is usually regarded as a pro-competitive effect of ED, our paper shows that it may be the very reason why a contract that forecloses a more effcient supplier is signed. Absent the effect on investment, the contract would not be signed and foreclosure would not be a concern. For this reason, considering potential foreclosure and investment promotion in isolation and then summing them up may not be a suitable approach to assess the net effect of ED. The paper therefore invites a more cautious attitude towards accepting possible investment promotion arguments as a defense for ED.
Chiara Fumagalli, Massimo Motta and Thomas Rönde
2011 - n° 392 17/05/2011
The family is a primal institution, whose internal organization can be transferred to collective institutions, which come to substitute the family in one of its economic roles. We study how the family structure affected the initial design of pension systems. Our theoretical framework predicts that, when pensions systems are introduced in society with weak family ties, they act as a safety net, while in societies with strong ties pensions they replicate the tight link between generations and tend to provide generous benefits. Using Todd (1983) historical classification of family ties, we show that in societies dominated by absolute nuclear families, i.e. weak family ties (f.i. Anglo-Saxon countries), pension systems emerged as a safety net; and viceversa in societies dominated by strong families. Yet, historical family types are not correlated with the size of the pension systems, which have largely changed over time. These results are robust to controlling for alternative explanations, such as legal origin, religion, urbanization and democratization, electoral rules and forms of government. Moreover, evidence on individual data confirm the cross-country results: individuals whose ancestors came to the US from countries featuring communitarian or egalitarian nuclear families prefer to rely on the government as a provider of old age security through generous retirement benefits.

Vincenzo Galasso and Paola Profeta
Keywords: culture; institutions; family ties, pension design
2011 - n° 391 09/05/2011
We study orders of risk and model uncertainty aversion in the smooth ambiguity model proposed by Klibano, Marinacci, and Mukerji [4]. We consider a quadratic approximation of their model and we show that both risk and model uncertainty attitudes have at most a second order effect. Specifically, the order depends on the properties of the support of the decision maker's limit prior, which we fully characterize. We find that model uncertainty attitudes have a second order effect unless the support is a singleton, that is, unless model uncertainty fades away in the limit. Special attention is given to the binomial state spaces often used in mathematical finance.

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Fabio Maccheroni, Massimo Marinacci, Doriana Ruffino
2011 - n° 390 05/05/2011
We use a new dataset on eight Italian cities and a novel identification strategy to analyze the relationship between the employment status of migrants and the percentage of migrants living nearby. Our data contain information at the very local level (i.e. the residential block) and are representative of the population of both legal and illegal migrants. Identification is based on an instrumental variable strategy that exploits the physical characteristics of the local buildings as a source of exogenous variation in the incidence of migrants in each location. We find evidence that migrants who reside in areas with a high concentration of non-Italians are less likely to be employed compared to similar migrants who reside in more mixed areas. This penalty is higher if the migrants leaving nearby are illegal and it is not mitigated by living close to migrants who are from own's ethnic group nor who are more proficient in the Italian language. The employment prospects of natives do not appear to be affected by the vicinity of migrants.

Tito Boeri, Marta De Philippis, Eleonora Patacchini, Michele Pellizzari
Keywords: Immigrant residential density, housing discrimination, ethnic networks
2011 - n° 389 18/05/2011
Recent evidence on electronic limit order markets shows a growing use of undisclosed orders. This paper offers a theory for the optimal submission strategy in a limit order book where traders simultaneously select price, quantity and exposure, and choose among limit, market, reserve (partially undisclosed) and hidden (totally invisible) orders. Our findings show that to compete for the provision of liquidity in shallow markets relatively patient traders use reserve orders, whilst aggressive traders use hidden pegged orders to undercut depth at the top of liquid books. Undisclosed orders are effective defensive strategies against front running by parasitic traders, whereas they protect against picking-off by scalpers only in slow markets where Fill&Kill orders are not used. Finally, our results show that undisclosed orders increase market depth on the top of the book, but widen the inside spread; as a result they can benefit institutional investors but harm retail traders.

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Sabrina Buti and Barbara Rindi
2011 - n° 388 20/04/2011
In this paper we relate the very persistent component of interest rates to a specific demographic variable, MYt, the proportion of middle-aged to young population. We first reconsider the results in Fama (2006) to document how MYt captures the long run component identified by Fama in his analysis of the one-year spot rate. Using MYt to model this low frequency component of interest rates is particularly useful for forecasting the term structure as the demographic variable is exogenous and highly predictable, even at very long horizons. We then study the forecasting performance of a no-arbitrage affine term structure model that allows for the presence of a persistent component driven by demographics. This performance is superior to that of a traditional affine term structure model with macroeconomic factors (e.g. Ang, Dong and Piazzesi, 2005).

Carlo A. Favero, Arie E. Gozluklu, Haoxi Yang
Keywords: demographics, affine term-strucutre models, forecasting
2011 - n° 387 12/04/2011
This paper proposes a test of racial bias in capital sentencing based upon patterns of judicial errors in lower courts. We model the behavior of the trial court as minimizing a weighted sum of the probability of sentencing an innocent and that of letting a guilty defendant free. We define racial bias as a situation where the relative weight on the two types of errors is a function of defendant and/or victim race. The key prediction of the model is that if the court is unbiased, ex post the error rate should be independent of the combination of defendant and victim race. We test this prediction using an original dataset that contains the the race of the defendant and of the victim(s) for all capital appeals that became final between 1973 and 1995. We find robust evidence of bias against minority defendants who killed white victims: in Direct Appeal and Habeas Corpus the probability of error in these cases is 3 and 9 percentage points higher, respectively, than for minority defendants who killed minority victims.

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Alberto Alesina and Eliana La Ferrara
2011 - n° 386 04/04/2011
We introduce and study finitely well-positioned sets, a class of asymptotically "narrow" sets that generalize the well-positioned sets recently investigated by Adly, Ernst and Thera in [1] and [3], as well as the plastering property of Krasnoselskii.

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Massimo Marinacci and Luigi Montrucchio
2011 - n° 385 01/04/2011
There is a large literature on social interactions and still little is known about the economic mechanisms leading to the high level of clustering in behavior that is so commonly observed in the data. In this paper we present a model in which agents are allowed to interact according to three distinct mechanisms, and we derive testable implications on the mean and the variance of the outcomes within and across groups. The empirical tests allow us to distinguish which mechanism(s) generates the observed patterns in the data. In our application we study the performance of undergraduate students and we find that social interactions take the form of mutual insurance. Such a result bears crucial policy implications for all those situations in which social interactions are important, from teamwork to class formation in education and co-authorship in academic research.

Giacomo De Giorgi and Michele Pellizzari
Keywords: Social interactions, peer effects, teamwork
2011 - n° 384 01/04/2011
This paper contrasts measures of teacher effectiveness with the students' evaluations for the same teachers using administrative data from Bocconi University (Italy). The effectiveness measures are estimated by comparing the subsequent performance in follow-on coursework of students who are randomly assigned to teachers in each of their compulsory courses. We find that, even in a setting where the syllabuses are fixed, teachers still matter substantially. The average difference in subsequent performance between students who were assigned to the best and worst teachers (on the effectiveness scale) is approximately 43% of a standard deviation in the distribution of exam grades, corresponding to about 5.6% of the average grade. Additionally, we find that our measure of teacher effectiveness is negatively correlated with the students' evaluations of professors: in other words, teachers who are associated with better subsequent performance receive worst evaluations from their students. We rationalize these results with a simple model where teachers can either engage in real teaching or in teaching-to-the-test, the former requiring higher students' effort than the latter. Teaching-to-the-test guarantees high grades in the current course but does not improve future outcomes. Hence, if students are myopic and evaluate better teachers from which they derive higher utility in a static framework, the model is capable of predicting our empirical finding that good teachers receive bad evaluations, especially when teaching-to-the-test is very effective. Consistently with the predictions of the model, we also find that classes in which high skill students are over-represented produce evaluations that are less at odds with estimated teacher effectiveness.

Michela Braga, Marco Paccagnella and Michele Pellizzari
Keywords: Teacher quality, Postsecondary Education
2011 - n° 383 31/03/2011
This paper uses a structural, large dimensional factor model to evaluate the role of 'news' shocks (shocks with a delayed effect on productivity) in generating the business cycle. We find that (i) existing small-scale VECM models are affected by 'non-fundamentalness' and therefore fail to recover the correct shock and impulse response functions; (ii) news shocks have a limited role in explaining the business cycle; (iii) their effects are in line with what predicted by standard neoclassical theory; (iv) the bulk of business cycle fluctuations are explained by shocks unrelated to technology.

Mario Forni, Luca Gambetti and Luca Sala
Keywords: structural factor model, news shocks, invertibility, fundamentalness
2011 - n° 382 29/03/2011
Starting with the seminal paper of Gilboa and Schmeidler (1989) an analogy between the maxmin approach of Decision Theory under Ambiguity and the minimax approach of Robust Statistics -- e.g. Huber and Strassen (1973) -- has been hinted at. The present paper formally clarifies this relation by showing the conditions under which the two approaches are actually equivalent.

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Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci and Luigi Montrucchio
2011 - n° 381 23/03/2011
Many separable dynamic incentive problems have primal recursive formulations in which utility promises serve as state variables. We associate families of dual recursive problems with these by selectively dualizing constraints. We make transparent the connections between recursive primal and dual approaches, relate value iteration under each and give conditions for it to be convergent to the true value function.

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Matthias Messner, Nicola Pavoni andChristopher Sleet
2011 - n° 380 01/03/2011
In real-life elections, vote-counting is often imperfect. We analyze the consequences of such imperfections in plurality and runoff rule voting games. We call a strategy profile a robust equilibrium if it is an equilibrium if the probability of a miscount is positive but small.

All robust equilibria of plurality voting games satisfy Duverger's Law: In any robust equilibrium, exactly two candidates receive a positive number of votes. Moreover, robust- ness (only) rules out a victory of the Condorcet loser.

All robust equilibria under runoff rule satisfy Duverger's Hypothesis: First round votes vare (almost always) dispersed over more than two alternatives. Robustness has strong implications for equilibrium outcomes under runoff rule: For large parts of the parameter space, the robust equilibrium outcome is unique.

Matthias Messner and Mattias K. Polborn
Keywords: strategic voting, plurality rule, runoff rule, Duverger's Law and Hypothesis
2011 - n° 379 04/02/2011
This is a survey of some of the recent decision-theoretic literature involving beliefs that cannot be quantified by a Bayesian prior. We discuss historical, philosophical, and axiomatic foundations of the Bayesian model, as well as of several alternative models recently proposed. The definition and comparison of ambiguity aversion and the updating of non-Bayesian beliefs are briefly discussed. Finally, several applications are mentioned to illustrate the way that ambiguity (or "Knightian uncertainty") can change the way we think about economic problems.

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Itzhak Gilboa and Massimo Marinacci
2011 - n° 378 04/02/2011
The available empirical evidence suggests that the distribution of income and its composition play an important role in explaining tax noncompliance. We address the issue from a macroeconomic point of view, building a dynamic general equilibrium Bewley- Huggett-Aiyagari model that jointly endogenizes tax evasion and income heterogeneity. Our results showthat the model can successfully replicate the salient qualitative and quantitative features of U.S. data. In particular, the model replicates fairly well the shape of the cross-sectional distribution of misreporting rates over true income levels. Furthermore, we show that a switch from progressive to proportional taxation has important quantitative effects on noncompliance rates and tax revenues.

Marco Maffezzoli
Keywords: Tax Evasion, Income Heterogeneity, Incomplete markets
2011 - n° 377 01/02/2011
This article compares the impact of plague across Europe during the seventeenth century. It shows that, contrary to received wisdom, seventeenth century plague cannot be considered a "great equalizer": the disease affected southern Europe much more severely than the north. In particular, Italy was by far the area worst struck. Using both archival sources and previously published data, the article introduces a novel epidemiological variable that has not been considered in the literature: territorial pervasiveness of the contagion. This variable is much more relevant than local mortality rates in accounting for the different regional impact of plague. The article shows that pandemics, and not economic hardship, generated a severe demographic crisis in Italy during the seventeenth century --- at a time when northern European populations were growing quickly. Plague caused a "system shock" to the economy of the Italian peninsula that might be key in understanding the start of its relative decline compared to the emerging northern European countries.

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Guido Alfani
2011 - n° 376 31/01/2011
We analyze forward-induction reasoning in games with asymmetric information assuming some commonly understood restrictions on beliefs. Specifically, we assume that some given restrictions Δ on players' initial or conditional first-order beliefs are transparent, that is, not only the restrictions Δ hold, but there is common belief in Δ at every node. Most applied models of asymmetric information are covered as special cases whereby Δ pins down the probabilities initially assigned to states of nature. But the abstract analysis also allows for transparent restrictions on beliefs about behavior, e.g. independence restrictions or restrictions induced by the context behind the game. Our contribution is twofold. First, we use dynamic interactive epistemology to formalize assumptions that capture foward-induction reasoning given the transparency of Δ, and show that the behavioral implications of these assumptions are characterized by the Δ-rationalizability solution procedure of Battigalli (1999, 2003). Second, we study the differences and similarities between this solution concept and a simpler solution procedure put forward by Battigalli and Siniscalchi (2003). We show that the two procedures are equivalent if Δ is 'closed under compositions', a property that holds in all the applications considered by Battigalli and Siniscalchi (2003). We also show that when Δ is not closed under compositions the simpler solution procedure may fail to characterize the behavioral implications of forward induction reasoning.

Pierpaolo Battigalli and Andrea Prestipino
Keywords: Epistemic game theory, Rationalizability, Forward induction, Transparent restrictions on beliefs
2011 - n° 375 27/01/2011
Interactive epistemology in dynamic games studies forms of strategic reasoning like backward induction and forward induction by formally representing the players' beliefs about each other, conditional on each history. Work on this topic typically relies on epistemic models where states of the world specify both strategies and beliefs. In this literature, strategies are interpreted as objective descriptions of what the players would choose at each history. But the intuitive interpretation of strategy is that of (subjective) contingent plan of action. As players do not delegate their moves to devices that mechanically execute a strategy, plans cannot be anything but beliefs of players about their own behavior. In this paper we analyze strategic reasoning in dynamic games with perfect information by means of epistemic models where behavior is described only by the play path, and players' beliefs include their contingent plans. We define rational planning, a property of beliefs only, and material consistency, which connects plans with choices on the play path. Material rationality is the conjunction of rational planning and material consistency. In perfect information games of depth two, the simplest dynamic games, correct belief in material rationality only implies a Nash outcome, not the backward-induction one. We have to consider stronger assumptions of persistence of belief in material rationality in order to obtain backward induction and forward induction. We relate our work to the existing literature, and we discuss the extension of our analysis to games with imperfect information.


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Pierpaolo Battigalli, Alfredo Di Tillio and Dov Samet
2010 - n° 374 22/12/2010
Trafficking of persons is a serious and very complex issue, although too often neglected, in many developing countries, including the Philippines. We make a first attempt to produce empirical research from the angle of development economists to assess the risk factors for entering into trafficking and evaluate the prospects of reintegration of trafficked victims. We have interviewed young women resident in shelters in the Cebu area and the sample consists of girls 14 years and above living in 12 shelters in the Cebu area. We find that trafficked victims have on average lower levels of education than the non-trafficked girls. Trafficking victims are also more likely to come from larger families. 20 percent of the girls came from households where the mother was absent during the last year she lived with her family. Therefore, as expected, income appears as a main factor of vulnerability. Any policy oriented to create safety nets for families at risk, empowering women, and create better labor opportunities for girls is likely to reduce to probabilities of entering into trafficking. In terms of family dynamics, trafficking victims come from families with relatively more inter-personal conflicts. There is also more prevalence of physical violence in houses where trafficked victims lived. The violent home environment of these vulnerable girls needs to be kept in mind when designing reintegration programs. Using techniques that elicit the expectations that the girls had when leaving their household and then comparing them with what actually happened, we observe that trafficked girls underestimate the cost of leaving the household (in terms of likelihood to get pregnant, ill, use drugs) and overestimate the benefits (in terms of likelihood to marry a foreign man and being able to send back money to the family). Moreover, we also find that friends are the most prevalent mode of recruitment of trafficking while the role of formal recruiters is less important. In our sample, only 27 percent of the girls obtained their job via a recruiter. Information campaigns to explain the danger of the jobs offered could contribute to stopping the trafficking phenomenon. Finally, important insights emerged by looking at inter-temporal preferences and risk preferences of our respondents, where these preferences were elicited using the tools of experimental economics. Former victims of trafficking exhibited a relatively high degree of impatience compared to other girls. On the other hand, both groups were extremely risk averse. These results suggests that an important role should be given, when designing reintegration programs for vulnerable girls – and especially former victims of trafficking – in working on the formation of their expectation, inter-temporal preferences and risk preferences.
Elsa Artadi, Martina Bjorkman, and Eliana La Ferrara
2010 - n° 373 09/12/2010
We derive the analogue of the classic Arrow-Pratt approximation of the certainty equivalent under model uncertainty as defined by the smooth model of decision making under ambiguity of Klibanoff, Marinacci and Mukerji (2005). We study its scope via a portfolio allocation exercise that delivers a tractable mean-variance model adjusted for model uncertainty. In a problem with a risk-free asset, a risky asset, and an ambiguous asset, we find that portfolio rebalancing in response to higher model uncertainty only depends on the ambiguous asset's alpha, setting the performance of the risky asset as benchmark. In addition, the portfolios recommended by our model are not systematically conservative on the share held in the ambiguous asset: indeed, in general, it is not true that greater ambiguity reduces the optimal demand for the ambiguous asset. The analytical tractability of the enhanced Arrow-Pratt approximation renders our model especially well suited for calibration exercises aimed at exploring the consequences of ambiguity aversion on equilibrium asset prices.

'Crises feed uncertainty. And uncertainty affects behaviour, which feeds the crisis.'
Olivier Blanchard, The Economist, January 29, 2009

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Fabio Maccheroni, Massimo Marinacci and Doriana Ruffino
2010 - n° 372 01/12/2010
This paper presents a new model of occupational licensing, where producers are heterogeneous both in their ability or productivity and in the level of the barriers to entry in the profession that they face. The model bears important implications on the effects of liberalization policies that differ dramatically from those implied by the standard model, where heterogeneity is unidimensional in productivity. Specifically, we find that liberalization policies induce higher quality of services if barriers to entry are high for the most able agents. The opposite if such a correlation is low. We test these implications using detailed microdata on Italian lawyers and find a strong effect of the 2006 Italian liberalizing reform on the composition of the outflows from the legal profession. While higher ability lawyers are more likely to leave the profession before the reform, the opposite happens in its aftermaths, consistently with the idea that monopoly power selects high-productivity lawyers out of the profession.

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Michele Pellizzari and Giovanni Pica
2010 - n° 371 01/12/2010
We model a dynamic financial market where traders submit orders either to a limit order book (LOB) or to a Dark Pool (DP). We show that there is a positive liquidity externality in the DP, that orders migrate from the LOB to the DP, but that overall trading volume increases when a DP is introduced. We also demonstrate that DP market share is higher when LOB depth is high, when LOB spread is narrow, when the tick size is large and when traders seek protection from price impact. Further, while inside quoted depth in the LOB always decreases when a DP is introduced, quoted spreads can narrow for liquid stocks and widen for illiquid ones. We also show that traders' interaction with both LOB and DP generates interesting systematic patterns in order ‡ow: dierently from Parlour (1998), the probability of a continuation is greater than that of a reversal only for liquid stocks. In addition, when depth decreases on one side of LOB, liquidity is drained from DP. When a DP is added to a LOB, total welfare as well as institutional traders' welfare increase but only for liquid stocks; retail traders' welfare instead always decreases. Finally, when flash orders provide select traders with information about the state of the DP, we show that more orders migrate from the LOB to the DP, and DP welfare effects are enhanced.

