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Showing papers in "Econometrica in 2013"


Journal ArticleDOI
TL;DR: In this paper, the role of deeply rooted pre-colonized ethnic institutions in shaping comparative regional development within African countries is investigated, where the authors combine information on the spatial distribution of ethnicities before colonization with regional variation in contemporary economic performance as proxied by satellite images of light density at night.
Abstract: We investigate the role of deeply rooted pre-colonial ethnic institutions in shaping comparative regional development within African countries. We combine information on the spatial distribution of ethnicities before colonization with regional variation in contemporary economic performance, as proxied by satellite images of light density at night. We document a strong association between pre-colonial ethnic political centralization and regional development. This pattern is not driven by differences in local geographic features or by other observable ethnic-specific cultural and economic variables. The strong positive association between pre-colonial political complexity and contemporary development also holds within pairs of adjacent ethnic homelands with different legacies of pre-colonial political institutions.

838 citations


Journal ArticleDOI
TL;DR: In this paper, two new estimators for determining the number of factors (r) in static approximate factor models were proposed, based on the well-known fact that the largest eigenvalues of the variance matrix of N response variables grow unboundedly as N increases.
Abstract: This paper proposes two new estimators for determining the number of factors (r) in static approximate factor models We exploit the well-known fact that the r largest eigenvalues of the variance matrix of N response variables grow unboundedly as N increases, while the other eigenvalues remain bounded The new estimators are obtained simply by maximizing the ratio of two adjacent eigenvalues Our simulation results provide promising evidence for the two estimators

693 citations


ReportDOI
TL;DR: The authors developed a general framework showing that technology and product market spillovers have testable implications for a range of performance indicators, and exploited these using distinct measures of a firm's position in the technology space and the product market space.
Abstract: Government policies to support R&D are predicated on empirical evidence of R&D "spillovers" between firms. But there are two countervailing R&D spillovers: positive effects from technology spillovers and negative effects from business stealing by product market rivals. We develop a general framework showing that technology and product market spillovers have testable implications for a range of performance indicators, and exploit these using distinct measures of a firm’s position in technology space and product market space. We show using panel data on U.S. firms between 1981 and 2001 that both technology and product market spillovers operate, but that net social returns are several times larger than private returns. The spillover effects are also revealed when we analyze three high-tech sectors in detail - pharmaceuticals, computer hardware and telecommunication equipment. Using the model we evaluate three R&D subsidy policies and show that the typical focus of support for small and medium firms may be misplaced.

522 citations


Journal ArticleDOI
TL;DR: In this article, the authors take cohorts of entering freshmen at the United States Air Force Academy and assign half to peer groups designed to maximize the academic performance of the lowest ability students.
Abstract: We take cohorts of entering freshmen at the United States Air Force Academy and assign half to peer groups designed to maximize the academic performance of the lowest ability students. Our assignment algorithm uses nonlinear peer effects estimates from the historical pre-treatment data, in which students were randomly assigned to peer groups. We find a negative and significant treatment effect for the students we intended to help. We provide evidence that within our �optimally� designed peer groups, students avoided the peers with whom we intended them to interact and instead formed more homogeneous subgroups. These results illustrate how policies that manipulate peer groups for a desired social outcome can be confounded by changes in the endogenous patterns of social interactions within the group.

410 citations


ReportDOI
TL;DR: In this paper, the authors argue that positive co-movements between land prices and business investment are a driving force behind the broad impact of land-price dynamics on the macroeconomy.
Abstract: We argue that positive co-movements between land prices and business investment are a driving force behind the broad impact of land-price dynamics on the macroeconomy. We develop an economic mechanism that captures the co-movements by incorporating two key features into a DSGE model: We introduce land as a collateral asset in firms' credit constraints, and we identify a shock that drives most of the observed fluctuations in land prices. Our estimates imply that these two features combine to generate an empirically important mechanism that amplifies and propagates macroeconomic fluctuations through the joint dynamics of land prices and business investment.

