Northwestern University 
BRUNO STRULOVICI
DEPARTMENT OF ECONOMICS

 


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RESEARCH ABSTRACTS (BY TOPIC)

 

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COMPARATIVE STATICS

 

Beyond Correlation: Measuring Interdependence Through Complementarities with Margaret Meyer

 

Given two sets of random variables, how can one determine whether the former variables are more interdependent than the latter? This question is of major importance to economists, for example, in comparing how various policies affect systemic risk or income inequality. Moreover, correlation is ill-suited to this task as it is typically not justified by any economic objective. Economists' interest in interdependence often stems from complementarities (or substitutabilities) in the environment they analyze. This paper studies interdependence using supermodular objective functions: these functions treat their variables as complements, and their expectation increases as the realizations of the variables become more aligned. The supermodular ordering has a linear structure, which we exploit to obtain tractable characterizations and methods for comparing multivariate distributions, and extend when objective functions are also monotonic or symmetric. We also provide sufficient conditions for comparing random variables generated by common and idiosyncratic shocks or by heterogeneous lotteries, and illustrate our methods with several applications.

 

 

Discounting, Values, and Decisions  with John Quah, Journal of Political Economy, October 2013

 

How do discount rates affect agents' decisions and valuations? This paper provides a common methodology and a systematic analysis of this question, considering stochastic and managed cash-flows, stochastic discount rates, time inconsistency, and including arbitrary learning and payoff or utility processes. We show that some of these features can lead to counter-intuitive answers (e.g., “a more patient agent stops earlier”), but we also establish, under simple conditions, theorems yielding robust and unifying answers on the impact of discount rates on control and stopping decisions and on valuations. We apply our theory to models of search, experimentation, bankruptcy, optimal growth, investment, and social learning.

 

Aggregating the Single Crossing Property with John Quah, Econometrica, September 2012.

 

The single crossing property plays a crucial role in economic theory, yet there are important instances where the property cannot be directly assumed or easily derived. Difficulties often arise because the property cannot be aggregated: the sum or convex combination of two functions with the single crossing property need not have that property. We introduce a new condition characterizing when the single crossing property is stable under aggregation, and also identify sufficient conditions for the preservation of the single crossing property under multidimensional aggregation. We use our results to establish properties of objective functions (convexity, logsupermodularity), the monotonicity of optimal decisions under uncertainty, and the existence of monotone equilibria in Bayesian games.

Increasing Interdependence of Multivariate Distributions with Meg Meyer, Journal of Economic Theory, Symposium on Inequality and Risk, July 2012.

Orderings of interdependence are useful in many economic contexts: in assessing ex post inequality under uncertainty; in comparing multidimensional inequality; in valuing portfolios of assets or insurance policies; and in assessing systemic risk. We explore five orderings of interdependence for multivariate distributions: greater weak association, the supermodular ordering, the convex-modular ordering, the dispersion ordering, and the concordance ordering. For two dimensions, all five are equivalent, whereas for three dimensions, the first four are strictly ranked and the last two are equivalent, and for four or more dimensions, all five are strictly ranked. For the special case of binary random variables, we establish some equivalences among the orderings.

Generalized Monotonicity Analysis with Thomas Weber, Economic Theory, June 2010

Complex economic models often lack the structure for the application of standard techniques in monotone comparative statics. Generalized Monotonicity Analysis (GMA) extends the available methods in several directions. First, it provides a way of finding parameter moves that yield monotonicity of model solutions. Second, it allows studying the monotonicity of functions or subsets of variables. Third, GMA naturally provides bounds on the sensitivity of variables to parameter changes. Fourth, GMA may be used to derive conditions under which monotonicity obtains with respect to functions of parameters, corresponding to imposed parameter moves. Fifth, GMA contributes insights into the theory of comparative statics, for example, with respect to dealing with constraints or exploiting additional information about the model structure. Several applications of GMA are presented, including constrained optimization, non-supermodular games, aggregation, robust inference, and monotone comparative dynamics.