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Sabrina Buti, Barbara Rindi,and Ingrid M. Werner
2010 - n° 370 26/11/2010
A characteristic function-based method is proposed to estimate the time-changed Levy models, which take into account both stochastic volatility and infinite-activity jumps. The method facilitates computation and overcomes problems related to the discretization error and to the non-tractable probability density. Estimation results and option pricing performance indicate that the infiniteactivity model performs better than the finite-activity one. By introducing a jump component in the volatility process, a double-jump model is also investigated.

Junye Lia, Carlo Favero and Fulvio Ortu
Keywords: Empirical characteristic function; Stochastic volatility; Infinite-activity jumps; Option pricing; Continuous GMM
2010 - n° 369 27/10/2010
Why do people have kids in developed societies? We propose an empirical test of two economic theories of fertility - children as "consumption" or "investment" good. We use as a natural experiment the Italian pension reforms of the 90s, which by decreasing expected pension benefits generated a large negative income effect, with a sharp discontinuity across workers. This policy experiment is particularly well suited, since lower future pensions are expected to have differential effects on fertility under the "consumption" and 'investment' theories. Empirical analyses identify a causal, robust positive effect of less generous future pensions on postreform fertility. These findings are consistent with an "old-age security" motive also for contemporary fertility in advanced societies or with the original Becker- Lewis (1973) version of the "consumption" theory, based on the interaction between quantity and quality of children.

Francesco Billari and Vincenzo Galasso
Keywords: old-age security, quantity-quality trade-off, public pension systems,
2010 - n° 368 21/10/2010
Is electoral competition good for political selection? To address this issue, we introduce a theoretical model where ideological parties select and allocate high-valence (experts) and lowvalence (party loyalists) candidates into electoral districts. Voters care about a national policy (e.g., party ideology) and the valence of their district's candidates. High-valence candidates are more costly for the parties to recruit. We show that parties compete by selecting and allocating good politicians to the most contestable districts. Empirical evidence on Italian members of parliament confirms this prediction: politicians with higher ex-ante quality, measured by years of schooling, previous market income, and local government experience, are more likely to run in contestable districts. Indeed, despite being different on average, politicians belonging to opposite political coalitions converge to high-quality levels in close electoral races. Furthermore, politicians elected in contestable districts make fewer absences in parliament, due to a selection effect more than to reelection incentives.

Vincenzo Galasso and Tommaso Nannicini
Keywords: political competition, political selection, probabilistic voting•
2010 - n° 367 19/10/2010
The term structure of the stock market risk, defined as the per period conditional variance of cumulative returns, is measured in the strategic asset allocation literature (e.g. Campbell and Viceira (2002), (2005)) via multi-step ahead predictions from a VAR model of the joint process for one-period returns and their predictor, the dividend-price ratio. In this paper we modify the dynamic dividend growth model to allow for a time varying linearization point driven by the age structure of population. This specification leads to a decomposition of the dividend-price prices into an high volatility little persistence noise component, and a low volatility high persistence information component. The dividend-price ratio is mean reverting toward the time-varying mean and its deviations from it have a predicting power for returns that increases with the horizon. As a result of these two effects, the forward solution of the model delivers a negative sloping term structure of stock market risk. Direct regressions of returns at different horizons on the relevant predictors are much better suited to capture this feature than VAR based multi-period iterated forecasts. This evidence is very little affected by parameters' uncertainty and is robust to the existence of "imperfect predictiors", as a parsimoniuos parameterization is very precisely estimated and no-projections for future variables are needed in the direct regression approach.

Carlo A. Favero and Andrea Tamoni
Keywords: multiperiod iterated forecasts, direct regressions, stock marketrisk, demographics•
2010 - n° 366 21/09/2010
We establish integral representation results for suitably pointwise continuous and comonotonic additive functionals of bounded variation defined on Stone lattices.

2000 Mathematics Subject Classification: Primary 28A12, 28A25, 46G12; Secondary 91B06


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Simone Cerreia-Vioglio, Fabio Maccheroni, Massimo Marinacci and Luigi Montrucchio
2010 - n° 365 01/09/2010
We use a standard quantitative business cycle model with nominal price and wage rigidities to estimate two measures of economic inefficiency in recent U.S. data: the output gap - the gap between the actual and effcient levels of output - and the labor wedge|the wedge between households' marginal rate of substitution and firms' marginal product of labor. We establish three results. (i ) The output gap and the labor wedge are closely related, suggesting that most inefficiencies in output are due to the inecient allocation of labor. (ii ) The estimates are sensitive to the structural interpretation of shocks to the labor market, which is ambiguous in the model. (iii ) Movements in hours worked are essentially exogenous, directly driven by labor market shocks, whereas wage rigidities generate a markup of the real wage over the marginal rate of substitution that is acyclical. We conclude that the model fails in two important respects: it does not give clear guidance concerning the effciency of business cycle fluctuations, and it provides an unsatisfactory explanation of labor market and business cycle dynamics.

Luca Sala, Ulf Soderstrom and Antonella Trigari
Keywords: Business cycles, Efficiency, Labor markets, Monetary Policy
2010 - n° 364 11/06/2010
Recent developments in endogenous growth theory suggest fertility decline in the context of the demographic transition was crucial for achieving long-term growth, and that it was triggered by forces eminently economic in nature. It is then somewhat puzzling that France, which was not as industrialised as other parts of Europe, lead that decline. Taking advantage of the considerable internal heterogeneity, this paper looks within France for some answers. Using dpartement level data for the last quarter of the nineteenth century, it studies the correlates of fertility estimating a 2SLS fixed-effects model. Results confirm the importance of some of the forces suggested by standard fertility choice models. Nevertheless, certain non-economic factors (such as secularisation) -for which I provide new measurements- also explain part of the variation. Spatial dependence turns out as well to be significant in all specifications of the model, suggesting some sort of diffusion was indeed taking place.

Tommy E. Murphy
Keywords: Economic history, France, demographic transition, nineteenth century,fertility decline
2010 - n° 363 11/06/2010
This paper brings the French case into the current debate on Malthusian dynamics in early modern times. In particular, it studies the long-term evolution of aggregate variables, showing that nineteenth century France was hardly a Malthusian world in a strict sense. Homeostasis was maintained throughout the century and there were signs of a strong positive check, but if there was some sort of preventive check, this was not 'written in stone'. The results of both cointegrated VAR and short-run analysis grant a reading where departure from the Malthusian world (if there ever was one) is due to a secular change in the relationship between income, marriages, and births. If this interpretation is correct, the fertility decline was instrumental in the sustained decline in mortalit1y during the century.

Tommy E. Murphy
Keywords: economic history, demographic history (Europe pre-1913), France, demographic economics, fertility, cointegrated VAR, short-run analysis
2010 - n° 362 15/03/2010
Differences in college enrollment rates between poor and rich students are a prevalent phenomenon, but particularly striking in Latin America. The literature suggests explanations such as differences in "college preparedness" on the one hand, in that poor students lack skills that enable them to benefit from college, and "credit constraints" on the other hand. One explanation that has been neglected in this analysis consists of differences in information sets between the poor and the rich - for example about career opportunities-translating into different perceptions of individual returns to college. Data on people's subjective expectations of returns allow to take this factor into account and to directly address the following identification problem: conditional on their information sets poor people might expect low returns and thus decide not to attend. Or they might face high (unobserved) costs that prevent them from attending de-spite high expected returns. Conventional approaches rely on strong assumptions about people's information sets and about how they form expectations to address this identification problem.

Data on people's subjective expectations of returns as well as on their schooling decisions allow me to directly estimate and compare cost distributions of poor and rich individuals. I find that poor individuals require significantly higher expected returns to be induced to attend college, implying that they face higher costs than individuals with wealthy parents. I then test predictions of a model of college attendance choice in the presence of credit constraints, using parental income and wealth as a proxy for the household's (unobserved) interest rate. I find that poor individuals with high expected returns are particularly responsive to changes in direct costs, which is consistent with credit constraints playing an important role. Evaluating potential welfare implications by applying the Local Instrumental Variables approach of Heckman and Vytlacil (2005) to my model, I find that a sizeable fraction of poor individuals would change their decision in response to a reduction in direct costs. Individuals at the margin have expected returns that are as high or higher than the individuals already attending college, suggesting that government policies such as fellowship programs could lead to large welfare gains.

Katja Maria Kaufmann
Keywords: Schooling Choice, Credit Constraints, Subjective Expectations, Marginal Returns to Schooling, Local Instrumental Variables Approach, Mexico
2010 - n° 361 09/02/2010
The currently available empirical evidence shows remarkable differences between various estimates of the effects on U.S output of an exogenous shift in Federal tax liabilities. Shocks identified via the narrative method, imply a multiplier of about three over . an horizon of three years. Tax shocks identified in fiscal VAR models deliver a much smaller multipier of about one. Is this heterogeneity real, or is it simply the result of different approaches to the identification of exogenous shifts in taxes? Or of different specifications of the empirical model used to estimate the tax multiplier? In this paper we reconcile this apparently contradictory evidence by showing that the large multiplier obtained via the narrative identification methods are generated by the choice of a limited information approach in their estimation and not by the different nature of the shocks. Using the shocks identified by a Narrative methods in a multivariate dynamic model delivers estimates of the tax multiplier very much in line with those obtained in the traditional fiscal VAR approach.


Carlo A. Favero and Francesco Giavazzi
Keywords: fiscal policy, public debt, government budget constraint, VARmodels
2010 - n° 360 09/02/2010
This paper documents the existence of a slowly evolving trend in the dividendprice ratio, dpt , determined by a demographic variable, MY : the middle-aged to young ratio. Deviations of dpt from this long-run component explain transitory but persistent fluctuations in stock market returns. The relation between MY and dpt is a prediction of an overlapping generation model. The joint significance of MY and dpt in longhorizon forecasting regressions for market returns explain the mixed evidence on the ability of dpt to predict stock returns and provide a model-based interpretation of statistical corrections for breaks in the mean of this financial ratio.


Carlo A. Favero, Arie E. Gozlukluand Andrea Tamoni
Keywords: dynamic dividend growth model, long run returns predictability, demographics
2010 - n° 359 28/01/2010
We characterize the boundaries of the set of transfers implementing a given allocation rule without imposing any assumptions on the agent's type space or utility function besides quasi-linearity. In particular, we characterize the pointwise largest and the pointwise smallest transfer that implement a given allocation rule and are equal to zero at some prespecied type (extremal transfers). Exploiting the concept of extremal transfers allows us to obtain an exact characterization of the set of all implementable allocation rules (the set of transfers is non-empty) and the set of allocation rules satisfying Revenue Equivalence (the extremal transfers coincide).

Furthermore, we show how the extremal transfers can be put to use in mechanism design problems where Revenue Equivalence does not hold. To this end we rst explore the role of extremal transfers when the agents with type dependent outside options are free to participate in the mechanism. Finally, we consider the question of budget balanced implementation. We show that an allocation rule can be implemented in an incentive compatible, individually rational and ex post budget balanced mechanism if and only if there exists an individually rational extremal transfer scheme that delivers an ex ante budget surplus.

Nenad Kos and Matthias Messner
Keywords: Incentive Compatibility, Revenue Equivalence, Budget Balance, Mechanism Design
2010 - n° 358 18/01/2010
This paper uses a quasi-experimental strategy to disclose utterly political reasons behind the allocation of intergovernmental transfers in a federal state. We apply a regression discontinuity design in close elections to identify the effect of political alignment on federal transfers to municipal governments in Brazil. We find that municipalities where the mayor is affiliated with the coalition of the Brazilian President receive larger (discretionary) infrastructure transfers by about 40% in preelection years. This effect is mainly driven by the fact that the federal government penalizes municipalities run by mayors from the opposition coalition who won by a narrow margin, thereby tying their hands for the next election.

Fernanda Brollo and Tommaso Nannicini
Keywords: federal transfers, political alignment, regression discontinuity
2009 - n° 357 12/01/2010
How to sustain cooperation is a key challenge for any society. Different social organizations have evolved in the course of history to cope with this challenge by relying on different combinations of external (formal and informal) enforcement institutions and intrinsic motivation. Some societies rely more on informal enforcement and moral obligations within their constituting groups. Others rely more on formal enforcement and general moral obligations towards society at large. How do culture and institutions interact in generating different evolutionary trajectories of societal organizations? Do contemporary attitudes, institutions and behavior reflect distinct pre-modern trajectories?

Avner Greif and Guido Tabellini
Keywords: Value, Culture, China, City, Cooperation
2009 - n° 356 17/12/2009
The paper studies the effect of additional government revenues on political corruption and on the quality of politicians, both with theory and data. The theory is based on a version of the career concerns model of political agency with endogenous entry of political candidates. The evidence refers to municipalities in Brazil, where federal transfers to municipal governments change exogenously according to given population thresholds. We exploit a regression discontinuity design to test the implications of the theory and identify the causal effect of larger federal transfers on political corruption and the observed features of political candidates at the municipal level. In accordance with the predictions of the theory, we find that larger transfers increase political corruption and reduce the quality of candidates for mayor.

Fernanda Brollo, Tommaso Nannicini, Roberto Perotti and Guido Tabellini
Keywords: government spending, corruption, political selection
2009 - n° 355 13/11/2009
This paper uses German micro data and a quasi-natural experiment to provide new evidence on the empirical importance of precautionary savings. Our quasi-natural experiment draws on a sharp increase in uncertainty (as reported in a survey of German citizens) observed in the run-up to the 1998 general election. Our estimates are obtained from a diff-in-diff estimator and thus overcome the identification problem that often aects measures of precautionary savings. We find that household saving increases significantly following the increase in uncertainty about the future path of income, suggesting a significant precautionary savings motive. We also analyze households'response in terms of labor market choices: we find evidence of a labor supply response by workers who can use the margin offered by part-time employment. While independent of the reasons why uncertainty increased in the run-up to the election, our results are suggestive of the economic effects of "wars of attrition", i.e. situations in which reforms are delayed because political parties are unable to agree on how the burden of a reform should be shared between various groups in society. Delays in adopting a reform, or the possibilty that a reform, after it has been adopted by one government might be revoked by another, raise uncertainty and induce households to save more: consumption may fall and the economy might slow down for no other reason than political uncertainty.


Francesco Giavazzi and Michael McMahon
Keywords: Precautionary savings; uncertainty and labor supply; wars of attrition
2009 - n° 354 13/11/2009
University tuition typically remains constant throughout years of enrollment while delayed degree completion is an increasing problem for many academic institutions around the world. Theory suggests that if continuation tuition were raised the probability of late graduation would be reduced. Using a Regression Discontinuity Design on data from Bocconi University in Italy, we show that an increase of 1,000 euro in continuation tuition reduces the probability of late graduation by 9.9 percentage points with respect to a benchmark average probability of 80%. We conclude suggesting that an upward sloping tuition profile would be desirable when effort is sub-optimally supplied, for instance in the presence of public subsidies to education, congestion externalities and/or peer effects.

Pietro Garibaldi. Francesco Giavazzi, Andrea Ichino andEnrico Rettore
Keywords: Tuition, Students Performance, Regression Discontinuity
2009 - n° 353 13/11/2009
We study whether cultural attitudes towards gender, the young, and leisure are significant determinants of the evolution over time of the employment rates of women and of the young, and of hours worked in OECD countries. Beyond controlling for a larger menu of policies, institutions and structural characteristics of the economy than has been done so far, our analysis improves upon existing studies of the role of "culture" for labor market outcomes by dealing explicitly with the endogeneity of attitudes, policies and institutions, and by allowing for the persistent nature of labor market outcomes. When we do all this we find that culture still matters for women employment rates and for hours worked. However, policies and other institutional or structural characteristics are also important. Attitudes towards youth independence, however, do not appear to be important in explaining the employment rate of the young. In the case of women employment rates, the policy variable that is significant along with attitudes, is the OECD index of employment protection legislation. For hours worked the policy variables that play a role, along with attitudes, are the tax wedge and unemployment benefits. The quantitative impact of these policy variables is such that changes in policies have at least the potential to undo the eect of variations in cultural traits on labor market outcomes.

Francesco Giavazzi, Fabio Schiantarelli and Michel Serafinelli
Keywords: Culture, Policies, Institutions, Employment, Hours
2009 - n° 352 12/10/2009
We use a transparent statistical methodology for data-driven case studies-synthetic control methods-to investigate the impact of economic liberalization episodes on the pattern of real per capita GDP in a worldwide sample of countries. Economic liberalizations are measured by a widely used indicator that captures the scope of the market in the economy, mainly in terms of openness to international trade. The applied methodology compares the post- liberalization growth of treated (open) economies with the growth of a convex combination of similar but untreated (closed) economies, controlling for time-varying unobservables. We find that opening up the economy had a positive effect in most regions that we can analyze in our framework, but we note that more recent liberalizations (after 1990), mainly in Africa, had no significant impact on growth, indicating an early bird gain from globalization.

Andreas Billmeier and Tommaso Nannicini
Keywords: conomic liberalization, trade openness, growth, synthetic control methods
2009 - n° 351 01/09/2009
This paper studies the case where a game is played in a particular context. The context influences what beliefs players hold. As such, it may affect forward induction reasoning: If players rule out specific beliefs, they may not be able to rationalize observed behavior. The effects are not obvious. Context-laden forward induction may allow outcomes precluded by context-free forward induction. At the formal level, forward induction and contextual reasoning are defined within an epistemic structure. In particular, we represent contextual forward induction reasoning as rationality and common strong belief of rationality"(RCSBR) within an arbitrary type structure. (The concept is due to Battigalli-Siniscalchi [6, 2002].) We ask: What strategies are consistent with RCSBR (across all type structures)? We show that the RCSBR is characterized by a solution concept we call Extensive Form Best Response Sets (EFBRS's). We go on to study the EFBRS concept in games of interest.

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Pierpaolo Battigalli and Amand Friedenberg
2009 - n° 350 01/09/2009
We use the time series of shifts in U.S. taxes constructed by Romer and Romer to estimate tax multipliers. Differently from the single-equation approach adopted by Romer and Romer, our estimation strategy (a Var that includes output, government spending and revenues, inflation and the nominal interest rate) does not rely upon the assumption that tax shocks are orthogonal to each other as well as to lagged values of other macro variables. Our estimated multiplier is much smaller: one, rather than three at a three-year horizon. When we split the sample in two sub-samples (before and after 1980) we find, before 1980, a multiplier whose size is never greater than one, after 1980 a multiplier not significantly different from zero. Following the findings in Bohn (1998), we also experiment with a model that includes debt and the non-linear government budget constraint. We find that, while in general not very important, the non-linearity that arises from the budget constraint makes a difference after 1980, when the response offiscal variables to the level of the debt becomes stronger.