282 citations


Journal ArticleDOI
TL;DR: The authors used tax policies as a leading example of foresight, making transparent the economic behavior and information structures that generate non-fundamental equilibria, which pose substantial challenges to econometric efforts to recover the structural shocks to which economic agents react.
Abstract: News�or foresight�about future economic fundamentals can create rational expectations equilibria with non-fundamental representations that pose substantial challenges to econometric efforts to recover the structural shocks to which economic agents react. Using tax policies as a leading example of foresight, simple theory makes transparent the economic behavior and information structures that generate non-fundamental equilibria. Econometric analyses that fail to model foresight will obtain biased estimates of output multipliers for taxes; biases are quantitatively important when two canonical theoretical models are taken as data generating processes. Both the nature of equilibria and the inferences about the effects of anticipated tax changes hinge critically on hypothesized information flows. Different methods for extracting or hypothesizing the information flows are discussed and shown to be alternative techniques for resolving a non-uniqueness problem endemic to moving average representations.

275 citations


Journal ArticleDOI
Alp Simsek1
TL;DR: This article showed that optimism concerning the probability of downside states has no or little effect on asset prices because these types of optimism are disciplined by this constraint, while optimism regarding the relative probability of upside states could have significant effects on asset price.
Abstract: Belief disagreements have been suggested as a major contributing factor to the recent subprime mortgage crisis. This paper theoretically evaluates this hypothesis. I assume that optimists have limited wealth and take on leverage so as to take positions in line with their beliefs. To have a significant effect on asset prices, they need to borrow from traders with pessimistic beliefs using loans collateralized by the asset itself. Since pessimists do not value the collateral as much as optimists do, they are reluctant to lend, which provides an endogenous constraint on optimists' ability to borrow and to influence asset prices. I demonstrate that the tightness of this constraint depends on the nature of belief disagreements. Optimism concerning the probability of downside states has no or little effect on asset prices because these types of optimism are disciplined by this constraint. Instead, optimism concerning the relative probability of upside states could have significant effects on asset prices. This asymmetric disciplining effect is robust to allowing for short selling because pessimists that borrow the asset face a similar endogenous constraint. These results emphasize that what investors disagree about matters for asset prices, to a greater extent than the level of disagreements. When richer contracts are available, relatively complex contracts that resemble some of the recent financial innovations in the mortgage market endogenously emerge to facilitate betting.

264 citations


ReportDOI
TL;DR: In this article, the authors developed a property-rights model of the firm in which production entails a continuum of uniquely sequenced stages and showed that the incentive to integrate suppliers varies systematically with the relative position (upstream versus downstream) at which the supplier entered the production line.
Abstract: We develop a property-rights model of the firm in which production entails a continuum of uniquely sequenced stages. In each stage, a final-good producer contracts with a distinct supplier for the procurement of a customized stage-specific component. Our model yields a sharp characterization for the optimal allocation of ownership rights along the value chain. We show that the incentive to integrate suppliers varies systematically with the relative position (upstream versus downstream) at which the supplier enters the production line. Furthermore, the nature of the relationship between integration and "downstreamness" depends crucially on the elasticity of demand faced by the final-good producer. Our model readily accommodates various sources of asymmetry across final-good producers and across suppliers within a production line, and we show how it can be taken to the data with international trade statistics. Combining data from the U.S. Census Bureau's Related Party Trade database and estimates of U.S. import demand elasticities from Broda and Weinstein (2006), we find empirical evidence broadly supportive of our key predictions. In the process, we develop two novel measures of the average position of an industry in the value chain, which we construct using U.S. Input-Output Tables. [PUBLICATION ABSTRACT]

247 citations


Journal ArticleDOI
TL;DR: In this paper, the role of demand shocks in the ready-mix concrete industry is investigated using Census data on more than 15,000 plants, and a model of investment and entry in oligopolistic markets is presented.
Abstract: I investigate the role of demand shocks in the ready-mix concrete industry. Using Census data on more than 15,000 plants, I estimate a model of investment and entry in oligopolistic markets. These estimates are used to simulate the effect of eliminating short-term local demand changes. A policy of smoothing the volatility of demand has a market expansion effect: The model predicts a 39% increase in the number of plants in the industry. Since bigger markets have both more plants and larger plants, a demand-smoothing fiscal policy would increase the share of large plants by 20%. Finally, the policy of smoothing demand reduces entry and exit by 25%, but has no effect on the rate at which firms change their size.