 

Comparative Statics, Informativeness, and the Interval Dominance Order with John Quah, Econometrica, November 2009.

 

We identify a natural way of ordering functions, which we call the interval dominance order and develop a theory of monotone comparative statics based on this order. This way of ordering functions is weaker than the standard one based on the single crossing property (Milgrom and Shannon, 1994) and so our results apply in some settings where the single crossing property does not hold. For example, they are useful when examining the comparative statics of optimal stopping time problems. We also show that certain basic results in statistical decision theory which are important in economics - specifically, the complete class theorem of Karlin and Rubin (1956) and the results connected with Lehmann’s (1988) concept of Informativeness - generalize to payoff functions obeying the interval dominance order.

 

DECISION THEORY

From Anticipations to Present Bias: A Theory of Forward-Looking Preferences with Simone Galperti

Forward-looking agents are influenced by their future well-being and preferences, but how does this influence shape their current well-being and preferences? Our theory addresses this question, producing a new class of tractable models which capture and explain phenomena such as present bias, consumption interdependence, sign effects in discounting, and the desire to space out consumption. Agents manifest impatience toward the current period, but not necessarily toward the earlier of two future periods. The theory characterizes the well-known quasi-hyperbolic discounting model as the unique model of our class which does not display consumption interdependence. Finally, it provides a rigorous approach for analyzing the welfare of agents with time-inconsistent preferences.

 

DYNAMIC METHODS

 

On the Smoothness of Value Functions and the Existence of Optimal Strategies in Diffusion Models with Martin Szydlowski, Forthcoming, Journal of Economic Theory, Symposium on Dynamic Contracts and Mechanism Design

 

Studies of dynamic economic models often rely on each agent having a smooth value function and a well-defined optimal strategy. For time-homogeneous optimal control problems with a one-dimensional diffusion, we prove that the corresponding value function must be twice continuously differentiable under Lipschitz, growth, and non-vanishing-volatility conditions. Under similar conditions, the value function of any optimal stopping problem is shown to be (once) continuously differentiable. We also provide sufficient conditions, based on comparative statics and differential methods, for the existence of an optimal control in the sense of strong solutions. The results are applied to growth, experimentation, and dynamic contracting settings.

 

FINANCE

 

Capital Mobility and Asset Pricing with Darrell Duffie, Econometrica, November 2012.

 

We present a model for the equilibrium movement of capital between asset markets that are distinguished only by the levels of capital invested in each. Investment in that market with the greatest amount of capital earns the lowest risk premium. Intermediaries optimally trade off the costs of intermediation against fees that depend on the gain they can offer to investors for moving their capital to the market with the higher mean return. The bargaining power of an investor depends on potential access to alternative intermediaries. In equilibrium, the speeds of adjustment of mean returns and of capital between the two markets are increasing in the degree to which capital is imbalanced between the two markets, and can be reduced by competition among intermediaries

             

      Supplement to "Capital Mobility and Asset Pricing"

 

Performance Sensitive Debt with Gustavo Manso and Alexei Tchistyi, Review of Financial Studies (winner of the Young Researcher Award, 2009), May 2010.

This paper studies performance-sensitive debt (PSD), the class of debt obligations whose interest payments depend on some measure of the borrowers’ performance. We demonstrate that the existence of PSD obligations cannot be explained by the trade-off theory of capital structure, as PSD leads to earlier default and lower equity value compared to fixed-rate debt of the same market value. We show that, consistent with the pecking order theory, PSD can be used as an inexpensive screening device and find empirical ly that firms choosing PSD loans are more likely to improve their credit ratings than firms choosing fixed-interest loans. We also develop a method to value PSD obligations allowing for general payment profiles and obtain closed-form pricing formulas for step-up bonds and linear PSD.