Carlo Favero and Francesco Giavazzi
Keywords: fiscal policy, public debt, government budget constraint, VAR models
2009 - n° 349 28/04/2009
We analyze optimal policy design when firms' research activity may lead to socially harmful innovations. Public intervention, affecting the expected profitability of innovation, may both thwart the incentives to undertake research (average deterrence) and guide the use to which innovation is put (marginal deterrence). We show that public intervention should become increasingly stringent as the probability of social harm increases, switching First from laissez-faire to a penalty regime, then to a lenient authorization regime, and finally to a strict one. In contrast, absent innovative activity, regulation should rely only on authorizations, and laissez-faire is never optimal. Therefore, in innovative industries regulation should be softer.

Giovanni Immordino, Marco Pagano and Michele Polo
Keywords: innovation, liability for harm, safety regulation, authorization
2009 - n° 348 16/03/2009
We compare single round vs runoff elections under plurality rule, allowing for partly endogenous party formation. Under runoff elections, the number of political candidates is larger, but the influence of extremist voters on equilibrium policy and hence policy volatility are smaller, because the bargaining power of the political extremes is reduced compared to single round elections. The predictions on the number of candidates and on policy volatility are confirmed by evidence from a regression discontinuity design in Italy, where cities above 15,000 inhabitants elect the mayor with a runoff system, while those below hold single round elections.


Massimo Bordignon, Tommaso Nannicini and Guido Tabellini
2008 - n° 347 19/12/2008
I study the coexistence of formal and informal finance in underdeveloped credit markets. Formal banks have access to unlimited funds but are unable to control the use of credit. Informal lenders can prevent non-diligent behavior but often lack the needed capital. The model implies that formal and informal credit can be either complements or substitutes. The model also explains why weak legal institutions raise the prevalence of informal finance in some markets and reduce it in others, why financial market segmentation persists, and why informal interest rates can be highly variable within the same sub economy.


Andreas Madestam
Keywords: Credit markets; Financial development; Institutions; Market structure
2008 - n° 346 17/12/2008
The wage paid to elected officials affects both the choice of citizens to run for office and the performance of those who are appointed. On the one hand, if skilled individuals shy away from politics because of higher opportunities in the private sector, an increase in politicians' pay may change their mind. On the other hand, if the reelection prospects of incumbents depend on their in-office deeds, a higher wage may foster performance. We use data on all Italian municipalities from 1993 to 2007 to test these hypotheses in a quasi-experimental framework. In Italy, the wage of the mayor depends on population size and sharply increases at nine thresholds. We apply a regression discontinuity design to two thresholds that uniquely identify a wage increase (1,000 and 5,000 inhabitants) to control for unobservable town characteristics. Exploiting the existence of a two-term limit, we further disentangle the composition from the incentive component of the impact of the wage on performance. The empirical results show that a higher wage attracts more educated and high-skilled candidates, and that better paid politicians lessen the government machinery by reducing per-capita taxes, tariffs, and current expenditure, while leaving investments unchanged. Importantly, most of the performance effect is driven by the selection of better candidates, rather than the incentive to be reelected.


Stefano Gagliarducci and Tommaso Nannicini
Keywords: political selection, efficiency wage, term limit, local finance, regression discontinuity design
2008 - n° 345 01/12/2008
The dynamic dividend growth model (Campbell&Shiller, 1988) linking the log dividend yield to future expected dividend growth and stock market returns has been extensively used in the literature for forecasting stock returns. The empirical evidence on the performance of the model is mixed as its strength varies with the sample choice. This model is derived on the assumption of stationary dpt, dividend-yield. The empirical validity of such hypothesis has been challenged in recent literature (Lettau&Van Nieuwerburgh, 2007) with strong evidence on a time varying mean, due to breaks, in this financial ratio. In this paper, we show that the slowly evolving mean toward which the dividend price ratio is reverting is determined by demographic factors. We also show that a forecasting model based on demographics and a demand factor as captured by excess consumption in the sense of Lettau and Ludvigson(2004) overperforms virtually all alternative models proposed in the empirical literature in the framework of the dynamic dividend growth model. Finally, we exploit the predictability of demographic factors to project the equity risk premium up to 2050.


Andrea Tamoni, Arie E.Gozluklu and Carlo A.Favero
Keywords: dynamic dividend growth model, demographics, cointegration, forecasting stock market returns
2008 - n° 344 18/11/2008
This paper investigates whether or not the adoption of the Euro has
facilitated the introduction of structural reforms, defined as deregulation
in the product markets and liberalization and deregulation in the labor
markets. After reviewing the theoretical arguments that may link the
adoption of the Euro and structural reforms, we investigate the empirical
evidence. We find that the adoption of the Euro has been associated with
an acceleration of the pace of structural reforms in the product market.
The adoption of the Euro does not seem to have accelerated labor market
reforms in the "primary labor market;" however, the run up to the Euro
adoption seems to have been accompanied by wage moderation. We also
investigate issues concerning the sequencing of goods and labor market
reforms.

Alberto Alesina, Silvia Ardagna and Vincenzo Galasso
Keywords: Euro, structural reforms, deregulation, European labor markets
2008 - n° 343 07/10/2008
Why do people have kids in developed societies? We propose an empirical test of
two alternative theories - children as consumption vs. investment good. We use
as a natural experiment the Italian pension reforms of the 90s that introduced a clear
discontinuity in the treatment across workers. This policy experiment is particularly
well suited, since the consumption motive predicts lower future pensions to reduce
fertility, while the old-age security to increase it. Our empirical analysis identifies
a clear and robust positive effect of less generous future pensions on post-reform
fertility. These findings are consistent with old-age security even for contemporary
fertility.

Francesco C. Billari and Vincenzo Galasso
Keywords: old-age security, public pension systems, fertility, altruism
2008 - n° 342 16/09/2008
In a stochastic two-period OLG model, featuring an aggregate shock to the economy,
ex-ante optimality requires intergenerational risk sharing. We compare the level
of time-consistent intergenerational risk sharing chosen by a social planner and by office
seeking politicians. In the political setting, the transfer of resources across generations
- a PAYG pension system - is determined as a Markov equilibrium of a probabilistic
voting game. Negative shocks represented by low realized returns on the risky asset
induce politicians to compensate the old through a PAYG system. Unless the young are
crucial to win the election, this political system generates more intergenerational risk
sharing than the (time consistent) social optimum. In particular, these transfers are
more persistent and less responsive to the realization of the shock than optimal. This is
because politicians anticipate their current transfers to the elderly to be compensated
through offsetting transfers by future politicians, and thus have an incentive to overspend.
Perhaps surprisingly, aging increases the socially optimal transfer but makes
politicians less likely to overspend, by making it more costly for future politicians to
compensate the current young.

Marcello DAmato and Vincenzo Galasso
Keywords: Pension Systems, Markov equilibria, social optimum
2008 - n° 341 29/08/2008

We develop and estimate a medium scale macroeconomic model that allows for unemployment
and staggered nominal wage contracting. In contrast to most existing quantitative models,
employment adjustment is on the extensive margain and the employment of existing workers is
efficient. Wage rigidity, however, affects the hiring of new workers. The former is introduced
via the staggered Nash bargaing setup of Gertler and Trigari (2006). A robust finding is that
the model with wage rigidity provides a better description of the data than does a flexible wage
version. Overall, the model fits the data roughly as well as existing quantitative macroeconomic
models, such as Smets and Wouters (2007) or Christiano, Eichenbaum and Evans (2005). More
work is necessary, however, to ensure a robust identification of the key labor market parameters.

Mark Gertler, Luca Sala and Antonella Trigari
2008 - n° 340 01/07/2008
We use an interactive epistemology framework to provide a systematic analysis of some solu- tion concepts for games with asymmetric information. We characterize solution concepts using expressible epistemic assumptions, represented as events in the canonical space generated by primitive uncertainty about the payoff relevant state, payoff irrelevant information, and actions. In most of the paper we adopt an interim perspective, which is appropriate to analyze genuine incomplete information. We relate Delta-rationalizability (Battigalli and Siniscalchi, 2003) to interim correlated rationalizability (Dekel, Fudenberg, and Morris, 2007) and to rationalizability in the interim strategic form. We also consider the ex ante perspective, which is appropriate to ana- lyze asymmetric information about an initial chance move. We prove the equivalence between interim correlated rationalizability and an ex ante notion of correlated rationalizability.

Pierpaolo Battigalli, Alfredo Di Tillio, Edoardo Grillo and Antonio Penta
Keywords: asymmetric information, type spaces, Bayesian games, rationalizability
2008 - n° 339 04/04/2008
We study the relation between the off-shoring of intermediates and services
and productivity growth in the Italian manufacturing industries in 1995-2003.
Our results indicate that the off-shoring of intermediates within the same
industry (narrow off-shoring) is beneficial for productivity growth, while
the off-shoring of services is not. We also find that the way in which off-
shoring is measured may matter considerably. The positive relation between off-
shoring of intermediates and productivity growth is there with our direct
measures based on input-output data but disappears when either a broad measure
or the Feenstra-Hanson off-shoring measure employed in other studies are used
instead.

Francesco Daveri and Cecilia Jona-Lasinio
Keywords: Off-shoring; productivity growth; Italy's decline; Manufacturing
2008 - n° 338 04/04/2008
We consider a model in which voters over time receive more information about
their preferences concerning an irreversible social decision. Voters can either implement
the project in the first period, or they can postpone the decision to the
second period. We analyze the effects of different majority rules. Individual first
period voting behavior may become "less conservative" under supermajority rules,
and it is even possible that a project is implemented in the first period under a
supermajority rule that would not be implemented under simple majority rule.
We characterize the optimal majority rule, which is a supermajority rule. In
contrast to individual investment problems, society may be better off if the option
to postpone the decision did not exist. These results are qualitatively robust to
natural generalizations of our model.

Matthias Messner and Mattias K. Polborn
Keywords: supermajority rules, information, investment, option value
2008 - n° 337 26/03/2008
We analyze the effect of judicial errors on the innovative activity of firms.
If successful, the innovative effort allows to take new actions that may be ex-post wel-
fare enhancing (legal) or decreasing (illegal). Deterrence in this setting works by affecting
the incentives to invest in innovation (average deterrence). Type-I errors, through over-
enforcement, discourage innovative effort while type-II errors (under-enforcement) spur it.
The ex-ante expected welfare effect of innovations shapes the optimal policy design. When
innovations are ex-ante welfare improving, laissez-faire is chosen. When innovations are
instead welfare decreasing, law enforcement should limit them through average deterrence.
We consider several policy environments differing in the instruments available. Enforcement
effort is always positive and fines are (weakly) increasing in the social loss of innovations. In
some cases accuracy is not implemented, contrary to the traditional model where it always
enhances (marginal) deterrence, while in others it is improved selectively only on type-II
errors (asymmetric protocols of investigation).

Giovanni Immordino and Michele Polo
Keywords: norm design, innovative activity, enforcement, errors
2008 - n° 336 25/03/2008
In 2003 the Brazilian central government (CG) launched an anti-corruption program. Since then municipalities have been randomly selected to be audited on a monthly basis. Evidence in the literature suggests that the probability of re-election of an incumbent mayor decreases as the number of reported corruption violations rises before the municipal elections. By exploiting the exogenous variation in the timing of the release of the audit reports and the Brazilian institutional scheme, this paper sheds light on the mechanisms through which the Brazilian anti-corruption program functions. After the release of the audit reports, municipalities where more than two corruption violations were reported receive 26% fewer transfers from the CG. Total expenditure on infrastructure is also reduced. While the CG increases the amount of transfers to municipalities where the mayor is both affiliated with the partys president and found to be honest, it helps politically aligned municipalities with high levels of released corruption to move through the punishment process more quickly. The effects of the dissemination of corruption information on the probability of re-election of incumbent mayors seem to gradually disappear with time. Yet, when these effects have completely faded and voters have time to feel the consequences of receiving fewer transfers, the probability of re-election of corrupt politicians decreases.

Fernanda Brollo
Keywords: Intergovernmental transfers, corruption, accountability, decentralization
2008 - n° 335 12/02/2008
This paper brings together several important strands of the econometrics literature: errorcorrection,
cointegration and dynamic factor models. It introduces the Factor-augmented Error
Correction Model (FECM), where the factors estimated from a large set of variables in levels
are jointly modelled with a few key economic variables of interest. With respect to the standard
ECM, the FECM protects, at least in part, from omitted variable bias and the dependence of
cointegration analysis on the specific limited set of variables under analysis. It may also be in
some cases a refinement of the standard Dynamic Factor Model (DFM), since it allows us to
include the error correction terms into the equations, and by allowing for cointegration prevent
the errors from being non-invertible moving average processes. In addition, the FECM is a
natural generalization of factor augmented VARs (FAVAR) considered by Bernanke, Boivin and
Eliasz (2005) inter alia, which are specified in first differences and are therefore misspecified in
the presence of cointegration. The FECM has a vast range of applicability. A set of Monte Carlo
experiments and two detailed empirical examples highlight its merits in finite samples relative to
standard ECM and FAVAR models. The analysis is conducted primarily within an in-sample
framework, although the out-of-sample implications are also explored.

Anindya Banerjee and Massimiliano Marcellino
Keywords: Dynamic FactorModels, Error CorrectionModels, Cointegration, Factor-augmented Error Correction Models, VAR, FAVAR
2008 - n° 334 12/02/2008
We conduct a detailed simulation study of the forecasting performance of
diffusion index-based methods in short samples with structural change. We
consider several data generation processes, to mimic different types of
structural change, and compare the relative forecasting performance of factor
models and more traditional time series methods. We find that changes in the
loading structure of the factors into the variables of interest are extremely
important in determining the performance of factor models. We complement
the analysis with an empirical evaluation of forecasts for the key
macroeconomic variables of the Euro area and Slovenia, for which relatively
short samples are officially available and structural changes are likely. The
results are coherent with the findings of the simulation exercise, and confirm
the relatively good performance of factor-based forecasts also in short samples
with structural change.

Anindya Banerjee, Massimiliano Marcellino and Igor Masten
Keywords: Factor models, forecasts, time series models, structural change, shortsamples, parameter uncertainty
2008 - n° 333 12/02/2008
This paper compares different ways to estimate the current state of the economy using factor
models that can handle unbalanced datasets. Due to the different release lags of business cycle
indicators, data unbalancedness often emerges at the end of multivariate samples, which is some-
times referred to as the 'ragged edge' of the data. Using a large monthly dataset of the German
economy, we compare the performance of different factor models in the presence of the ragged edge:
static and dynamic principal components based on realigned data, the Expectation-Maximisation
(EM) algorithm and the Kalman smoother in a state-space model context. The monthly factors
are used to estimate current quarter GDP, called the 'nowcast', using different versions of what
we call factor-based mixed-data sampling (Factor-MIDAS) approaches. We compare all possible
combinations of factor estimation methods and Factor-MIDAS projections with respect to now-
cast performance. Additionally, we compare the performance of the nowcast factor models with
the performance of quarterly factor models based on time-aggregated and thus balanced data,
which neglect the most timely observations of business cycle indicators at the end of the sample.
Our empirical findings show that the factor estimation methods don't differ much with respect
to nowcasting accuracy. Concerning the projections, the most parsimonious MIDAS projection
performs best overall. Finally, quarterly models are in general outperformed by the nowcast factor
models that can exploit ragged-edge data.

Massimiliano Marcellino and Christian Schumacher
Keywords: nowcasting, business cycle, large factor models, mixed-frequency data, missing values, MIDAS
2008 - n° 332 28/01/2008
A reduction in income tax rates generates substantial dynamic responses within the frame-
work of the standard neoclassical growth model. The short-run revenue loss after an in-
come tax cut is partly -- or, depending on parameter values, even completely -- offset
by growth in the long-run, due to the resulting incentives to further accumulate capital.
We study how the dynamic response of government revenue to a tax cut changes if we
allow a Ramsey economy to engage in international trade: the open economy's ability to
reallocate resources between labor-intensive and capital-intensive industries reduces the
negative effect of factor accumulation on factor returns, thus encouraging the economy to
accumulate more than it would do under autarky. We explore the quantitative implica-
tions of this intuition for the US in terms of two issues recently treated in the literature:
dynamic scoring and the Laffer curve. Our results demonstrate that international trade
enhances the response of government revenue to tax cuts by a relevant amount. In our
benchmark calibration, a reduction in the capital-income tax rate has virtually no effect
on government revenue in steady state.

Alejandro Cuat, Szabolcs Dek and Marco Maffezzoli
Keywords: international trade, Heckscher-Ohlin, dynamic macroeconomics, taxation, revenue estimation, Laffer Curve
2008 - n° 331 15/01/2008
This paper studies monetary policy in the Euro area looking at the
variable most directly related to current and expected monetary policy,
the yield on long term government bonds. We find that the level of longterm
rates in Europe is almost entirely explained by U.S. shocks and by
the systematic response of U.S. and European variables (inflation, short
term rates and the output gap) to these shocks. Our results suggest in
particular that U.S. variables are more important than local variables
in the policy rule followed by European monetary authorities: this was
true for the Bundesbank before EMU and has remained true for the
ECB, at least so far. Using closed economy models to analyze monetary
policy in the Euro is thus inconsistent with the empirical evidence on the
determinants of Euro area long-term rates. It is also inconsistent with
the way the Governing Council of the ECB appears to make actual policy
decisions.

Carlo Favero and Francesco Giavazzi
Keywords: Euro area, long-term rates, monetary policy
2007 - n° 330 22/11/2007
How and why does distant political and economic history shape
the functioning of current institutions? This paper argues that individual
values and convictions about the scope of application of norms
of good conduct provide the "missing link". Evidence from a variety
of sources points to two main findings. First, individual values consistent
with generalized (as opposed to limited) morality are widespread
in societies that were ruled by non-despotic political institutions in
the distant past. Second, well functioning institutions are often observed
in countries or regions where individual values are consistent
with generalized morality, and under different identifying assumptions
this suggests a causal effect from values to institutional outcomes. The
paper ends with a discussion of the implications for future research.

Guido Tabellini
Keywords: culture, institutions, growth, political economy
2007 - n° 329 19/11/2007
This chapter concentrates on the Econometrics of Monetary Policy. We describe
the evolution of models estimated to evaluate the macroeconomic impact of the
effect of monetary policy . We argue that the main challenge for the
econometrics of monetary policy is the combination of theoretical models and
information from the data to construct empirical models. The failure of the
large econometrics models at the beginning of the 1970s might be explained by
their incapability of taking proper account of both these aspects. The great
critiques by Lucas and Sims have generated an alternative approach which, at
least initially, has been almost entirely dominated by theory. The LSE
approach has instead concentrated on the properties of the statistical models
and on the best way of incorporating information from the data into the
empirical models, paying little attention to the economic foundation of the
adopted specification. The realization that the solution of a DSGE model can
be approximated by a restricted VAR, which is also a statistical model, has
generated a potential link between the two approaches. The open question is
which type of VARs are most appropriate for the econometric analysis of
monetary policy.

Carlo A. Favero
Keywords: Econometrics, Monetary Policy, identification, DSGE, VAR, FAVAR
2007 - n° 328 04/10/2007
What explains the range of situations in which individuals cooperate?
This paper studies a theoretical model where individuals respond
to incentives but are also influenced by norms of good conduct inherited
from earlier generations. Parents rationally choose what values to
transmit to their offspring, and this choice is influenced by the quality
of external enforcement and the pattern of likely future transactions.
The equilibrium displays strategic complementarities between values
and current behavior, which reinforce the effects of changes in the
external environment. Values evolve gradually over time, and if the
quality of external enforcement is chosen under majority rule, there is
histeresis: adverse initial conditions may lead to a unique equilibrium
path where external enforcement remains weak and individual values
discourage cooperation.