220 citations


Journal ArticleDOI
TL;DR: In this paper, the agent-optimal stable mechanism is proposed for branch selection in the USMA system, which is fair, stable, and strategy-proof, and it is adopted in the Army.
Abstract: Branch selection is a key decision in a cadet’s military career. Cadets at USMA can increase their branch priorities at a fraction of slots by extending their service agreement. This real-life matching problem lls an important gap in market design literature. Although priorities fail a key substitutes condition, the agent-optimal stable mechanism is well-dened, and in contrast to the current USMA mechanism it is fair, stable, and strategy-proof. Adoption of this mechanism benets cadets and the Army. This new

201 citations


Journal ArticleDOI
TL;DR: This paper showed that when individuals' preferences are their private information, a convex combination of selfishness and morality stands out as evolutionarily stable, and called individuals with such preferences homo moralis, and showed that the stable degree of morality is determined by the degree of assortativity in the process whereby individuals are matched to interact.
Abstract: What preferences will prevail in a society of rational individuals when preference evolution is driven by the resulting payoffs? We show that when individuals’ preferences are their private information, a convex combination of selfishness and morality stands out as evolutionarily stable. We call individuals with such preferences homo moralis .A t one end of the spectrum is homo oeconomicus, who acts so as to maximize his or her own payoff. At the opposite end is homo kantiensis, who does what would be “the right thing to do,” in terms of payoffs, if all others would do likewise. We show that the stable degree of morality—the weight placed on the moral goal—is determined by the degree of assortativity in the process whereby individuals are matched to interact.

Journal ArticleDOI
TL;DR: In this article, the authors consider a general representation of the delegation problem, with and without money burning, and provide sufficient and necessary conditions under which an interval allocation is optimal for both perfect and monopolistic competition settings.
Abstract: We consider a general representation of the delegation problem, with and without money burning, and provide sufficient and necessary conditions under which an interval allocation is optimal. We also apply our results to the theory of trade agreements among privately informed governments. For both perfect and monopolistic competition settings, we provide conditions under which tariff caps are optimal. [PUBLICATION ABSTRACT]

Journal ArticleDOI
Eric Chaney1
TL;DR: This paper found that during deviant Nile floods, Egypt's highest-ranking religious authority was less likely to be replaced and relative allocations to religious structures increased, consistent with historical evidence that Nile shocks increased this authority's political influence by raising the probability he could coordinate a revolt.
Abstract: Using centuries of Nile flood data, I document that during deviant Nile floods, Egypt's highest-ranking religious authority was less likely to be replaced and relative allocations to religious structures increased. These findings are consistent with historical evidence that Nile shocks increased this authority's political influence by raising the probability he could coordinate a revolt. I find that the available data provide support for this interpretation and weigh against some of the most plausible alternatives. For example, I show that while Nile shocks increased historical references to social unrest, deviant floods did not increase a proxy for popular religiosity. Together, the results suggest an increase in the political power of religious leaders during periods of economic downturn. [PUBLICATION ABSTRACT]

Journal ArticleDOI
TL;DR: In this paper, an efficient, ex-post incentive-compatible mechanism for a general dynamic environment with quasilinear payoffs is presented, where agents observe private information and decisions are made over countably many periods.
Abstract: This paper constructs an efficient, budget-balanced, Bayesian incentive-compatible mechanism for a general dynamic environment with quasilinear payoffs in which agents observe private information and decisions are made over countably many periods. First, under the assumption of "private values" (other agents' private information does not directly affect an agent's payoffs), we construct an efficient, ex post incentive-compatible mechanism, which is not budget-balanced. Second, under the assumption of "independent types" (the distribution of each agent's private information is not directly affected by other agents' private information), we show how the budget can be balanced without compromising agents' incentives. Finally, we show that the mechanism can be made self-enforcing when agents are sufficiently patient and the induced stochastic process over types is an ergodic finite Markov chain. [PUBLICATION ABSTRACT]