Guido Tabellini
Keywords: culture, cooperation, institutions, cultural transmission
2007 - n° 327 03/09/2007

This paper reconsiders the developments of model evaluation in macroeconometrics over the last forty years. Our analysis starts from the failure of early empirical macroeconomic models caused by stagflation in the seventies. The different diagnosis of this failure are then analyzed to classify them in two groups: explanations related to problems in the theoretical models that lead to problems in the identification of the relevant econometric model and explanations related to problems in the underlying statistical model that lead to misspecification of the relevant econometric model. Developments in macroeconometric model evaluation after the failure of the Cowles foundation models are then discussed to illustrate how the different critiques have initiated different approaches in macroeconometrics. The evolution of what has been considered the consensus approach to macroeconometric model evaluation over the last thirty years is then followed. The criticism moved to Cowles foundation models in the early seventies might apply almost exactly to DSGE-VAR model evaluation in the first decade of
the new millenium. However, the combination of general statistical model, such as a Factor Augmented VAR, with a DSGE model seems to produce forecasts that perform better than those based exclusively on the theoretical and on the statistical model.

Carlo A. Favero
Keywords: Macroeconometrics, Model Evaluation
2007 - n° 326 09/07/2007
In response to extensive corruption in the education sector, the Government
of Uganda began to publish newspaper ads on the timing and amount of funds
disbursed to the districts. The intent of the campaign was to boost schools' and
parents' ability to monitor the local officials in charge of disbursing funds to the
schools. The mass information campaign was successful. But since newspaper
penetration varies greatly across districts, the exposure to information about the
program, and thus funding, dier across districts. I use this variation in program
exposure between districts to evaluate whether public funds have an effect on
student performance. The results show that money matters: On average, stu-
dents in districts highly exposed to the information campaign, and hence to the
grant program, scored 0.40 standard deviations better in the Primary Leaving
Exam (PLE) than students in districts less exposed to information. The results
are robust to controlling for a broad range of confounding factors.

Martina Bjrkman
Keywords: Primary education; Capitation grant; Test scores; Uganda
2007 - n° 325 03/07/2007
We examine the effect of trust on financial investment and contracting decisions in a micro-economic environment where trust is exogenous. Using hand-collected data on European venture capital, we show that the Eurobarometer measure of trust among nations significantly affects investment decisions. This holds even after controlling for investor and company fixed effects, geographic distance, information and transaction costs. The national identity of venture capital firms' individual partners further contributes to the effect of trust. Education and work experience reduce the effect of trust but do not eliminate it. We also examine the relationship between trust and sophisticated contracts involving contingent control rights and find that, even after controlling for endogeneity, they are complements, not substitutes.

Laura Bottazzi, Marco Da Rin and Thomas Hellmann
Keywords: Venture Capital, Social Capital, Trust, Financial Contracts, Corporate Governance
2007 - n° 324 29/06/2007
Dynamic Stochastic General Equilibrium (DSGE) models are now con-
sidered attractive by the profession not only from the theoretical perspec-
tive but also from an empirical standpoint. As a consequence of this
development, methods for diagnosing the fit of these models are being
proposed and implemented. In this article we illustrate how the concept
of statistical identification, that was introduced and used by Spanos(1990)
to criticize traditional evaluation methods of Cowles Commission models,
could be relevant for DSGE models. We conclude that the recently pro-
posed model evaluation method, based on the DSGE - VAR(λ), might not satisfy
the condition for statistical identification. However, our appli-
cation also shows that the adoption of a FAVAR as a statistically identified
benchmark leaves unaltered the support of the data for the DSGE model
and that a DSGE-FAVAR can be an optimal forecasting model.

Agostino Consolo, Carlo A. Favero andAlessia Paccagnini
Keywords: Bayesian analysis; Dynamic stochastic general equilibrium model; Model evaluation, Statistical Identification, Vector autoregression, Factor-Augmented Vector Autoregression
2007 - n° 323 01/06/2007
The paper explores the determinants of yield differentials between sovereign
bonds in the Euro area. There is a common trend in yield differentials, which
is correlated with a measure of aggregate risk. In contrast, liquidity differentials
display sizeable heterogeneity and no common factor. We propose a simple model
with endogenous liquidity demand, where a bond's liquidity premium depends both
on its transaction cost and on investment opportunities. The model predicts that
yield differentials should increase in both liquidity and risk, with an interaction
term of the opposite sign. Testing these predictions on daily data, we find that
the aggregate risk factor is consistently priced, liquidity differentials are priced for
a subset of countries, and their interaction with the risk factor is in line with the
model's prediction and crucial to detect their effect.

Carlo Favero, Marco Pagano and Ernst-Ludwig von Thadden
2007 - n° 322 17/05/2007

We estimate the effect of political regime transitions on growth with semi-parametric methods, combining difference in differences with
matching, that have not been used in macroeconomic settings. Our semi-parametric estimates suggest that previous parametric estimates
may have seriously underestimated the growth effects of democracy. In particular, we find an average negative effect on growth of leav-
ing democracy on the order of -2 percentage points implying effects on income per capita as large as 45 percent over the 1960-2000 panel.
Heterogenous characteristics of reforming and non-reforming countries appear to play an important role in driving these results.

Torsten Persson and Guido Tabellini
2007 - n° 321 19/03/2007
Development accounting exercises based on an aggregate production function find tech-
nology is biased in favor of a country's abundant production factors. We provide an expla-
nation to this finding based on the Heckscher-Ohlin model. Countries trade and specialize
in the industries that use intensively the production factors they are abundantly endowed
with. For given factor endowment ratios, this implies smaller international differences in
factor price ratios than under autarky. Thus, when measuring the factor bias of technol-
ogy with the same aggregate production function for all countries, they appear to have
an abundant-factor bias in their technologies.

Alejandro Cuat and Marco Maffezzoli
Keywords: International Trade, Heckscher-Ohlin, Simulation, Development Account-ing
2007 - n° 320 12/03/2007
In this paper we analyze a novel dataset of Business and Consumer Surveys, using dynamic
factor techniques, to produce composite coincident indices (CCIs) at the sectoral
level for the European countries and for Europe as a whole. Few CCIs are available
for Europe compared to the US, and most of them use macroeconomic variables and
focus on aggregate activity. However, there are often delays in the release of macroeconomic
data, later revisions, and differences in the definition of the variables across
countries, while the surveys are timely available, not subject to revision, and fully comparable
across countries. Moreover, there are substantial discrepancies in activity at
the sectoral level, which justifies the interest in a sectoral disaggregation. Compared
to the Confidence Indicators produced by the European Commission, which are based
on a simple average of the aggregate survey answers, we show that factor based CCIs,
using survey answers at a more disaggregate level, produce higher correlation with the
reference series for the majority of sectors and countries.

Andrea Carriero and Massimiliano Marcellino
Keywords: Coincident Indicators, Business and Consumer Surveys, Sectors, DynamicFactor Models
2007 - n° 319 12/03/2007
Monitoring the current status of the economy is quite relevant for policy making
but also for the decisions of private agents, consumers and firms. Since it is difficult
to identify a single variable that provides a good measure of current economic
conditions, it can be preferable to consider a combination of several coincident indicators,
i.e., a composite coincident index (CCI). In this paper, we review the main
statistical techniques for the construction of CCIs, propose a new pooling-based
method, and apply the alternative techniques for constructing CCIs for the largest
European countries in the euro area and for the euro area as a whole. We find that
different statistical techniques yield comparable CCIs, so that it is possible to reach
a consensus on the status of the economy.

Andrea Carriero and Massimiliano Marcellino
Keywords: Business Cycles, Leading Indicators, Coincident Indicators, TurningPoints, Forecasting
2007 - n° 318 27/02/2007
This paper addresses the issue of forecasting the term structure.
We provide a unified state-space modelling framework that encom-
passes different existing discrete-time yield curve models. within such
framework we analyze the impact on forecasting performance of two
crucial modelling choices, i.e. the imposition of no-arbitrage restric-
tions and the size of the information set used to extract factors. Using
US yield curve data, we find that: a. macro factors are very useful in
forecasting at medium/long forecasting horizon; b. financial factors
are useful in short run forecasting; c. no-arbitrage models are effec-
tive in shrinking the dimensionality of the parameter space and, when
supplemented with additional macro information, are very effective in
forecasting; d. within no-arbitrage models, assuming time-varying risk
price is more favorable than assuming constant risk price for medium
horizon-maturity forecast when yield factors dominate the informa-
tion set, and for short horizon and long maturity forecast when macro
factors dominate the information set; e. however, given the complex-
ity and the highly non-linear parameterization of no-arbitrage models,
it is very difficult to exploit within this type of models the additional
information offered by large macroeconomic datasets.

Carlo Favero , Linlin Niu and Luca Sala
Keywords: Yield curve, term structure of interest rates, forecast-ing, large data set, factor models
2007 - n° 317 09/01/2007
Empirical investigations of the effects of fiscal policy shocks share
a common weakness: taxes, government spending and interest rates
are assumed to respond to various macroeconomic variables but not
to the level of the public debt; moreover the impact of fiscal shocks
on the dynamics of the debt-to-GDP ratio are not tracked. We ana-
lyze the effects of fiscal shocks allowing for a direct response of taxes,
government spending and the cost of debt service to the level of the
public debt. We show that omitting such a feedback can result in
incorrect estimates of the dynamic effects of fiscal shocks. In par-
ticular the absence of an effect of fiscal shocks on long-term interest
rates-a frequent finding in research based on VAR's that omit a debt
feedback-can be explained by their mis-specification, especially over
samples in which the debt dynamics appears to be unstable. Using
data for the U.S. economy and the identification assumption proposed
by Blanchard and Perotti (2002) we reconsider the effects of fiscal
policy shocks correcting for these shortcomings.


Carlo Favero and Francesco Giavazzi
Keywords: fiscal policy, public debt, government budget con- straint, VAR models
2006 - n° 316 13/12/2006
monetary policy in an estimated, semi-structural, small-open-economy model of the
U.K. Compared to the closed economy, the presence of an exchange rate channel for
monetary policy not only produces new trade-offs for monetary policy, but it also
introduces an additional source of specification errors. We find that exchange rate
shocks are an important contributor to volatility in the model, and that the exchange
rate equation is particularly vulnerable to model misspecification, along with the
equation for domestic inflation. However, when policy is set with discretion, the
cost of insuring against model misspecification appears reasonably small.

Richard Dennis, Kai Leitemo and Ulf Soderstrom
Keywords: political equilibria, aging, postponing retirement
2006 - n° 315 05/10/2006
Conventional economic wisdom suggests because of the aging process, social security
systems will have to be retrenched. In particular, retirement age will have to be largely
increased. Yet, is this policy measure feasible in OECD countries? Since the answer
belongs mainly to the realm of politics, I evaluate the political feasibility of postponing
retirement under aging in France, Italy, the UK, and the US. Simulations for the year
2050 steady state demographic, economic and political scenario suggest that retirement
age will be postponed in all countries, while the social security contribution rate will
rise in all countries, but Italy. The political support for increasing the retirement age
stems mainly from the negative income effect induced by aging, which reduces the
profitability of the existing social security system, and thus the individuals net social
security wealth.

Vincenzo Galasso
Keywords: political equilibria, aging, postponing retirement
2006 - n° 314 03/10/2006
We model an enforcement problem where firms can take a known and lawful
action or seek a profitable innovation that may enhance or reduce welfare. The legislator
sets fines calibrated to the harmfulness of unlawful actions. The range of fines defines norm
flexibility. Expected sanctions guide firms' choices among unlawful actions (marginal deter-
rence) and/or stunt their initiative altogether (average deterrence). With loyal enforcers,
maximum norm flexibility is optimal, so as to exploit both marginal and average deterrence.
With corrupt enforcers, instead, the legislator should prefer more rigid norms that prevent
bribery and misreporting, at the cost of reducing marginal deterrence and stunting private
initiative. The greater is potential corruption, the more rigid the optimal norms.

Giovanni Immordino, Marco Pagano andMichele Polo
Keywords: norm design, initiative, enforcement, corruption
2006 - n° 313 26/09/2006
The goal of this paper is to characterize a measure of diversity among individu-
als, which we call generalized fractionalization index, that uses information on similarities
among individuals. We show that the generalized index is a natural extension of the
widely used ethno-linguistic fractionalization index and is alsosimple tocompute. The
paper offers some empirical illustrations on how the new index can be operationalized and
what difference it makes as compared to standard indices. These applications pertain to
the pattern of diversity in the United States across states. Journal of Economic Literature

Walter Bossert,Conchita DAmbrosio andEliana La Ferrara
Keywords: Diversity, Similarity, Ethno-Linguistic Fractionalization
2006 - n° 312 21/07/2006
We study the relationship between the term structure of interest rates and
fiscal policy by considering the Italian case. Empirical analysis has been so
far rather inconclusive on this important topic. We abscribe such evidence
to three problems: identification, regime-switching and maturity effects. All
these aspects are particularly relevant to the Italian case.
We propose a parsimonious model with three factors to
represent the whole yield curve, and we consider yield
differentials between Italian and German Government bonds.
To take into account the possibility of regime-switching, we explicitly include
a hidden two-state Markov chain that represents market expectations. The
model is estimated using Bayesian econometric techniques. We find that government
debt and its evolution significantly influence the yield of government
bonds, that such effects are maturity dependent and regime-dependent. Hence
when investigating the effect of fiscal policy on the term-structure it is of crucial
importance to allow for multiple regimes in the estimation.

Kewords: Fiscal Policy, Term Structure, regime switching, Bayesian estimation

Carlo Favero and Stefano W. Giglio
2006 - n° 311 09/06/2006
This paper extends Savage's subjective approach to probability and
utility from decision problems under exogenous uncertainty to choice in strategic
environments. Interactive uncertainty is modeled both explicitly - using
hierarchies of preference relations, the analogue of beliefs hierarchies
implicitly - using preference structures, the analogue of type spaces la
Harsanyi - and it is shown that the two approaches are equivalent.
Preference structures can be seen as those sets of hierarchies arising when certain
restrictions on preferences, along with the players' common certainty of
the restrictions, are imposed. Preferences are a priori assumed to satisfy only
very mild properties (reflexivity, transitivity, and monotone continuity).
Thus, the results provide a framework for the analysis of behavior in games
under essentially any axiomatic structure. An explicit characterization is
given for Savage's axioms, and it is shown that a hierarchy of relatively
simple preference relations uniquely identifies the decision maker's
utilities and beliefs of all orders. Connections with the literature on beliefs
hierarchies and correlated equilibria are discussed.

Kewords: Subjective probability, Preference hierarchies, Type spaces, Beliefs
hierarchies, Common belief, Expected utility, Incomplete information,
Correlated equilibria

Alfredo Di Tillio
2006 - n° 310 11/04/2006
This paper analyses the sources of buyer power and its effect
on sellers' investment. We show that a retailer extracts a larger
surplus from the negotiation with an upstream manufacturer the
more it is essential to the creation of total surplus. In turn, this
depends on the rivalry between retailers in the bargaining process.
Rivalry increases when the retail market is more fragmented, when
the retailers are less differentiated and when decreasing returns to
scale in production are larger. The allocation of total surplus affects
also the incentives of producers to invest in product quality, an instance
of the hold up problem. This not only makes both the supplier and
consumers worse off, but it may harm also the retailers.

Kewords: Retailers' power, Hold-up, Supplier's under-investment

Pierpaolo Battigalli, Chiara Fumagalli and Michele Polo
2006 - n° 309 04/04/2006
Is the process of workforce aging a burden or a blessing for the firm?

Our paper seeks to answer this question by providing evidence on the

age-productivity and age-earnings profiles for a sample of plants in three

manufacturing industries (forest, industrial machinery and electronics) in

Finland. Our main result is that exposure to rapid technological and managerial

changes does make a difference for plant productivity, less so for wages. In

electronics, the Finnish industry undergoing a major technological and

managerial shock in the 1990s, the response of productivity to age-related

variables is first sizably positive and then becomes sizably negative as one

looks at plants with higher average seniority and experience. This declining

part of the curve is not there either for the forest industry or for industrial

machinery. It is not there either for wages in electronics. These conclusions

survive when a host of other plausible productivity determinants (notably,

education and plant vintage) are included in the analysis. We conclude that

workforce aging may be a burden for firms in high-tech industries and less so in

other industries.

Francesco Daveri and Mika Maliranta
Keywords: Aging, technology, TFP, wage determination, Finland, new economy, growth
2006 - n° 308 30/03/2006

We study the joint dynamics of economic and political change. Predictions of the simple model that we formulate in the paper get
considerable support in a panel of data on political regimes and GDP per capita for about 150 countries over 150 years. Democratic cap-
ital - measured by a nation's historical experience with democracy and by the incidence of democracy in its neighborhood - reduces the
exit rate from democracy and raises the exit rate from autocracy. In democracies, a higher stock of democratic capital stimulates growth
in an indirect way by decreasing the probability of a sucessful coup. Our results suggest a virtuous circle, where the accumulation of phys-
ical and democratic capital reinforce each other, promoting economic development jointly with the consolidation of democracy.

Torsten Persson and Guido Tabellini
2006 - n° 307 23/03/2006
Robust control allows policymakers to formulate policies that guard against
model misspecification. The principal tools used to solve robust control problems
are state-space methods (see Hansen and Sargent, 2006, and Giordani and
Soderlind, 2004). In this paper we show that the structural-form methods
developed by Dennis (2006) to solve control problems with rational expectations
can also be applied to robust control problems, with the advantage that they
bypass the task, often onerous, of having to express the reference model in
statespace form. Interestingly, because state-space forms and structural forms
are not unique the two approaches do not necessarily return the same equilibria
for robust control problems. We apply both state-space and structural solution
methods to an empirical New Keynesian business cycle model and find that the
differences between the methods are both qualitatively and quantitatively important.
In particular, with the structural-form solution methods the specification errors generally
involve changes to the conditional variances in addition to theconditional means of the
shock processes.

Richard Dennis, Kai Leitemo, and Ulf Soderstrom
Keywords: Robust control, Misspecification, Optimal policy
2006 - n° 306 10/03/2006
The estimation of structural dynamic factor models (DFMs) for large sets of variables
is attracting considerable attention. In this paper we briefly review the underlying
theory and then compare the impulse response functions resulting from two alternative
estimation methods for the DFM. Finally, as an example, we reconsider the issue of
the identification of the driving forces of the US economy, using data for about 150
macroeconomic variables.

George Kapetanios and Massimiliano Marcellino
Keywords: Factor models, Principal components, Subspace algorithms, StructuralIdentification, Structural VAR
2006 - n° 305 10/03/2006
The estimation of dynamic factor models for large sets of variables has attracted
considerable attention recently, due to the increased availability of large datasets. In
this paper we propose a new parametric methodology for estimating factors from large
datasets based on state space models and discuss its theoretical properties. In particular,
we show that it is possible to estimate consistently the factor space. We also
develop a consistent information criterion for the determination of the number of factors
to be included in the model. Finally, we conduct a set of simulation experiments
that show that our approach compares well with existing alternatives.

George Kapetanios and Massimiliano Marcellino
Keywords: Factor models, Principal components, Subspace algorithms
2006 - n° 304 21/02/2006
This paper develops a dynamic general equilibrium model that
integrates labor market search and matching into an otherwise
standard New Keynesian model. I allow for changes of the labor
input at both the extensive and the intensive margin and develop
two alternative specifications of the bargaining process. Under
efficient bargaining (EB) hours are determined jointly by the firm
and the worker as a part of the same Nash bargain that determines
wages. With right to manage (RTM), instead, firms retain the right to
set hours of work unilaterally. I show that introducing search and
matching frictions affects the cyclical behavior of real marginal costs
by way of two different channels: a wage channel under RTM and an
extensive margin channel under EB. In both cases, the presence of
search and matching frictions may cause a lower elasticity of marginal
costs with respect to output and thus help to account for the observed
inertia in inflation.

Antonella Trigari
Keywords: Labor Market Search, Wage Bargaining, Business Cycles Inflation, Monetary Policy Shocks
2006 - n° 303 22/01/2006
We investigate identifiability issues in DSGE models and their consequences for
parameter estimation and model evaluation whenthe objective function measures
the distance between estimated and model impulse responses. We show that
observational equivalence, partial and weak identification problems are widespread,that
they lead to biased estimates, unreliable t-statistics and may induce investigators to
select false models. We examine whether different objective functions affect identification
and study how small samples interact with parameters and shock identification.
We provide diagnostics and tests to detect identification failures and apply them to a
state-of-the-art model.

Fabio Canova (ICREA adnUPF) andLuca Sala (IEP, IGIERand Università Bocconi)
Keywords: identification, DSGE models
2006 - n° 302 20/01/2006
Does democracy promote economic development? This paper reviews recent
attempts to addresses this question that exploited within-country variation.
It shows that the answer is largely positive, but also depends on the details
of democratic reforms. First, the sequence of economic vs political reforms
matters: countries liberalizing their economy before extending political rights
do better. Second, different forms of democratic government lead to different
economic policies, and this might explain why presidential democracy leads
to faster growth than parliamentary democracy. Third, it is important to distinguish
between expected and actual political reforms. Taking expectations of regime
change into account helps identify a stronger growth effect of democracy.

T. Persson (Stockholm University) and G. Tabellini (Università Bocconi and IGIER)
Keywords: Democracy; Reform; Growth; Institutions; Difference in Difference
2005 - n° 301 17/12/2005

The Italian economy is often said to be on a declining path. In this paper, we document that:
(i) Italy�s current decline is a labor productivity problem (ii) the labor productivity slowdown
stems from declining productivity growth in all industries but utilities (with manufacturing
contributing for about one half of the reduction) and diminished inter-industry reallocation of
workers from agriculture to market services; (iii) the labor productivity slowdown has been
mostly driven by declining TFP, with roughly unchanged capital deepening. The only mild
decline of capital deepening is due to the rise in the value added share of capital that
counteracted declining capital accumulation.

Francesco Daveri (Università di Parma and IGIER) and Cecilia Jona-Lasinio (ISTAT)
Keywords: Productivity growth, Productivity slowdown, TFP, decline, Italy
2005 - n° 300 29/11/2005

We lay out a tractable model for fiscal and monetary policy analysis in
a currency union, and analyze its implications for the optimal design of such
policies. Monetary policy is conducted by a common central bank, which sets
the interest rate for the union as a whole. Fiscal policy is implemented at
the country level, through the choice of government spending level. The model
incorporates country-specific shocks and nominal rigidities. Under our assumptions,
the optimal monetary policy requires that inflation be stabilized at the
union level. On the other hand, the relinquishment of an independent monetary
policy, coupled with nominal price rigidities, generates a stabilization role
for fiscal policy, one beyond the efficient provision of public goods. Interestingly,
the stabilizing role for fiscal policy is shown to be desirable not only from
the viewpoint of each individual country, but also from that of the union as
a whole. In addition, our paper offers some insights on two aspects of policy
design in currency unions: the conditions for equilibrium determinacy and
the effects of exogenous government spending variations.

Jordi Gal and Tommaso Monacelli
Keywords: monetary union, sticky prices, countercyclical policy, inflation differentials
2005 - n° 299 26/09/2005

Pooling forecasts obtained from different procedures typically reduces
the mean square forecast error and more generally improves the quality
of the forecast. In this paper we evaluate whether pooling interpolated
or backdated time series obtained from different procedures can also
improve the quality of the generated data. Both simulation results
and empirical analyses with macroeconomic time series indicate that
pooling plays a positive and important role also in this context.

Massimiliano Marcellino
Keywords: Pooling, Interpolation, Factor Model, Kalman Filter, Spline
2005 - n° 298 26/09/2005

In this paper we assess the possibility of producing unbiased forecasts for fiscal variables in the
euro area by comparing a set of procedures that rely on different information sets and
econometric techniques. In particular, we consider ARMA models, VARs, small scale semi-
structural models at the national and euro area level, institutional forecasts (OECD), and
pooling. Our small scale models are characterized by the joint modelling of fiscal and monetary
policy using simple rules, combined with equations for the evolution of all the relevant
fundamentals for the Maastricht Treaty and the Stability and Growth Pact. We rank models on
the basis of their forecasting performance using the mean square and mean absolute error
criteria at different horizons. Overall, simple time series methods and pooling work well and are
able to deliver unbiased forecasts, or slightly upward biased forecast for the debt-GDP
dynamics. This result is mostly due to the short sample available, the robustness of simple
methods to structural breaks, and to the difficulty of modelling the joint behaviour of several
variables in a period of substantial institutional and economic changes. A bootstrap experiment
highlights that, even when the data are generated using the estimated small scale multi
country model, simple time series models can produce more accurate forecasts, due to
their parsimonious specification.

Carlo A. Favero and Massimiliano Marcellino
Keywords: Fiscal forecasting, Forecasting comparison, Fiscal rules, Euro area
2005 - n° 297 23/09/2005

Many countries, especially developing ones, follow procyclical fiscal polices, namely spending goes up (taxes go down) in booms and spending goes down (taxes go up) in recessions. We provide an explanation for this suboptimal fiscal policy based upon political distortions and incentives for less-than-benevolent government to appropriate rents. Voters have incentives similar to the starving the Leviathan classic
argument, and demand more public goods or fewer taxes to prevent governments from appropriating rents when the economy is doing well.
We test this argument against more traditional explanations based purely on borrowing constraints, with a reasonable amount of success.

Alberto Alesina (Harvard) and Guido Tabellini (IGIER, Bocconi)
2005 - n° 296 11/07/2005

Do countries gain by coordinating their monetary policies if they have different economic structures? We address this issue in the context of a new open-economy macro model with a traded and a non-traded sector and more importantly, with a across-country asymmetry in the size of the traded sector. We study optimal monetary policy under independent and cooperating central banks, based on analytical expressions for welfare objectives derived from quadratic approximations to individual preferences. In the presence of asymmetric structures, a new source of gains from coordination emerges due to a terms-of-trade externality. This externality affects unfavorably the country that is more exposed to trade and its effects tend
to be overlooked when national central banks act independently. The welfare gains from coordination are sizable and increase with the degree of asymmetry across countries and the degree of openness, and decrease with the within-country correlation of sectoral shocks.

Evi Pappa (LSE, CEP and IGIER) and Zheng Liu (Emory University)
Keywords: Optimal Monetary Policy; International Policy Coordination; Multiple Sectors; Asymmetric Structures; Sticky Prices
2005 - n° 295 11/07/2005

We study whether fiscal restrictions affect volatilities and correlations of macrovariables
and the probability of excessive debt for a sample of 48 US states. Fiscal constraints are
characterized with a number of indicators and volatility and correlations are computed in several
ways. The second moments of macroeconomic variables in states with different fiscal constraints
are economically and statistically similar. Excessive debt and the mechanism linking budget
deficit and excessive debts are independent of whether tight or loose fiscal constraints are in
place. Creative budget accounting may account for the results.

Fabio Canova (IGIER, Universitat Pompeu Fabra, and CEPR) and Evi Pappa (London School of Economics, CEP and IGIER)
Keywords: Fiscal restrictions, Excessive Debt, Business cycles, US states
2005 - n° 294 11/07/2005

We study how constrained fiscal policy can affect regional inflation and output in a two-region model of a monetary union with sticky prices and distortionary taxation. Both government expenditure and taxes can be used to stabilize regional variables; however, the best welfare outcome is obtained under constant taxes and constant regional inflations. With cooperation debt and deficit constraints reduce regional inflation variability, but the path of output is suboptimal. Under non-cooperation the opposite occurs due to a trade-off between taxation and inflation variability. Decentralized rules, rather than constraints, stabilize regional inflation and output. They imply more fiscal action for smaller union members.

Evi Pappa(LSE, CEP and IGIER)
Keywords: Inflation Differentials, Monetary Union, Budgetary Restrictions, Fiscal rules
2005 - n° 293 11/07/2005

We study the mechanics of transmission of fiscal shocks to labor markets. We
characterize a set of robust implications following government consumption, investment
and employment shocks in a RBC and a New-Keynesian model and use part of them to
identify shocks in the data. In line with the New-Keynesian story, shocks to government
consumption and investment increase real wages and employment contemporaneously
both in US aggregate and in US state data. The dynamics in response to employment
shocks are mixed, but in many cases are inconsistent with the predictions of the RBC
model.

Evi Pappa
2005 - n° 292 10/06/2005

Does culture have a causal effect on economic development? The data on European
regions suggest that it does. Culture is measured by indicators of individual values
and beliefs, such as trust and respect for others, and confidence in individual selfdetermination.
To isolate the exogenous variation in culture, I rely on two historical
variables used as instruments: the literacy rate at the end of the XIXth century, and
the political institutions in place over the past several centuries. The political and
social history of Europe provides a rich source of variation in these two variables at a
regional level. The exogenous component of culture due to history is strongly
correlated with current regional economic development, after controlling for
contemporaneous education, urbanization rates around 1850 and national effects.
Moreover, the data do not reject the over-identifying assumption that the two
historical variables used as instruments only influence regional development through
culture. The indicators of culture used in this paper are also strongly correlated with
economic development and with available measures of institutions in a cross-country
setting.

Guido Tabellini (IGIER, Università Bocconi and CEPR)
Keywords: culture, economic development, trust, literacy, institutions
2005 - n° 291 07/06/2005

Consumption is striking back. Some recent evidence indicates that
the well-known asset pricing puzzles generated by the difficulties of
matching fluctuations in asset prices with high frequency fluctuations
in consumption might be solved found by considering consumption in
the long-run. A first strand of the literature concentrates on multiperiod
differences in log consumption, a second concentrates on the
cointegrating relation for consumption. Interestingly, only the (multiperiod)
Euler Equation for the consumer optimization problem is
considered by the first strand of the literature, while the cointegrationbased
literature concentrates exclusively on the (linearized) intertemporal
budget constraint. In this paper, we show that using the first
order condition in the linearized budget constraint to derive an explicit
long-run consumption function delivers an even more striking
strike back.

Carlo A. Favero (IGIER, Università Bocconi and CEPR)
Keywords: Cointegrating Consumption function, lon-run stock marketreturns, elasticity of intertemporal substitution
2005 - n° 290 29/04/2005

This paper studies how a central bank's preference for robustness against
model misspecification affects the design of monetary policy in a New-Keynesian
model of a small open economy. Due to the simple model structure,
we are able to solve analytically for the optimal robust policy rule, and we
separately analyze the effects of robustness against misspecification concerning
the determination of inflation, output and the exchange rate. We show that
an increased central bank preference for robustness makes monetary policy
respond more aggressively or more cautiously to shocks, depending on the
type of shock and the source of misspecification.

Kai Leitemo (Norwegian School of Management)and Ulf Soderstrom (IGIER and Bocconi University)
Keywords: Knightian uncertainty, model uncertainty, robust control, minmaxpolicies
2005 - n° 289 29/04/2005

This paper introduces underground activities and tax evasion into a one sector dynamic general equilibrium model with external effects. The model presents a novel mechanism driving the self-fulfilling prophecies, which is triggered by the reallocation of resources to the underground sector to avoid the excess tax burden. This mechanism differs from the customary one, and it is complementary to it. In addition, the explicit introduction of an (even tiny) underground sector allows to reduce aggregate degree of increasing returns required for indeterminacy, and for having well behaved input demand schedules (in the sense they slope down).

Journal of Economic Literature Classification Numbers: O40, E260

Francesco Busato (University of Aarhus), Bruno Chiarini (University of Naples, Parthenope)and Enrico Marchetti (La Sapienza, Rome)
Keywords: Indeterminacy and Sunspots, Tax Evasion and Underground Activities
2005 - n° 288 22/04/2005

A central problem for the game theoretic analysis of voting is that voting games
have very many Nash equilibria. In this paper, we consider a new refinement
concept for voting games that combines two ideas that appear reasonable for voting
games: First, trembling hand perfection (voters sometimes make mistakes when
casting their vote) and second, coordination of voters with similar interests. We
apply this refinement to an analysis of multicandidate elections under plurality rule
and runoff rule.
For plurality rule, we show that our refinement implies Duverger's law: In all
equilibria, (at most) two candidates receive a positive number of votes. For the case
of 3 candidates, we can completely characterize the set of equilibria. Often, there
exists a unique equilibrium satisfying our refinement; surprisingly, this is even true,
if there is no Condorcet winner. We also consider the equilibria under a runoff rule
and analyze when plurality rule and runoff rule yield different outcomes.

Matthias Messner and Mattias Polborn
Keywords: strategic voting, runoff rule, plurality rule, equilibrium refinement, trembling hand perfection, coalition-proofness
2005 - n° 287 15/04/2005

Building on recent work on dynamic interactive epistemology, we
extend the analysis of extensive-form psychological games (Geneakoplos,
Pearce & Stacchetti, Games and Economic Behavior, 1989) to
include conditional higher-order beliefs and enlarged domains of pay-off
functions. The approach allows modeling dynamic psychological
effects (such as sequential reciprocity, psychological forward induction,
and regret) that are ruled out when epistemic types are identified with
hierarchies of initial beliefs. We define a notion of psycholigical sequential
equilibrium, which generalizes the sequential equilibrium notion for
traditional games, for which we prove existence under mild assumptions.
Our framework also allows us to directly formulate assumptions about
"dynamic" rationality and interactive beliefs in order to explore strategic
interaction without assuming that players' beliefs are coordinated on an
equilibrium. In particular, we provide an exploration of (extensive-form)
rationalizability in psychological games.

Pierpaolo Battigalli (University Bocconi)and Martin Dufwenberg (University of Arizona)
Keywords: psychological games, belief-dependent motivation, extensive-form solution concepts,dynamic interactive epistemology
2005 - n° 286 14/03/2005

We provide a summary updated guide for the construction, use and evaluation of
leading indicators, and an assessment of the most relevant recent developments in this
field of economic forecasting. To begin with, we analyze the problem of selecting a
target coincident variable for the leading indicators, which requires coincident indicator
selection, construction of composite coincident indexes, choice of filtering methods,
and business cycle dating procedures to transform the continous target into a binary
expansion/recession indicator. Next, we deal with criteria for choosing good leading
indicators, and simple non-model based methods to combine them into composite indexes.
Then, we examine models and methods to transform the leading indicators into
forecasts of the target variable. Finally, we consider the evaluation of the resulting
leading indicator based forecasts, and review the recent literature on the forecasting
performance of leading indicators.

Massimilano Marcellino (Università Bocconi and IGIER)
Keywords: Business Cycles, Leading Indicators, Coincident Indicators, Turning Points,Forecasting
2005 - n° 285 14/03/2005
Mark Watson (Princeton University and NBER)

Abstract

Iterated multiperiod ahead time series forecasts are made using a one-period ahead model, iterated forward for the desired number of periods, whereas direct forecasts are made using a horizon-specific estimated model, where the dependent variable is the multi-period ahead value being forecasted. Which approach is better is an empirical matter: in theory, iterated forecasts are more efficient if correctly specified, but direct forecasts are more robust to model misspecification. This paper compares empirical iterated and direct forecasts from linear univariate and bivariate models by applying simulated out-of-sample methods to 171 U.S. monthly macroeconomic time series spanning 1959 - 2002. The iterated forecasts typically outperform the direct forecasts, particularly if the models can select long lag specifications. The relative performance of the iterated forecasts improves with the forecast horizon.

Massimiliano Marcellino (Università Bocconi and IGIER), James Stock (Harvard University and NBER) and Mark Watson (Princeton University and NBER)
Keywords: multistep forecasts, VAR forecasts, forecast comparisons
2005 - n° 284 07/03/2005

We analyse the panel of the Greenbook forecasts (sample 1970-1996) and a
large panel of monthly variables for the US (sample 1970-2003) and show that
the bulk of dynamics of both the variables and their forecasts is explained by two
shocks. Moreover, a two factor model which exploits, in real time, information
on many time series to extract a two dimensional signal, produces a degree of
forecasting accuracy of the federal funds rate similar to that of the markets, and,
for output and inflation, similar to that of the Greenbook forecasts. This leads us
to conclude that the stochastic dimension of the US economy is two. We also show
that dimension two is generated by a real and nominal shock, with output mainly
driven by the real shock and inflation by the nominal shock. The implication is
that, by tracking any forecastable measure of real activity and price dynamics, the
Central Bank can track all fundamental dynamics in the economy.

Domenico Giannone (ECARES, Universit Libre de Bruxelles), Lucrezia Reichlin (ECARES, Universit Libre de Bruxelles and CEPR) and Luca Sala (IGIER and IEP, Università Bocconi)
2005 - n° 283 14/02/2005

How does the relationship between an investor and entrepreneur depend on the legal
system? In a double moral hazard framework, we show how optimal contracts,
corporate governance, and investor actions depend on the legal system. With better
legal protection, investors give more non-contractible support, demand more downside
protection, and exercise more governance. Investors in better legal systems develop
stronger governance and support competencies. Therefore, when investing in a different
legal systems they behave differently than local investors. We test these predictions
using a hand-collected dataset of European venture capital deals. The empirical
results confirm the predictions of the model.

Laura Bottazzi, Marco Da Rin and Thomas Hellmann
2005 - n° 282 10/02/2005
Tommaso Monacelli (IGIER, Universita Bocconi and CEPR)

Abstract

We employ Markov-switching regression methods to estimate fiscal policy feedback rules
in the U.S. for the period 1960-2002. Our approach allows to capture policy regime changes
endogenously. We reach three main conclusions. First, fiscal policy may be characterized,
according to Leeper (1991) terminology, as active from the 1960s throughout the 1980s, switching
gradually to passive in the early 1990s and switching back to active in early 2001. Second,
regime-switching fiscal rules are capable of tracking the time-series behaviour of the U.S. primary
deficit better than rules based on a constant parameter specification. Third, regime-switches in
monetary and fiscal policy rules do not exhibit any degree of synchronization. Our results are
at odds with the view that the post-war U.S. fiscal policy regime may be classified as passive at
all times, and seem to pose a challenge for the specification of the correct monetary-fiscal mix
within recent optimizing macroeconomic models considered suitable for policy analysis.

Carlo Favero(IGIER, Università Bocconi and CEPR) and Tommaso Monacelli (IGIER, Università Bocconi and CEPR)
Keywords: active and passive fiscal policy rule, Markov-switching estimation, monetary policy rule
2005 - n° 281 03/02/2005

We explore the determinants of yield differentials between sovereign bonds in the Euro
area. There is a common trend in yield differentials, which is correlated with a measure
of the international risk factor. In contrast, liquidity differentials display sizeable heterogeneity
and no common factor. We present a model that predicts that yield differentials
should increase in both liquidity and risk, with an interaction term whose magnitude and
sign depends on the size of the liquidity differential with respect to the reference country.
Testing these predictions on daily data, we find that the international risk factor is consistently
priced, while liquidity differentials are priced only for a subset of countries and
their interaction with the risk factor is crucial to detect their effect.