Journal ArticleDOI
TL;DR: In this article, the authors predict how radio station formats would change if, as was recently proposed, music stations were made to pay fees for musical performance rights, by estimating and solving, using parametric approximations to firms' value functions, a dynamic model that captures important features of the industry such as vertical and horizontal product differentiation, demographic variation in programming tastes, and multi-station ownership.
Abstract: This article predicts how radio station formats would change if, as was recently proposed, music stations were made to pay fees for musical performance rights. It does so by estimating and solving, using parametric approximations to firms' value functions, a dynamic model that captures important features of the industry such as vertical and horizontal product differentiation, demographic variation in programming tastes, and multi-station ownership. The estimated model predicts that high fees would cause the number of music stations to fall significantly and quite quickly. For example, a fee equal to 10% of revenues would cause a 4.6% drop in the number of music stations within 2 1/2 years, and a 9.4% drop in the long run. The size of the change is limited, however, by the fact that many listeners, particularly in demographics that are valued by advertisers, have strong preferences for music programming. [PUBLICATION ABSTRACT]

Journal ArticleDOI
TL;DR: In this paper, the authors derived optimal inheritance tax formulas that capture the key equity-eciency trade-o, are expressed in terms of estimable sucient statistics, and are robust to the underlying structure of preferences.
Abstract: This paper derives optimal inheritance tax formulas that (a) capture the key equityeciency trade-o, (b) are expressed in terms of estimable sucient statistics, (c) are robust to the underlying structure of preferences. We consider dynamic stochastic models with general and heterogeneous bequest tastes and labor productivities. We limit ourselves to simple but realistic linear or two-bracket tax structures to obtain tractable formulas. We show that long-run optimal inheritance tax rates can always be expressed in terms of distributional parameters, aggregate behavioral elasticities and social preferences for redistribution. Importantly, those results carry over with tractable modications to (a) the case with social discounting (instead of steady-state welfare maximization), (b) the case with partly accidental bequests, (c) the standard Barro-Becker dynastic model. In all cases, the optimal inheritance tax rate increases with the concentration of bequest received and decreases with the elasticity of aggregate bequests to the net-of-tax rate. The optimal tax rate is positive and quantitatively large if concentration is high, the elasticity is low and society cares mostly about those receiving little inheritance. In contrast, the optimal tax rate is negative when society cares mostly about inheritors. We propose a calibration using micro-data for France and the United States. We nd that for realistic parameters

Journal ArticleDOI
TL;DR: In this paper, the authors propose a new model of flrm reputation that interprets reputation directly as the market belief about product quality, and derive implications for reputational dynamics by analyzing how investment incentives depend on the flrm's reputation.
Abstract: We propose a new model of flrm reputation that interprets reputation directly as the market belief about product quality. Quality is persistent and is determined endogenously by the flrm’s past investments. We analyse how investment incentives depend on the flrm’s reputation and derive implications for reputational dynamics. We consider three types of consumer learning. When consumers learn about quality through good news, investment incentives are decreasing in reputation, leading to a unique work-shirk equilibrium and convergent dynamics. When consumers learn through bad news, investment incentives are increasing in reputation, leading to a continuum of shirk-work equilibria and divergent dynamics. Finally, when consumers learn through Brownian news and the cost of investment is low, incentives are hump-shaped but a work-shirk equilibrium exists and is essentially unique.

Journal ArticleDOI
TL;DR: In this article, it is shown that the pseudo-true parameter value is of lower asymptotic frequentist risk when the original posterior is substituted by an artificial normal posterior centered at the MLE with sandwich covariance matrix.
Abstract: It is well known that, in misspecified parametric models, the maximum likelihood estimator (MLE) is consistent for the pseudo-true value and has an asymptotically normal sampling distribution with “sandwich” covariance matrix. Also, posteriors are asymptotically centered at the MLE, normal, and of asymptotic variance that is, in general, different than the sandwich matrix. It is shown that due to this discrepancy, Bayesian inference about the pseudo-true parameter value is, in general, of lower asymptotic frequentist risk when the original posterior is substituted by an artificial normal posterior centered at the MLE with sandwich covariance matrix. An algorithm is suggested that allows the implementation of this artificial posterior also in models with high dimensional nuisance parameters which cannot reasonably be estimated by maximizing the likelihood.