Carlo Favero, Marco Pagano and Ernst-Ludwig von Thadden
2005 - n° 280 03/02/2005

This paper brings together two strands of the empirical macro literature:
the reduced-form evidence that the yield spread helps in forecasting output
and the structural evidence on the difficulties of estimating the effect of monetary
policy on output in an intertemporal Euler equation. We show that
including a short-term interest rate and inflation in the forecasting equation
improves the forecasting performance of the spread for future output but the
coefficients on the short rate and inflation are difficult to interpret using a
standard macroeconomic framework. A decomposition of the yield spread
into an expectations-related component and a term premium allows a better
understanding of the forecasting model. In fact, the best forecasting model for
output is obtained by considering the term premium, the short-term interest
rate and inflation as predictors. We provide a possible structural interpretation
of these results by allowing for time-varying risk aversion, linearly related
to our estimate of the term premium, in an intertemporal Euler equation for
output.

Carlo Favero, Iryna Kaminska and Ulf Soderstrom
Keywords: Yield curve, term structure of interest rates, predictability, forecasting,GDP growth, estimated Euler equation
2005 - n° 279 18/01/2005

We study optimal monetary policy in two prototype economies with sticky prices and credit
market frictions. In the first economy, credit frictions apply to the financing of the capital stock,
generate acceleration in response to shocks and the financial markup (i.e., the premium on
external funds) is countercyclical and negatively correlated with the asset price. In the second
economy, credit frictions apply to the flow of investment, generate persistence, and the financial
markup is procyclical and positively correlated with the asset price. We model monetary policy
in terms of welfare-maximizing interest rate rules. The main finding of our analysis is that strict
inflation stabilization is a robust optimal monetary policy prescription. The intuition is that, in
both models, credit frictions work in the direction of dampening the cyclical behavior of inflation
relative to its credit-frictionless level. Thus neither economy, despite yielding different inflation
and investment dynamics, generates a trade-off between price and financial markup stabilization.
A corollary of this result is that reacting to asset prices does not bear any independent welfare
role in the conduct of monetary policy.

Ester Faia (Universitat Pompeu Fabra) and Tommaso Monacelli (IGIER, Università Bocconi and CEPR)
Keywords: Optimal monetary policy rules, financial distortions, price stability, asset prices
2005 - n° 278 14/01/2005

We provide a long term perspective on the individual retirement behavior
and on the future of early retirement. In a cross-country sample, we
find that total pension spending depends positively on the degree of early
retirement and on the share of elderly in the population, which increase
the proportion of retirees, but has hardly any effect on the per-capita pension
benefits. We show that in a Markovian political economic theoretical
framework, in which incentives to retire early are embedded, a political
equilibrium is characterized by an increasing sequence of social security
contribution rates converging to a steady state and early retirement. Comparative
statics suggest that aging and productivity slow-downs lead to
higher taxes and more early retirement. However, when income effects
are factored in, the model suggests that periods of stagnation - characterized
by decreasing labor income - may lead middle aged individuals to
postpone retirement.

J. Ignacio Conde-Ruiz (Prime Ministers Economic Bureau and FEDEA), Vincenzo Galasso (IGIER, Universita' Bocconi and CEPR)and Paola Profeta (Universita' di Pavia and Universita' Bocconi)
Keywords: pensions, lifetime income effect, tax burden, politicoeconomicMarkovian equilibrium
2004 - n° 277 17/12/2004

Using a structural Vector Autoregression approach, this paper compares the
macroeconomic effects of the three main government spending tools: government
investment, consumption, and transfers to households, both in terms of the size
and the speed of their effects on GDP and its components. Contrary to a common
opinion, there is no evidence that government investment shocks are more
effective than government consumption shocks in boosting GDP: this is true both
in the short and, perhaps more surprisingly, in the long run. In fact, government
investment appears to crowd out private investment, especially in dwelling and in
machinery and equipment. There is no evidence that government investment pays
for itself in the long run, as proponents of the Golden Rule implicitly or explicitly
argue. The positive effects of government consumption itself are rather limited,
and defense purchases have even smaller (or negative) effects on GDP and private
investment. There is also no evidence that government transfers are more effective
than government consumption in stimulating demand.

Roberto Perotti (IGIER, Università Bocconi)
2004 - n° 276 16/12/2004

This paper studies the effects of fiscal policy on GDP, inflation and interest rates
in 5 OECD countries, using a structural Vector Autoregression approach. Its main
results can be summarized as follows: 1) The effects of fiscal policy on GDP tend
to be small: government spending multipliers larger than 1 can be estimated only
in the US in the pre-1980 period. 2) There is no evidence that tax cuts work faster
or more effectively than spending increases. 3) The effects of government spending
shocks and tax cuts on GDP and its components have become substantially weaker
over time; in the post-1980 period these effects are mostly negative, particularly on
private investment. 4) Only in the post-1980 period is there evidence of positive
effects of government spending on long interest rates. In fact, when the real interest
rate is held constant in the impulse responses, much of the decline in the response
of GDP in the post-1980 period in the US and UK disappears. 5) Under plausible
values of its price elasticity, government spending typically has small effects on
inflation. 6) Both the decline in the variance of the fiscal shocks and the change
in their transmission mechanism contribute to the decline in the variance of GDP
after 1980.

Roberto Perotti (IGIER, Università Bocconi)
2004 - n° 275 10/12/2004

Focusing on signaling games, I illustrate the relevance of the rationalizability
approach for the analysis multistage games with incomplete
information. I define a class of iterative solution procedures, featuring a
notion of forward induction: the Receiver tries to explain the Sender's
message in a way which is consistent with the Sender's strategic sophistication
and certain given restrictions on beliefs. The approach is applied to
some numerical examples and economic models. In a standard model with
verifiable messages a full disclosure result is obtained. In a model of job
market signaling the best separating equilibrium emerges as the unique
rationalizable outcome only when the high and low types are sufficiently
different. Otherwise, rationalizability only puts bounds on the education
choices of different types.

Pierpaolo Battigalli (Bocconi University and IGIER)
Keywords: incomplete information, signaling, rationalization
2004 - n° 274 02/12/2004

This paper suggests that the main (and possibly unique) source of β- and σ- convergence
in GDP per worker (i.e. labor productivity) across Italian regions over the
1980-2000 period is the change in technical and allocative efficiency, i.e. convergence
in relative TFP levels. To reach this conclusion, I construct an approximation of
the production frontier at different points in time using Data Envelope Analysis
(DEA), and measure efficiency as the output-based distance from the frontier. This
method is entirely data-driven, and does not require the specification of any particular
functional form for technology. Changes in GDP per worker can be decomposed
in changes in relative efficiency, changes due to overall technological progress, and
changes due to capital deepening. My results suggest that: (i) differences in relative
TFP are quantitatively important; (ii) while technological progress and capital
deepening are the main, and equally important, forces behind the rightward shift
in the distribution of GDP per worker, convergence in relative TFP is the main
determinant of the change in the distribution's shape.

Marco Maffezzoli (Università Bocconi and IGIER)
Keywords: Italian regions, regional convergence, Total Factor Productivity, DataEnvelope Analysis
2004 - n° 273 30/11/2004

We study the effects of model uncertainty in a simple New-Keynesian
model using robust control techniques. Due to the simple model structure, we
are able to find closed-form solutions for the robust control problem, analyzing
both instrument rules and targeting rules under different timing assumptions.
In all cases but one, an increased preference for robustness makes monetary
policy respond more aggressively to cost shocks but leaves the response to
demand shocks unchanged. As a consequence, inflation is less volatile and
output is more volatile than under the non-robust policy. Under one particular
timing assumption, however, increasing the preference for robustness has no
effect on the optimal targeting rule (nor on the economy).

Kai Leitemo (Norwegian School of Management) and Ulf Sderstrom (Dept. of Economicsand IGIER, Università Bocconi)
Keywords: Knightian uncertainty, model uncertainty, robust control, minmaxpolicies
2004 - n° 272 02/11/2004

The existing studies of unemployment benefit and unemployment duration suggest that reforms
that lower either the level or the duration of benefits should reduce unemployment. Despite the
large number of such reforms implemented in Europe in the past decades, this paper presents
evidence that shows no correlation between the reforms and the evolution of unemployment.
This paper also provides an explanation for this fact by exploring the
interactions between unemployment benefits and social assistance programmes. Unemployed
workers who are also eligible, or expect to become eligible, for some social assistance
programmes are less concerned about their benefits being reduced or terminated. They will not
search particularly intensively around the time of benefit exhaustion nor will come particularly
less choosy about job offers by reducing their reservation wages. Data from the European
Community Household Panel (ECHP) are used to provide evidence to support this argument.
Results show that, in fact, for social assistance recipients the probability of finding a job is not
particularly higher during the last months of entitlement.

Michele Pellizzari
Keywords: Unemployment duration, unemployment insurance, social assistance
2004 - n° 271 13/10/2004

We document the presence of a trade-off between unemployment benefits (UB) and employment protection legislation (EPL) in the provision of insurance against labor market risk. Different countries' locations along this trade-off represent stable, hard to modify, politico-economic equilibria. We develop a model in which voters are required to cast a ballot over the strictness of EPL, the generosity of UBs and the amount of redistribution involved by the financing of unemployment insurance. Agents are heterogeneous along two dimensions:  imployment status - insiders and outsiders - and skills - low and high. Unlike previous work on EPL, we model employment protection as an institution redistributing among insiders, notably in favour of the low-skill workers. A key implication of the model is that configurations with strict EPL and low UB should emerge in presence of compressed wage structures. Micro data on wage premia on educational attainments and on the strictness of EPL are in line with our results. We also find empirical support to the substantive assumptions of the model on the effects of EPL.

Tito Boeri (Università Bocconi, IGIER andFondazione Rodolfo Debenedetti), J. Ignacio Conde-Ruiz (FEDEA) and Vincenzo Galasso (IGIER, Università Bocconi and CEPR)
Keywords: employment protection, unemployment insurance, political equilibria
2004 - n° 270 13/10/2004
Alessandro Sembenelli (Università di Torino)

Abstract

We study how public policy can contribute to increase the share of early stage and
high-tech venture capital investments, thus helping the development of active venture
capital markets. A simple extension of the seminal model by Holmstrom and Tirole
(1997) provides a theoretical base for our analysis. We then explore a unique panel of
data for 14 European countries between 1988 and 2001. We have several novel findings.
First, the opening of stock markets targeted at entrepreneurial companies positively
affects the shares of early stage and high-tech venture capital investments; reductions
in capital gains tax rates have a similar, albeit weaker, effect. Second, a reduction in
labor regulation results in a higher share of high-tech investments. Finally, we find no
evidence of a shortage of supply of venture capital funds in Europe, and no evidence
of an effect of increased public R&D spending on the share of high-tech or early stage
venture capital investments.

Marco Da Rin (Università di Torino, ECGI and IGIER), Giovanna Nicodano (Università di Torino) and Alessandro Sembenelli (Università di Torino)
Keywords: Venture Capital, Capital Gains Tax,Public R&D Expenditure, Barriers to Entrepreneurship, Stock Markets, Public Policy
2004 - n° 269 27/09/2004
dell'Economia e delle Finanze) and Cristian Tegami (CONSIP SpA)

Abstract

The aim of this paper is to propose a new method for forecasting Italian
inflation. We expand on a standard factor model framework (see Stock and
Watson (1998)) along several dimensions. To start with we pay special
attention to the modeling of the autoregressive component of the inflation.
Second, we apply forecast combination (Granger (2000) and Pesaran and
Timmermann (2001)) and generate our forecast by averaging the predictions
of a large number of models. Third, we allow for time variation in parameters
by applying rolling regression techniques, with a window of three-years of
monthly data. Backtesting shows that our strategy outperforms both the
benchmark model (i.e. a factor model which does not allow for model
uncertainty) and additional univariate (ARMA) and multivariate (VAR)
models. Our strategy proves to improve on alternative models also when
applied to turning point prediction.

Carlo A. Favero (IGIER, Università Bocconi), Ottavio Ricchi (Ministero
2004 - n° 268 09/09/2004

This paper integrates a theory of equilibrium unemployment into a monetary model
with nominal price rigidities. The model is used to study the dynamic response of the
economy to a monetary policy shock. The labor market displays search and matching
frictions and bargaining over real wages and hours of work. Search frictions generate unemployment in equilibrium. Wage bargaining introduces a microfounded real wage
rigidity. First, I study a Nash bargaining model. Then, I develop an alternative
bargaining model, which I refer to as right-to-manage bargaining. Both models have
similar predictions in terms of real wage dynamics: bargaining significantly reduces
the volatility of the real wage. But they have different implications for inflation
dynamics: under right-to-manage, the real wage rigidity also results in smaller
fluctuations of inflation. These findings are consistent with recent evidence
suggesting that real wages and inflation only vary by a moderate amount in
response to a monetary shock. Finally, the model can explain important features of
labor-market fluctuations. In particular, a monetary expansion leads to a rise in job
creation and to a hump-shaped decline in unemployment.

Antonella Trigari
Keywords: Monetary Policy, Labor Market Search, Business Cycles, Inflation
2004 - n° 267 31/08/2004

This paper explores the quantitative plausibility of three candidate explanations for the
European productivity slowdown with respect to the US. The empirical plausibility of the
common wisdom on the topic (the "IT usage" hypothesis) is found to crucially depend on
how IT-using industries are defined. If a narrow definition is chosen, the IT usage
hypothesis no longer explains the whole of the EU productivity slowdown but just about
55% of it, with the remaining part to be attributed to other factors than IT, as argued in the
IT irrelevance view. No room is left for IT-producing industries as another potential
vehicle for the US-EU productivity growth gap, instead.

Francesco Daveri (University of Parma and IGIER)
2004 - n° 266 26/07/2004
Marco Da Rin (Turin University, ECGI and IGIER) and Thomas Hellmann (University of British Columbia)

Abstract

Financial intermediaries can choose the extent to which they want to be active
investors, providing valuable services like advice, support and corporate governance.
We examine the determinants of the decision to become an active financial
intermediary using a hand-collected dataset on European venture capital deals. We
find organizational specialization to be a key driver. Venture firms which are
independent and focused on venture capital alone get more involved with their
companies. The human capital of venture partners is another key driver of active
financial intermediation. Venture firms whose partners' have prior business
experience or a scientific education provide more support and governance. These
results have implications for prevailing views of financial intermediation, which largely
abstract from issues of specialization and human capital.

Laura Bottazzi (Bocconi University, IGIER and CEPR),
Keywords: Venture Capital, Corporate Governance, Human Capital, Organizations
2004 - n° 265 16/07/2004

This paper discusses the recent literature on the role of the state in economic development.
It concludes that government incentives to enact sound policies are key to economic success.
It also discusses the evidence on what happens after episodes of economic and political
liberalizations, asking whether political liberalizations strengthen government incentives to
enact sound economic policies. The answer is mixed. Most episodes of economic
liberalizations are indeed preceded by political liberalizations. But the countries that have
done better are those that have managed to open up the economy first, and only later have
liberalized their political system.

Guido Tabellini
Keywords: Growth, Institutions and Democracy
2004 - n° 264 13/07/2004
Guido Tabellini (IGIER, Università Bocconi)

Abstract

This paper studies empirically the effects of and the interactions amongst economic and
political liberalizations. Economic liberalizations are measured by a widely used indicator
that captures the scope of the market in the economy, and in particular of policies
towards freer international trade (cf. Sachs and Werner 1995, Wacziarg and Welch 2003).
Political liberalizations correspond to the event of becoming a democracy. Using a
difference-in-difference estimation, we ask what are the effects of liberalizations on
economic performance, on macroeconomic policy and on structural policies. The main
results concern the quantitative relevance of the feedback and interaction effects
between the two kinds of reforms. First, we find positive feedback effects between
economic and political reforms. The timing of events indicates that causality is more
likely to run from political to economic liberalizations, rather than viceversa, but we
cannot rule out feedback effects in both directions. Second, the sequence of reforms
matters. Countries that first liberalize and then become democracies do much better
than countries that pursue the opposite sequence, in almost all dimensions.

Francesco Giavazzi (IGIER, Università Bocconi) and Guido Tabellini(IGIER, Università Bocconi)
Keywords: development, democracy, economic reform, growth
2004 - n° 263 01/07/2004

We develop a structural model of a small open economy with gradual exchange rate pass-through and endogenous inertia in inflation and output. We then estimate the model by matching the implied impulse responses with those obtained from a VAR model estimated on Swedish data. Although our model is highly stylized it captures very well the responses of output, domestic and imported inflation, the interest rate, and the real exchange rate. However, in order to account for the observed persistence in the real exchange rate and
the large deviations from UIP, we need a large and volatile premium on foreign exchange.

Jesper Lind (Sveriges Riksbank), Marianne Nessn (Sveriges Riksbank) and Ulf Soderstrom (IGIER and Università Bocconi)
Keywords: Structural open-economy model, new open-economy macroeconomics,estimation, calibration
2004 - n° 262 18/05/2004

Firing frictions and renegotiation costs affect worker and firm preferences
for rigid wages versus individualized Nash bargaining in a standard
model of equilibrium unemployment, in which workers vary by
observable skill. Rigid wages permit savings on renegotiation costs and
prevent workers from exploiting the firing friction. For standard calibrations,
the model can account for political support for wage rigidity
by both workers and firms, especially in labor markets for intermediate
skills. The firing friction is necessary for this effect, and reinforces
the impact of both turbulence and other labor market institutions on
preferences for rigid wages.

Tito Boeri and Michael Burda
Keywords: Wage rigidities, job protection, firing taxes, renegotiation costs, equilibrium unemployment
2004 - n° 261 07/05/2004

We analyse the evolution of the business cycle in the accession countries, after a careful examination of the seasonal properties of the available series and the required modification of the cycle dating procedures. We then focus on the degree of cyclical concordance within the group of accession countries, which turns out to be in general lower than that between the existing EU countries (the Baltic countries constitute an exception). With respect to the Eurozone, the indications of synchronization are also generally low and lower relative to the position obtaining for countries taking part in previous enlargements (with the exceptions of Poland, Slovenia and Hungary). In the light of the optimal currency area literature, these results cast doubts on the usefulness of adopting the euro in the near future for most accession countries, though other criteria such as the extent of trade and the gains in credibility may point in a different direction.

Michael Artis, Massimiliano Marcellino and Tommaso Proietti
Keywords: Business cycles, dating algorithms, cycle synchronization, EU enlargement, seasonal adjustment
2004 - n° 260 07/05/2004

The accession of ten countries into the European Union makes the
forecasting of their key macroeconomic indicators such as GDP
growth, inflation and interest rates an exercise of some importance.
Because of the transition period, only short spans of reliable time series
are available which suggests the adoption of simple time series models
as forecasting tools, because of their parsimonious specification and
good performance. Nevertheless, despite this constraint on the span of
data, a large number of macroeconomic variables (for a given time
span) are available which are of potential use in forecasting, making the
class of dynamic factor models a reasonable alternative forecasting tool.
We compare the relative performance of the two forecasting approaches,
first by means of simulation experiments and then by using data for five
Acceding countries. We also evaluate the role of Euro-area information for
forecasting, and the usefulness of robustifying techniques such as
intercept corrections and second differencing. We find that factor models
work well in general, even though there are marked differences across
countries. Robustifying techniques are useful in a few cases, while
Euro-area information is virtually irrelevant.

Anindya Banerjee, Massimiliano Marcellino and Igor Masten
Keywords: Factor models, forecasts, time series models, Acceding countries
2004 - n° 259 04/05/2004

The hazard rate of investment is derived within a real option model, and its properties
are analyzed in order to directly study the relation between uncertainty and investment.
Maximum likelihood estimates of the hazard are calculated using a sample of MNEs that
have invested in Central and Eastern Europe over the period 1990-1998. Employing a
standard, non-parametric specification of the hazard, our measure of uncertainty has a
negative effect on investment, but the reduced-form model is unable to control for nonlinearities
in the relationship. The structural estimation of the option-based hazard is
instead able to account for the non-linearities and exhibits a significant value of waiting,
though the latter is independent from our measure of uncertainty. This finding supports
the existence of alternative channels through which uncertainty can affect investment.

Carlo Altomonte and Enrico Pennings
Keywords: hazard rates, uncertainty, foreign investment
2004 - n° 258 21/04/2004

Equilibrium business cycle models have typically less shocks than variables.
As pointed out by Altug, 1989 and Sargent, 1989, if variables are measured with
error, this characteristic implies that the model solution for measured variables has
a factor structure. This paper compares estimation performance for the impulse
response coefficients based on a VAR approximation to this class of models and
an estimation method that explicitly takes into account the restrictions implied
by the factor structure. Bias and mean squared error for both factor based and
VAR based estimates of impulse response functions are quantified using, as data
generating process, a calibrated standard equilibrium business cycle model. We
show that, at short horizons, VAR estimates of impulse response functions are less
accurate than factor estimates while the two methods perform similarly at medium
and long run horizons.

Domenico Giannone, Lucrezia Reichlin and Luca Sala
2004 - n° 257 21/04/2004

This paper aims to test some implications of the Fiscal theory of
the price level (FTPL). We develop a model similar to Leeper (1991)
and Woodford (1996), but extended so to generate real effects of fiscal
policy also in the "Ricardian" regime, via an OLG demographic
structure. We test on the data the predictions of the FTPL as incorporated
in the model. We find that the US fiscal policy in the period
1960-1979 can be classified as "Non-Ricardian", while it is "Ricardian"
since 1990. According to our analysis, the fiscal theory of the
price level characterizes one phase of the post-war US history.

Luca Sala
Keywords: Fiscal theory of the price level, monetary and fiscalpolicy interaction, VAR models, fiscal shocks
2004 - n° 256 11/03/2004

We use a quantitative model of the U.S. economy to analyze the response
of long-term interest rates to monetary policy, and compare the model results
with empirical evidence. We find that the strong and time-varying yield curve
response to monetary policy innovations found in the data can be explained by
the model. A key ingredient in explaining the yield curve response is central
bank private information about the state of the economy or about its own
target for inflation.

Tore Ellingsen (Stockholm School of Economics) and Ulf Soderstrom (IGIER, Università Bocconi)
Keywords: Term structure of interest rates, yield curve, central bank privateinformation, excess sensitivity
2004 - n° 255 10/02/2004

In this paper a simple dynamic optimization problem is solved with the help of
the recursive saddle point method developed by Marcet and Marimon (1999). According
to Marcet and Marimon, their technique should yield a full characterization
of the set of solutions for this problem. We show though, that while their method
allows us to calculate the true value of the optimization program, not all solutions
which it admits are correct. Indeed, some of the policies which it generates as
solutions to our problem, are either suboptimal or do not even satisfy feasibility.
We identify the reasons underlying this failure and discuss its implications for the
numerous existing applications.

Matthias Messner (Bocconi University and IGIER) and Nicola Pavoni (University College London)
Keywords: Recursive saddle point, recursive contracts, dynamic programming
2004 - n° 254 09/02/2004

We analyze welfare maximizing monetary policy in a dynamic general equilibrium two-country
model with price stickiness and imperfect competition. In this context, a typical terms
of trade externality affects policy interaction between independent monetary authorities. Unlike
the existing literature, we remain consistent to a public finance approach by an explicit
consideration of all the distortions that are relevant to the Ramsey planner. This strategy entails
two main advantages. First, it allows an accurate characterization of optimal policy in an economy
that evolves around a steady state which is not necessarily efficient. Second, it allows to describe
a full range of alternative dynamic equilibria when price setters in both countries are completely
forward-looking and households' preferences are not restricted. We study optimal policy both in
the long-run and in response to shocks, and we compare commitment under Nash competition
and under cooperation. By deriving a second order accurate solution to the policy functions,
we also characterize the welfare gains from international policy cooperation.

Ester Faia (Universitat Pompeu Fabra) and Tommaso Monacelli (IGIER, Università Bocconi and CEPR)
Keywords: optimal monetary policy, Ramsey planner, Nash equilibrium, cooperation,sticky prices, imperfect competition
2004 - n° 253 14/01/2004
Carlo Favero (IGIER, CEPR and Università Bocconi) and Iryna Kaminska (IGIER, Università Bocconi)

Abstract

In this paper we concentrate on the hypothesis that the empirical
rejections of the Expectations Theory (ET) of the term structure of interest
rates can be caused by improper modelling of expectations. Our
starting point is an interesting anomaly found by Campbell-Shiller (1987),
when by taking a VAR approach they abandon limited information
approach to test the ET, in which realized returns are taken as a proxy for
expected returns. We use financial factors and macroeconomic information
to construct a test of the theory based on simulating investors'
effort to use the model in 'real time' to forecast future monetary policy
rates. Our findings suggest that the importance of fluctuations of risk
premia in explaining the deviation from the ET is reduced when some
forecasting model for short-term rates is adopted and a proper evaluation
of uncertainty associated to policy rates forecast is considered.

Andrea Carriero (IGIER, Università Bocconi), Carlo Favero (IGIER, CEPR and Università Bocconi)and Iryna Kaminska (IGIER, Università Bocconi)
Keywords: Expectations Theory, Macroeconomic Information in Finance
2003 - n° 252 27/11/2003

Employment protection legislations (EPL) are not enforced uniformly across the board. There are a number of exemptions to the coverage
of these provisions: firms below a given threshold scale and workers with temporary contracts are not subject to the most restrictive  rovisions. This within country variation in enforcement allows to make inferences on the impact of EPL which go beyond the usual cross-country approach. In this paper we develop a simple model which explains why these exemptions are in place to start with. Then we empirically assess the effects of EPL on dismissal probabilities, based on a double-difference approach. Our results are in line with the predictions of the theoretical model. Workers in firms exempted from EPL are more likely to be laid-off We do not observe this effect in the case of temporary workers. There is no effect of the exemption threshold on the growth of firms.

Tito Boeri (Università Bocconi-IGIER) and Juan F. Jimeno (FEDEA and Universidad de Alcal)
2003 - n° 251 25/11/2003

We present a theoretical model of a parliamentary democracy, where
party structures, government coalitions and fiscal policies are endogenously
determined. The model predicts that, relative to proportional elections, majoritarian
elections reduce government spending because they reduce party
fragmentation and, therefore, the incidence of coalition governments. Party
fragmentation can persist under majoritarian rule if party supporters are
unevenly distributed across electoral districts. Economic and political data,
from up to 50 post-war parliamentary democracies, strongly support our
joint predictions from the electoral rule, to the party system, to the type of
government, and to government spending.

Torsten Persson (IIES, Stockholm University, CEPR and NBER), Gerard Roland (UC Berkeley, CEPRE andWDI) and Guido Tabellini(IGIER, Bocconi University, CEPR and CES-Ifo)
Keywords: electoral rules, party systems, coalition governments, fiscal policy, electoral accountability
2003 - n° 250 20/11/2003

While there is consensus on the need to raise the time spent in the market by
European women, it is not clear how these goals should be achieved. Tax wedges,
assistance in the job search process, and part-time jobs are policy instruments that
are widely debated in policy circles. The paper presents a simple model of labour
supply with market frictions and heterogenous home production where the effects of
these policies can be coherently analysed. We show that subsidies to labour market
entry increases women's entrance in the labour market, but they also increase exits from
the labour market, with ambiguous effect on employment. Subsidies to part-time do
increase employment, but they have ambiguous effects on hours and market production.
Finally, reductions in taxes on market activities that are highly substitutable with home
production have unambiguous positive effects on market employment and production.

Pietro Garibaldi (Bocconi University, IGIER and CEPR) and Etienne Wasmer (ECARES, Free University of Brussels, University of Metz and CEPR)
2003 - n° 249 19/11/2003

We examine a model of contracting where parties interact repeatedly and can contract
at any point in time, but writing enforceable contracts is costly. A contract can
describe contingencies and actions at a more or less detailed level, and the cost of writing
a contract is proportional to the amount of detail. We consider both formal (externally
enforced) and informal (self-enforcing) contracts. The presence of writing costs has important
implications both for the optimal structure of formal contracts, particularly the
tradeo. between contingent and spot contracts, and for the interaction between formal
and informal contracting. Our model sheds light on these implications and generates a
rich set of predictions about the determinants of the optimal mode of contracting.

Pierpaolo Battigalli (Bocconi University, IEP and IGIER)and Giovanni Maggi (Princeton University)
Keywords: writing costs, contingent vs spot contracting, formal vs informal contracts
2003 - n° 248 12/11/2003

This paper presents a simple model of imperfect labor markets with endogenous labor market participation and home production. We show that a two-sector economy (home and market) implies a three-state labor market when labor market imperfections take the form of an irreversible entry cost incurred by workers. This simple framework brings several results. First, it delivers an expression for the employment rate and as side-products, a measure of the unemployment rate and the size of the labour force. Second, it rationalizes several empirical works on the definition of unemployment in labor force surveys. Third, it derives endogenously all flows between three labour market states. Fourth, a calibration of the model rationalizes di.erences in employment rates: in the US., we find a market productivity premium of +30% and market frictions of -15% compared to France. Finally, the model is a very simple reduced form of search models with which it is fully consistent: the irreversible entry cost is the opportunity cost of search and depends on aggregate conditions.

Pietro Garibaldi (Università Bocconi, CEPR and fRDB) and Etienne Wasmer (ECARES, Free University of Brussels, University of Metz and CEPR)
2003 - n° 247 12/11/2003

The existing literature ignores the fact that in most European countries the
strictness of Employment Protection Legislation (EPL) varies across the firm size
distribution. In Italy firms are obliged to rehire an unfairly dismissed worker only
if they employ more than 15 employees. Theoretically, the paper solves a
baseline model of EPL with threshold effects, and shows that firms close to the
threshold are characterized by an increase in inaction and by a reluctance to
grow. Empirically, the paper estimates transition probability matrices on firm
level employment using a longitudinal data set based on Italian Social Security
(INPS) records, and finds two results. First, firms close to the 15 employees
threshold experience an increase in persistence of 1.5 percent with respect to a
baseline statistical model. Second, firms with 15 employees are more likely to
move backward than upward. Finally, the paper tests the effect of a 1990 reform
which tightened the regulation on individual dismissal only for small firms. It
finds that the persistence of small firms relative to large firms increased
significantly. Overall, these threshold effects are significant and robust, but
quantitatively small.

Pietro Garibaldi (IGIER,Università Bocconi, CEPRand fRDB), Lia Pacelli (Università di Torino, LABORatorio R.Revelli) and Andrea Borgarello (LABORatorio R.Revelli)
Keywords: Employment Protection Legislation, Firm Size
2003 - n° 246 06/11/2003

We consider a society that has to elect an official who provides a public service
for the citizens. Potential candidates differ in their competence and every potential
candidate has private information about his opportunity cost to perform the task
of the elected official. We develop a new citizen candidate model with a unique
equilibrium to analyze citizens' candidature decisions.
Under some weak additional assumptions, bad candidates run with a higher
probability than good ones, and for unattractive positions, good candidates freeride
on bad ones. We also analyze the comparative static effects of wage increases
and cost of running on the potential candidates' entry decisions.

Matthias Messner (Bocconi University and IGIER) and Matthias Polborn (UWO and University of Illinois)
Keywords: Citizen-candidate model, political economy, private provision of publicgoods, wage for politicians
2003 - n° 245 06/11/2003

This paper examines competition in a liberalized market, with reference to some key features of the natural gas industry. Each firm has a low (zero) marginal cost core capacity, due to long term contracts with take or pay obligations, and additional capacity at higher marginal costs. The market is decentralized and the firms decide which customers to serve, competing then in prices. We show that under both sequential and simultaneous entry, there is a strong incentive to segment the market: when take-or-pay obligations are still to be covered, entering and competing for the same customers implies low margins. If instead a firm is left as a monopolist on a fraction of the market,  xhausting its obligation, it has no further incentive to enter a second market, where the rival will be monopolist as well. Hence, we obtain entry without competition. Antitrust ceilings do not prevent such an outcome while a wholesale pool market induces generalized competition and low margins in the retail segment.

Michele Polo (Università Bocconi, IGIER and SET) and Carlo Scarpa (University of Brescia and SET)
2003 - n° 244 31/10/2003
What is the future of social security systems in OECD countries? In our view, the answer
belongs to the realm of politics. We evaluate how political constraints shape the social
security system in six countries - France, Germany, Italy, Spain, the UK and the US -
under population aging. Two main aspects of the aging process are relevant to the
analysis. First, the increase in the dependency ratio - the ratio of retirees to workers
- reduces the average profitability of the unfunded social security system, thereby
inducing the agents to reduce the size of the system by substituting their claims
towards future pensions with more private savings. Second, an aging electorate leads
to larger systems, since it increases the relevance of pension spending on the
policy-makers' agenda. The overall assessment from our simulations is that the political
aspect dominates in all countries, albeit with some differences. Spain, the fastest aging
country, faces the largest increase in the social security contribution rate. When labor
market considerations are introduced, the political effect still dominates, but it is less
sizeable. Country specific characteristics (not accounted for in our simulations), such as
the degree of redistribution in the pension system and the existence of family ties in
the society, may also matter. Our simulations deliver a strong policy implication: an
increase in the effective retirement age always decreases the size of the system chosen
by the voters, while often increasing its generosity. Finally, delegation of pension policy
to the EC may reduce political accountability and hence help to reform the systems.

Vincenzo Galasso (IGIER, Bocconi University and CEPR) and Paola Profeta
Keywords: Political Equilibria, Demographic Dynamics, Retirement Age
2003 - n° 243 25/09/2003
We offer a simple explanation for oligopolistic reaction based on Bayesian learning by
rival firms operating in an uncertain environment. We test the implications of the model
through a discrete choice panel data sample of MNEs that have invested in Central and
Eastern Europe over the period 1990-1997. Interacting the measure of rivals investment
in country-industry pairs with uncertainty we find strong evidence for oligopolistic reaction,
especially through the channel of Bayesian learning postulated by the model. The
findings are robust with respect to different model specifications.

Carlo Altomonte (Università Bocconi and KU Leuven)and Enrico Pennings (Università Bocconi and IGIER)
Keywords: discrete choice panel data, uncertainty, FDI, oligopolistic reaction
2003 - n° 242 25/08/2003
This paper presents firm-level evidence on the dynamics of the relative demand for non-manual workers in Italian manufacturing during the 1990s. The analysis provides a number of interesting results. First, the rise within firms in the share of non manual workers in both employment and hours worked (within-firm skill upgrading) is the main determinant of the increase in the relative demand for skilled workers. By contrast, demand changes associated to trade have mitigated such a rise by shifting employment away from skill-intensive firms. Second, while the relative number of hours worked by skilled workers within firms has risen, the hourly wage premium has fallen. Third, within-firm skill upgrading is strongly and signi cantly related to investment in computers and R&D. Fourth, we find that technical progress has raised the relative productivity of skilled workers (the skill-bias of technical progress is positive). Finally we show that the standard approach that measures annual, rather than hourly relative wages, produces a downward bias in the estimate of the skill-bias of technical progress.

Paolo Manasse (University of Bologna) and Luca Stanca (University of Milan-Bicocca)
Keywords: wage differentials, skill bias, technical progress, globalization
2003 - n° 241 31/07/2003
We present a dynamic comparative advantage model in which moderate reductions in
trade costs can generate sizable increases in trade volumes over time. A fall in trade
costs has two e.ects on the volume of trade. First, for given factor endowments, it
raises the degree of specialization of countries, leading to a larger volume of trade
in the short run. Second, it raises the factor price of each country's abundant
production factor, leading to diverging paths of relative factor endowments across
countries and a rising degree of specialization. A simulation exercise shows that
a fall in trade costs over time produces a non-linear increase in the trade share of
output as in the data. Even when elasticities of substitution are not particularly
high, moderate reductions in trade costs lead to large trade volumes over time.

Alejandro Cunat (LSE and CEPR) and Marco Maffezzoli (Universit� Bocconi and IGIER)
Keywords: International Trade, Heckscher-Ohlin
2003 - n° 240 08/07/2003
Employees of "globalized" firms face a riskier, but potentially more rewarding,
menu of labor market outcomes. We document this neglected trade-off of
globalization for a sample of Indian manufacturing firms. On the one hand,
the employees of firms subject to foreign competition face a more uncertain
stream of earnings and riskier employment prospects. On the other, they enjoy
a more rapid career and/or have more opportunities to train and upgrade
their skills. The negative uncertainty costs and the positive incentive effects
of globalization are thus twin to each other. Concentrating on just one side
of the coin gives a misleading picture of globalization.

Francesco Daveri (University of Parma and IGIER) . Paolo Manasse (University of Bologna andIGIER) and Danila Serra (London School of Economics)
Keywords: Globalization; Uncertainty; Trade and Wages; Wages; Employment; India; Training, Promotions, Labor markets
2003 - n° 239 04/07/2003
We document the presence of a trade-off between unemployment benefits (UB) and
employment protection legislation (EPL) in the provision of insurance against labour
market risk. The mix of quantity restrictions and price regulations adopted by the
various countries would seem to correspond to a stable politico-economic equilibrium.
We develop a model in which voters are required to cast a ballot over the strictness of
EPL and over the generosity of UB. Agents are heterogeneous along two dimensions:
employment status - there are insiders and outsiders - and skills - low and high skills.
We show that if there exists a majority of low-skill insiders, the voting game has a
politico-economic equilibrium with low UB and high EPL; otherwise, the equilibrium
features high UB and low EPL. Another testable implication of the model is that a
larger share of elderly workers increases the demand for EPL. Panel data on institutions
and on the age and educational structures of the populations are broadly in line with
our results. We also find that those favouring EPL over UB in a public opinion poll
carried in 2001 in Italy have precisely the same characteristics predicted by our model.

Tito Boeri (Università Bocconi, IGIER, and Fondazione Rodolfo Debenedetti), J.Ignacio Conde-Ruiz (FEDEA) and Vincenzo Galasso (IGIER, Università Bocconi and CEPR)
Keywords: employment protection, unemployment insurance, political equilibria
2003 - n° 238 04/06/2003

Policies are typically chosen by politicians and bureaucrats. This paper investigates the criteria that should lead a society to allocate policy tasks to elected policymakers (politicians) or non elected bureaucrats. Politicians tend to be preferable for tasks that have the following features: they do not involve too much
specific technical ability relative to effort; there is uncertainty ex ante about ex post preferences of the public and flexibility is valuable; time inconsistency is not an issue; small but powerful vested interests do not have large stakes in the policy outcome; effective decisions over policies require taking into account policy
complementarities and compensating the losers; the policies imply redistributive conflicts among large groups of voters. The reverse apply to the attribution of prerogatives to bureaucrats.