ReportDOI
Ian Martin1
TL;DR: In this paper, the authors investigate the behavior of asset prices in an endowment economy in which a representative agent with power utility consumes the dividends of multiple assets, and provide conditions under which the variation in a small asset's price-dividend ratio can be attributed almost entirely to variation in its risk premium.
Abstract: This paper investigates the behavior of asset prices in an endowment economy in which a representative agent with power utility consumes the dividends of multiple assets. The assets are Lucas trees; a collection of Lucas trees is a Lucas orchard. The model generates return correlations that vary endogenously, spiking at times of disaster. Since disasters spread across assets, the model generates large risk premia even for assets with stable cashflows. Very small assets may comove endogenously and hence earn positive risk premia even if their cashflows are independent of the rest of the economy. I provide conditions under which the variation in a small asset's price-dividend ratio can be attributed almost entirely to variation in its risk premium.

Journal ArticleDOI
TL;DR: In this paper, the authors extend the subjective expected utility model of decision making under uncertainty to include incomplete beliefs and tastes, and introduce new axiomatizations of Knightian uncertainty and the expected multi-utility model with complete beliefs.
Abstract: This paper extends the subjective expected utility model of decision making under uncertainty to include incomplete beliefs and tastes. The main results are two axiomatizations of the multiprior expected multiutility representations of preference relations under uncertainty. The paper also introduces new axiomatizations of Knightian uncertainty and the expected multiutility model with complete beliefs.

Journal ArticleDOI
TL;DR: In this paper, the equivalence between Bayesian and dominant strategy implementation is shown to break down when the main assumptions underlying the social choice model are relaxed or when equivalence concept is strengthened to apply to interim expected allocations.
Abstract: We consider a standard social choice environment with linear utilities and independent, one-dimensional, private types. We prove that for any Bayesian incentive compatible mechanism there exists an equivalent dominant strategy incentive compatible mechanism that delivers the same interim expected utilities for all agents and the same ex ante expected social surplus. The short proof is based on an extension of an elegant result due to Gutmann, Kemperman, Reeds, and Shepp (1991). We also show that the equivalence between Bayesian and dominant strategy implementation generally breaks down when the main assumptions underlying the social choice model are relaxed or when the equivalence concept is strengthened to apply to interim expected allocations.

Journal ArticleDOI
TL;DR: In this article, partial-identification results for average and quantile effects are given for discrete regressors, under static or dynamic conditions, in fully nonparametric and in semiparametric models, with time effects.
Abstract: Nonseparable panel models are important in a variety of economic settings, including discrete choice. This paper gives identification and estimation results for nonseparable models under time-homogeneity conditions that are like �time is randomly assigned� or �time is an instrument.� Partial-identification results for average and quantile effects are given for discrete regressors, under static or dynamic conditions, in fully nonparametric and in semiparametric models, with time effects. It is shown that the usual, linear, fixed-effects estimator is not a consistent estimator of the identified average effect, and a consistent estimator is given. A simple estimator of identified quantile treatment effects is given, providing a solution to the important problem of estimating quantile treatment effects from panel data. Bounds for overall effects in static and dynamic models are given. The dynamic bounds provide a partial-identification solution to the important problem of estimating the effect of state dependence in the presence of unobserved heterogeneity. The impact of T, the number of time periods, is shown by deriving shrinkage rates for the identified set as T grows. We also consider semiparametric, discrete-choice models and find that semiparametric panel bounds can be much tighter than nonparametric bounds. Computationally convenient methods for semiparametric models are presented. We propose a novel inference method that applies in panel data and other settings and show that it produces uniformly valid confidence regions in large samples. We give empirical illustrations.

Journal ArticleDOI
TL;DR: In this paper, private information, held by the potential applicant pool, explains rejections in three nongroup insurance markets: long-term care, disability, and life insurance.
Abstract: Across a wide set of nongroup insurance markets, applicants are rejected based on observable, often high-risk, characteristics This paper argues that private information, held by the potential applicant pool, explains rejections I formulate this argument by developing and testing a model in which agents may have private information about their risk I first derive a new no-trade result that theoretically explains how private information could cause rejections I then develop a new empirical methodology to test whether this no-trade condition can explain rejections The methodology uses subjective probability elicitations as noisy measures of agents' beliefs I apply this approach to three nongroup markets: long-term care, disability, and life insurance Consistent with the predictions of the theory, in all three settings I find significant amounts of private information held by those who would be rejected; I find generally more private information for those who would be rejected relative to those who can purchase insurance, and I show it is enough private information to explain a complete absence of trade for those who would be rejected The results suggest that private information prevents the existence of large segments of these three major insurance markets [PUBLICATION ABSTRACT]

Journal ArticleDOI
TL;DR: In this paper, the authors characterize the set of Bayes correlated equilibria in a class of games with quadratic payoffs and normally distributed uncertainty in terms of restrictions on the first and second moments of the equilibrium action-state distribution.
Abstract: We analyze games of incomplete information and oer equilibrium predictions which are valid for, and in this sense robust to, all possible private information structures that the agents may have. The set of outcomes that can arise in equilibrium for some information structure is equal to the set of Bayes correlated equilibria. We completely characterize the set of Bayes correlated equilibria in a class of games with quadratic payos and normally distributed uncertainty in terms of restrictions on the …rst and second moments of the equilibrium action-state distribution. We derive exact bounds on how prior knowledge about the private information re…nes the set of equilibrium predictions. We consider information sharing among …rms under demand uncertainty and …nd new optimal in- formation policies via the Bayes correlated equilibria. We also reverse the perspective and investigate the identi…cation problem under concerns for robustness to private information. The presence of private information leads to set rather than point identi…cation of the structural parameters of the game.

Journal ArticleDOI
TL;DR: In this paper, the authors show that unless the fixed resource cost of transferring funds is large, the consumer's optimal behavior eventually evolves to a situation with a purely time-dependent rule with a constant interval of time between observations.
Abstract: Recurrent intervals of inattention to the stock market are optimal if consumers incur a utility cost to observe asset values. When consumers observe the value of their wealth, they decide whether to transfer funds between a transactions account from which consumption must be financed and an investment portfolio of equity and riskless bonds. Transfers of funds are subject to a transactions cost that reduces wealth and consists of two components: one is proportional to the amount of assets transferred, and the other is a fixed resource cost. Because it is costly to transfer funds, the consumer may choose not to transfer any funds on a particular observation date. In general, the optimal adjustment rule—including the size and direction of transfers, and the time of the next observation—is state-dependent. Surprisingly, unless the fixed resource cost of transferring funds is large, the consumer’s optimal behavior eventually evolves to a situation with a purely time-dependent rule with a constant interval of time between observations. This interval of time can be substantial even for tiny observation costs. When this situation is attained, the standard consumption Euler equation holds between observation dates if the consumer is sufficiently risk averse.

Journal ArticleDOI
TL;DR: This paper showed that there is a strong interdependence between the ambiguity attitude and the preference for the timing of the resolution of uncertainty, as defined by the classic work of Kreps and Porteus (1978).
Abstract: Dynamic models of ambiguity aversion are increasingly popular in applied work. This paper shows that there is a strong interdependence in such models between the ambiguity attitude and the preference for the timing of the resolution of uncertainty, as defined by the classic work of Kreps and Porteus (1978). The modeling choices made in the domain of ambiguity aversion influence the set of modeling choices available in the domain of timing attitudes. The main result is that the only model of ambiguity aversion that exhibits indifference to timing is the maxmin expected utility of Gilboa and Schmeidler (1989). This paper examines the structure of the timing nonindifference implied by the other commonly used models of ambiguity aversion. This paper also characterizes the indifference to long-run risk, a notion introduced by Duffie and Epstein (1992). The interdependence of ambiguity and timing that this paper identifies is of interest both conceptually and practically�especially for economists using these models in applications.