Alberto Alesina (Harvard University) and Guido Tabellini (Bocconi University)
2003 - n° 237 16/05/2003
In this paper we compare alternative approaches for dating the Euro area business cycle and analyzing its characteristics. First, we extend a commonly used dating procedure to allow for length, size and amplitude restrictions, and to compute the probability of a phase change. Second, we apply the modified algorithm for dating both the classical Euro area cycle and the deviation cycle, where the latter is obtained by a variety of methods, including a modified HP filter that reproduces the features of the BK filter but avoids end-point problems, and a production function based approach. Third, we repeat the dating exercise for the main Euro
area countries, evaluate the degree of syncronization, and compare the results with the UK and the US. Fourth, we construct indices of business cycle diffusion, and assess how spread are cyclical movements throughout the economy. Finally, we repeat the dating exercise using monthly industrial production data, to evaluate whether the higher sampling frequency can compensate the higher variability of the series and produce a more accurate dating.

Michael Artis (European University Institute and CEPR), Massimiliano Marcellino (Università Bocconi, Igier and CEPR) and Tommaso Proietti (Università di Udine and European University Institute)
Keywords: Business cycle, Euro area, cycle dating, cycle synchronization
2003 - n° 236 17/04/2003
In this paper we evaluate the relative merits of three approaches to information extraction
from a large data set for forecasting, namely, the use of an automated model selection
procedure, the adoption of a factor model, and single-indicator-based forecast pooling. The
comparison is conducted using a large set of indicators for forecasting US inflation and GDP
growth. We also compare our large set of leading indicators with purely autoregressive
models, using an evaluation procedure that is particularly relevant for policy making. The
evaluation is conducted both ex-post and in a pseudo real time context, for several forecast
horizons, and using both recursive and rolling estimation. The results indicate a preference for
simple forecasting tools, with a good relative performance of pure autoregressive models, and
substantial instability in the leading characteristics of the indicators.

Anindya Banerjee (European University Institute) and Massimiliano Marcellino (IEP-Bocconi University, IGIER)
Keywords: leading indicator, factor model, model selection, GDP growth, inflation
2003 - n° 235 17/04/2003
In this paper we evaluate the role of a set of variables as leading indicators for Euro-area
inflation and GDP growth. Our evaluation is based on using the variables in the ECB Euroarea
model database, plus a set of similar variables for the US. We compare the forecasting
performance of each indicator with that of purely autoregressive models, using an evaluation
procedure that is particularly relevant for policy making. The evaluation is conducted both expost
and in a pseudo real time context, for several forecast horizons, and using both recursive
and rolling estimation. We also analyze three different approaches to combining the
information from several indicators. First, we discuss the use as indicators of the estimated
factors from a dynamic factor model for all the indicators. Second, an automated model
selection procedure is applied to models with a large set of indicators. Third, we consider
pooling the single indicator forecasts. The results indicate that single indicator forecasts are on
average better than those derived from more complicated methods, but for them to beat the
autoregression a different indicator has to be used in each period. A simple real-time
procedure for indicator-selection produces good results.


Anindya Banerjee (European University Institute), Massiliano Marcellino (IEP, IGIER, Bocconi University) and Igor Masten (European University Institute)
Keywords: leading indicator, factor model, model selection, GDP growth, inflation
2003 - n° 234 07/04/2003
There has been a lot of interest recently in developing small scale
rule-based empirical macro models for the analysis of monetary policy.
These models, based on the conventional view that inflation
stabilization should be a concern of monetary policy only, have typically neglected
the role of fiscal policy. We start with the evidence that a baseline
VAR-augmented Taylor rule can deliver recurrent mispredictions of
inflation in the U.S. before 1987. We then show that a fiscal feed-back rule, in
which the primary deficit reacts to both the output gap and the
government debt, can well characterize the behavior of fiscal policy throughout the
sample. However, by employing Markov-switching methods, we find
evidence of substantial instability across fiscal regimes. Yet this precisely happens
\QTR{it}{before 1987}. We then augment the monetary VAR\ with a
fiscal policy rule and control for the endogenous regime switches for both
rules. We find that only over time windows belonging to the pre-1987 period
the model based on the two rules can predict the behavior of \ inflation
better than the one based just on the monetary policy rule. \QTR{it}{After
1987}, when fiscal policy is estimated to switch to a regime of fiscal discipline,
the monetary-fiscal mix can be appropriately described as a regime of
monetary dominance. Over this period a monetary policy rule based
model is always a better predictor of the inflation behavior than the one
comprising both a monetary and a fiscal rule.

Carlo A. Favero (IGIER, Università Bocconi and CEPR)
Keywords: Monetary and Fiscal Policy Rules, Markov Switching, Inflation
2003 - n° 233 04/04/2003
Within a small open economy we derive a tractable framework for the analysis
of the optimal monetary policy design problem as well as of simple feedback
rules. The international relative price channel is emphasized as the one peculiar
to the open economy dimension of monetary policy. Hence flexibility in
the nominal exchange rate enhances such channel. We first show that a feature
of the optimal policy under commitment, unlike the one under discretion,
is to entail stationary nominal exchange rate and price level. We show that
this property characterizes also a regime of fixed exchange rates. Hence, in
evaluating the desirability of such a regime, this benefit needs to be weighed
against the cost of excess smoothness in the terms of trade. We show that
there exist combinations of the parameter values that make a regime of fixed
exchange rates more desirable than the discretionary optimal policy. When the
economy is sufficiently open, this happens for a high relative weight assigned to
output gap variability in the Central Bank's loss function and for high values of
the elasticity substitution between domestic and foreign goods. We draw from
this interesting conclusions for a modern version of the optimal currency area
literature.

Tommaso Monacelli (IGIER, Università Bocconi)
Keywords: Optimal monetary policy, commitment, discretion, fixed exchange rates
2003 - n° 232 27/03/2003
Do fiscal policy variables - overall spending, revenue, deficits and
welfare-state spending - display systematic patterns in the vicinity of
elections? And do such electoral cycles differ among political systems?
We investigate these questions in a data set encompassing sixty democracies
from 1960-98. Without conditioning on the political system, we find
that taxes are cut before elections, painful fiscal adjustments are postponed
until after the elections, while welfare-state spending displays no
electoral cycle. Our subsequent results show that the pre-election tax cuts
is a universal phenomenon. The post-election fiscal adjustments (spending
cuts, tax hikes and rises in surplus) are, however, only present in
presidential democracies. Moreover, majoritarian electoral rules alone are
associated with pre-electoral spending cuts, while proportional electoral
rules are associated with expansions of welfare spending both before and
after elections.

Torsten Persson (IIES,Stockholm University) and Guido Tabellini (IGIER, Bocconi University)
Keywords: Elections, constitution, form of government, electoral rules, fiscal policy
2003 - n° 231 26/03/2003
We construct and numerically solve a dynamic Heckscher-Ohlin model which, depending
on the distribution of production factors in the world and parameter values, allows for
worldwide factor price equalization or complete specialization. We explore the dynamics
of the model under different parameter values, and relate our theoretical results to the
empirical literature that studies the determinants of countries' income per capita growth
and levels. In general, the model is capable of generating predictions in accordance with
the most important ndings in the empirical growth literature. At the same time, it
avoids some of the most serious problems of the (autarkic) neoclassical growth model.

Alejandro Cunat (LSE, CEP, CEPR) and Marco Maffezzoli (IGIER, Università Bocconi)
Keywords: International Trade, Heckscher-Ohlin, Economic Growth, Convergence,Simulation
2003 - n° 230 03/03/2003
In this paper we review the recent liberalization process in energy markets promoted by the European Commission in the late Nineties and implemented in all the member countries. The electricity and gas industries are characterized by a predominant role of network infrastructures, and by upstream and downstream segments that can be opened to competition. The key issues that must be addressed to design a liberalization plan include the horizontal and vertical structure of the industry, the access to the transport facilities, the organization of a wholesale market and the development of competition in the liberalized segments. We analyze the liberalization policies in the EU as a two step approach: the Directives and the national liberalization plans have focussed so far on the goal of creating a level playing field for new comers through Third Party Access to the network infrastructure, the unbundling of monopolized from competitive activities of the incumbent and the opening of demand. Today, within a heterogeneous picture, all the member countries are implementing this phase. The second step refers to the development of a competitive environment in the liberalized markets, a goal that requires, but is not implied by, the creation of fair entry conditions to new comers. The reduction of market power of the incumbent through divestitures and the entry process, and the design of the market rules are the crucial issues, and neither the Directives not the national plans have been in most cases very effective on this issue. As a result, while we can start appreciating the entry of new operators in both the electricity and the gas industry, the effects on consumers choice and final prices are rather limited, in particular in the gas industry. In the second part of the paper we move our attention to the Italian case, describing the national liberalization plans and the policy issues still opened. Both the electricity and the gas reforms are more advanced than the minimum standards required by the Directives, and include in some cases interesting innovations. In particular, the Bersani Decree on electricity requires capacity divestitures in the generation plans and adopts a proprietary unbundling of the transport network, while the Letta Decree on gas introduces antitrust ceilings and a very quick schedule towards complete demand opening. Among the more relevant open issues, in the electricity industry the incumbent firm can maintain a market share of 50% in generation, with likely distortions in the wholesale market. There are two possible ways out of this central problem: a "market solution" that requires further reductions in the generation capacity of the dominant firm and an improvement in transborder interconnection capacity together with the start up of the wholesale market; an "administrative solution" that tries to limit the effects of the incumbent market power on prices by assigning the foreign low cost energy to some categories of (large) customers and introducing bid caps on prices, while delaying the opening of the wholesale market. It is not clear which choice has been made by the Government, even if the latter emerges from many recent decisions. In the gas industry the insufficient unbundling of the dominant firm is the most serious obstacle to developing competition. The antitrust ceilings may even determine perverse effects, with the new firms acting as (upstream) customers and (downstream) competitors of the dominant firm. Moreover, the access to international transmission capacity seems a crucial issue. Finally, the nature of competition with take-or-pay contracts suggests that a wholesale market for gas would be necessary. The last open issues are institutional: we argue that the recent assignment of the energy policy at the regional level and the prospected reduction of independence of the energy authority are two institutional reforms with a very negative impact on the liberalization process.

Michele Polo (Università di Sassari and IGIER) and Carlo Scarpa (Università di Brescia)
2003 - n° 229 03/03/2003
We propose a theory of international agreements on product standards. The key feature of the model is that agreements are viewed as incomplete contracts. In particular, these do not specify standards for products that may arise in the future. One potential remedy to contractual incompleteness is a dispute settlement procedure (DSP) that provides arbitration in states of the world that are not covered by the ex ante agreement. We identify conditions under which a DSP can provide ex-ante efficiency gains, and examine how these gains depend on the fundamentals of the problem. Another potential remedy to contractual incompleteness is given by rigid rules, i.e. rules that are not product-specific. We argue that the nondiscrimination rule is the only rule of this kind that increases ex-ante efficiency for any probability distribution over potential products. Finally we show that, under relatively weak conditions, the optimal ex-ante agreement is structured in three parts: (i) a set of clauses that specify standards for existing products; (ii) a rigid nondiscrimination rule, and (iii) a dispute settlement procedure. Although the model focuses on the case of product standards, the analysis suggests a more general incomplete-contracting theory of trade agreements.

Pierpaolo Battigalli (Bocconi University and IGIER) and Giovanni Maggi (Princeton University and NBER)
Keywords: Trade Agreements, Standards, Incomplete contracts, Dispute Settlement Procedure, Nondiscrimination
2003 - n° 228 03/03/2003
We study the effects on the optimal monetary policy design problem of allowing for deviations from the law of one price in import goods prices. We reach three basic results. First, we show that incomplete pass-through renders the analysis of monetary policy of an open economy fundamentally different from the one of a closed economy, unlike canonical models with perfect pass-through which emphasize a type of isomorphism. Second, and in response to efficient productivity shocks, incomplete pass-through has the effect of generating endogenously a short-run tradeoff between the stabilization of inflation and of the output gap. This holds independently of the measure of inflation being targeted by the monetary authority. Third, in studying the optimal program under commitment relative to discretion, we show that the former entails a smoothing of the deviations from the law of one price, in stark contrast with the established empirical evidence. In addition, an optimal commitment policy always requires, relative to discretion, more stable nominal and real exchange rates.

Tommaso Monacelli (IGIER, Bocconi University)
Keywords: deviations from the law of one price, policy trade-off, gains from commitment, exchange rate channel
2003 - n° 227 03/03/2003
The extraordinary success of the U.S. economy and the parallel growth slowdown of the large European countries and Japan in the 1990s bear a simple rationale. The United States has eventually benefited from the effective adoption of information technologies. The introduction of the newly installed IT capital has not instead enhanced aggregate capital accumulation and TFP growth in Europe and Japan. At least on impact, IT capital has mainly displaced existing capital and methods of production rather than supplementing them. The limited growth-enhancing effects from information technologies in countries other than the United States have occurred in the IT-producing sectors, while the IT-using industries havecontributed the bulk of productivity gains in the United States.

Francesco Daveri (Università di Parma, and IGIER)
Keywords: Labor productivity growth, G-7, Information technology, Sector productivity
2002 - n° 226 04/03/2003
This paper presents evidence on the geographical dimension of the IT revolution in the U.S. economy. BEA and Census data show that, although neither IT diffusion nor the productivity revival was geographically narrow, the matching of the two across the U.S. states has been far from perfect. The late 1990s productivity acceleration mostly occurred in those states specialized in the production of IT goods & services as well as of non-IT durable goods. When those states are excluded from the sample, the remaining states do not exhibit any significant acceleration in productivity. In particular, the association between productivity gains and IT use is at best weak at the state level. This contrasts with previous aggregate and sector evidence, where the importance of both IT production and use was stressed.

Francesco Daveriand Andrea Mascotto
Keywords: Productivity growth, US states, IT revolution, Information technology, USA
2002 - n° 225 04/03/2003
We derive a set of stylized facts on the effects of non-systematic fiscal policy in the four largest countries of the Euro area, and discuss their implications for the fiscal policy coordination debate, for the effectiveness of fiscal shocks in stabilizing the economies, and for the interaction of fiscal and monetary policy. We find relevant differences across countries in the effects of non-systematic fiscal policy, and substantial uncertainty about the size of these effects, which casts doubts on the possibility of a fiscal coordination. Moreover, expenditure shocks are usually rather ineffective in increasing output growth or reducing its volatility, and can require deficit financing. Tax policies also appear to have minor effects on output, and tax cuts could also require deficit financing. Finally, fiscal shocks appear to have an impact on interest rates, either direct or trough the output gap and inflation while, in general, the effects of monetary policy on disbursements and receipts seem to be minor.

Massimiliano Marcellino (Istituto di Economia Politica, Università Bocconi, IGIER)
Keywords: Fiscal policy, Policy coordination, Stabilization policy, Monetary policy
2002 - n° 223 04/03/2003
Two competing methods have been recently developed to estimate large-scale dynamic factor models based, respectively, on static and dynamic principal components. In this paper we use two large datasets of macroeconomic variables for the US and for the Euro area to evaluate in practice the relative performance of the two approaches to factor model estimation. The comparison is based both on the relative goodness of fit of the models, and on the usefulness of the factors when used in the estimation of forward looking Taylor rules, and as additional regressors in monetary VARs. It turns out that dynamic principal components provide a more parsimonious summary of the information, but the overall performance of the two methods is very similar, in particular when a common information set is adopted. Moreover, the information extracted from the large datasets turns out to be quite useful for the empirical analysis of monetary policy.

Carlo Ambrogio Favero(IEP-Bocconi University, IGIER and CEPR ), Massimiliano Marcellino (IEP-Bocconi University, IGIER and CEPR) and Francesca Neglia (IGIER)
Keywords: factor model, principal component, Taylor rule, monetary shock
2002 - n° 222 04/03/2003
Has the spurt of IT-centered innovations of the 1990s resulted in sizably higher productivity growth? This question, first raised in the US and later on in Europe and the rest of the world, has not been given a firm answer yet. This paper adds to the evidence on Europe by looking at a seemingly ideal new economy laboratory, i.e. the sectors of Finland. We find three main results. First, Nokia was absolutely crucial in getting all started. Second, much the same as in the US, TFP productivity gains spilled over onto few other sectors and cyclical factors did play a role in boosting productivity in the second part of the 1990s. Third, nevertheless, the timing and the sector distribution of productivity gains are strongly and negatively related to the dynamics of the machinery and equipment sector price deflator. This is suggestive that productivity gains cannot simply be the side effect of fortunate cyclical circumstances.

Francesco Daveri (Università di Parma and IGIER) and Olmo Silva (European University Institute)
Keywords: Productivity growth, Total Factor Productivity, Information technology, Finland, Europe
2002 - n° 221 04/03/2003
Recent financial research has provided evidence on the predictability of asset returns. In this paper we consider the results contained in Pesaran-Timmerman(1995), which provided evidence on predictability over the sample 1959-1992. We show that the extension of the sample to the ninetie weakens considerably the statistical and economic significance of the predictability of stock returns based on earlier data. We propose an extension of their framework, based on the explicit consideration of model uncertainty under rich parameterizations for the predictive models.
We propose a novel methodology to deal with model uncertainty based on thick modeling, i.e. on considering a multiplicity of predictive models rather than a single predictive model. We show that portfolio allocations based on a thick modelling strategy sistematically overperforms thin modelling.

Marco Aiolfi (Bocconi University) and Carlo Ambrogio Favero (Bocconi University and CEPR)
2002 - n° 220 04/03/2003
Recent empirical evidence suggests a negative relationship between trade integration and income per capita convergence. We show that moderate reductions in trade posts can generate sizable increases in income per capita divergence in a neoclassical two-country model of trade and growth. The welfare of both countries, however, rises with trade integration due to changes in their consumption time paths. Our setup sheds light on the striking nonlinear growth in the trade share of output since World War II: a linear fall in trade costs over time produces an exponential increase in the trade share of GDP. Concerning the empirical relationship between openness and technological progress, we perform an exercise that cautions against the use of aggregate production functions to obtain Solow residuals: two countries that reduce their trade costs and experience no technological progress are measured to have positive TFP growth rates if an aggregate production function is used for that purpose.

Alejandro Cuat (LSE, CEP and CEPR) and Marco Maffezzoli (IEP - Università Bocconi)
Keywords: International Trade, Heckscher-Ohlin, Economic Growth
2002 - n° 219 04/03/2003
A feature of new economic geography model is their mathematical intractability. This intractability results from the fact that the functional relationship between the indirect utility differential and the state variable cannot be found explicitly. We illustrate three methods that can be utilized to approximate the unknown function. These methods are simple and give a remarkable improvement in the precision of approximation with respect to the commonly utilized Lagrange approximation. Precision of approximation is important in models that feature catastrophic behavior. We apply these methods to the core-periphery model. Naturally, they can be applied to all cases of unknown functional relationships.

Marco Maffezzoli (Istituto di Economia Politica, Università Bocconi) and Federico Trionfetti (Kings College, London and CEPII, Paris)
Keywords: projection methods, spatial models, economic geography