Journal ArticleDOI
TL;DR: In this paper, a theory that unifies models of investment choice, informal risk-sharing, and formal financial contracts is proposed to explore the possibility that the structure of existing micro-finance contracts may discourage risky but high-expected return investments.
Abstract: Few microfinance-funded businesses grow beyond subsistence entrepreneurship. This paper considers one possible explanation: that the structure of existing microfinance contracts may discourage risky but high-expected-return investments. To explore this possibility, I develop a theory that unifies models of investment choice, informal risk-sharing, and formal financial contracts. I then test the predictions of this theory using a series of experiments with clients of a large microfinance institution in India. The experiments confirm the theoretical predictions that joint liability creates two potential inefficiencies. First, borrowers free-ride on their partners, making risky investments without compensating partners for this risk. Second, the addition of peer-monitoring overcompensates, leading to sharp reductions in risk-taking and profitability. Equity-like financing, in which partners share both the benefits and risks of more profitable projects, overcomes both of these inefficiencies and merits further testing in the field.

Journal ArticleDOI
TL;DR: In this article, a new density estimator for the random coefficients is developed, utilizing Fourier�Laplace series on spheres, which leads to a closed form estimator formula that yields a simple plug-in procedure requiring no numerical optimization.
Abstract: This paper considers random coefficients binary choice models. The main goal is to estimate the density of the random coefficients nonparametrically. This is an ill-posed inverse problem characterized by an integral transform. A new density estimator for the random coefficients is developed, utilizing Fourier�Laplace series on spheres. This approach offers a clear insight on the identification problem. More importantly, it leads to a closed form estimator formula that yields a simple plug-in procedure requiring no numerical optimization. The new estimator, therefore, is easy to implement in empirical applications, while being flexible about the treatment of unobserved heterogeneity. Extensions including treatments of nonrandom coefficients and models with endogeneity are discussed.

Journal ArticleDOI
TL;DR: In this paper, the authors derive a tractable mean-variance model adjusted for ambiguity and solve the corresponding portfolio allocation problem, showing that portfolio rebalancing in response to higher ambiguity aversion only depends on the ambiguous asset's alpha.
Abstract: We derive the analogue of the classic Arrow-Pratt approximation of the certainty equivalent under model uncertainty as described by the smooth model of decision making under ambiguity of Klibano¤, Marinacci and Mukerji (2005). We study its scope by deriving a tractable meanvariance model adjusted for ambiguity and solving the corresponding portfolio allocation problem. In the problem with a risk-free asset, a risky asset, and an ambiguous asset, we …nd that portfolio rebalancing in response to higher ambiguity aversion only depends on the ambiguous asset’s alpha, setting the performance of the risky asset as benchmark. In particular, a positive alpha corresponds to a long position in the ambiguous asset, a negative alpha corresponds to a short position in the ambiguous asset, and greater ambiguity aversion reduces optimal exposure to ambiguity. The analytical tractability of the enhanced Arrow-Pratt approximation renders our model especially well suited for calibration exercises aimed at exploring the consequences of model uncertainty on equilibrium asset prices. � = �

Journal ArticleDOI
TL;DR: In this article, a robust approach to dynamic contracting based on calibrating the incentive properties of simple benchmark contracts that are attractive but infeasible, due to limited liability constraints is presented.
Abstract: This paper studies a dynamic agency problem which includes limited liability, moral hazard, and adverse selection. The paper develops a robust approach to dynamic contracting based on calibrating the incentive properties of simple benchmark contracts that are attractive but infeasible, due to limited liability constraints. The resulting dynamic contracts are detail-free and satisfy robust performance bounds independently of the underlying process for returns, which need not be i.i.d. or even ergodic. [PUBLICATION ABSTRACT]