 

LAW AND ECONOMICS

 

On the Design of Criminal Trials: the Benefit of Three-Verdict Systems with Ron Siegel

 

We propose adding a third, intermediate, verdict to the two-verdict system used in criminal trials. We show that the additional verdict can be used to distinguish between convicted defendants, based on the residual doubt regarding their guilt at the end of the trial, in a way that improves welfare and does not increase the set of innocent defendants who are wrongly convicted. It can also be guaranteed that wrongfully convicted defendants do not serve longer sentences, provided that the sentence in the two-verdict system was not too inefficiently low. Since even acquitted defendants may face a social stigma, we also consider using the additional verdict to distinguish between acquitted defendants, and provide conditions under which this improves welfare. Generalizations to multi-verdict systems with a larger number of verdicts are also explored. We also consider plea bargains, and show that a properly chosen plea in a two-verdict system leads to higher welfare than any multi-verdict system, and is in fact the optimal mechanism. Finally, we consider the impact of multiple verdicts on the incentives to gather evidence, and show that the effect is generally positive.

 

POLITICAL ECONOMY

 

Collective Commitment with Christian Roessler and Sandro Shelegia

 

We consider collective decisions made by agents whose preferences and power depend on past events and decisions. Faced with an inefficient equilibrium and an opportunity to commit to a policy, can the agents reach an agreement on such a policy? Under an intuitive condition linking power structures in the dynamic setting and at the commitment stage, the answer is negative: when the condition holds, the only agreement that may be reached at the outset, if any, coincides with the equilibrium without commitment. The condition is also necessary: when it fails, as in the case of a single time-inconsistent agent, commitment is valuable for some payoffs. We apply our result to explain inefficient collective decisions in the contexts of investment in a public good, hiring, and reform.

 

The Hidden Cost of Direct Democracy: How Ballot Initiatives Affect Politicians’ Selection and Incentives with Carlo Prato

 

Citizen initiatives and referendums play an important role in modern democracies, from treaty ratifications in the European Union to gay marriage in California, to the control of foreign workers in Switzerland. Departing from the classic opposition between direct and representative democracy, we study the equilibrium effects of direct democracy institutions on the incentives and selection of elected officials. We find that facilitating direct democracy induces a negative spiral on politicians’ role and contribution to society, which may dominate any direct benefit. The theory offers predictions on reelection probabilities and politicians’ performance consistent with recent evidence from the U.S. states.

 

Learning While Voting: Determinants of Collective Experimentation Econometrica, May 2010.

This paper combines dynamic social choice and strategic experimentation to study the following question: how does a society, a committee, or, more generally, a group of individuals with potentially heterogeneous preferences, experiment with new opportunities? Each voter recognizes that, during experimentation, other voters also learn about their preferences. As a result, pivotal voters today are biased against experimentation because it reduces their likelihood of remaining pivotal. This phenomenon reduces equilibrium experimentation below the socially efficient level, and may even result in a negative option value of experimentation. However, one can restore efficiency by designing a voting rule that depends deterministically on time. Another main result is that, even when payoffs of a reform are independently distributed across the population, good news about any individual’s payoff increases other individuals’ incentives to experiment with that reform, due to a positive voting externality.

 

     Extension: Voting and Experimentation with Correlated Types

     Working paper version (Oxford, 2007): Voting and Experimentation

     This version includes the “Singaporean Restaurant” example

 

 

RENEGOTIATION AND BARGAINING

 

Explicit Renegotiation in Repeated Games with Mikhail Safronov (New/Updated)

 

Cooperative concepts of renegotiation in repeated games have typically assumed that Pareto-ranked equilibria could not coexist within the same renegotiation-proof set. With explicit renegotiation, however, a proposal to move to a Pareto-superior equilibrium can be deterred by a

different continuation equilibrium which harms the proposer and rewards the rejecter. This paper introduces a simple protocol of renegotiation for repeated games and defines the stability of social norms and renegotiation-proof outcomes in terms of a simple equilibrium refinement. We provide distinct necessary and sufficient conditions for renegotiation-proofness, which converge to each other as renegotiation frictions become negligible. Renegotiation-proof outcomes always exist and can be all included within a single, most permissive social norm that is straightforward to characterize graphically.

 

Contract Negotiation and the Coase Conjecture

 

This paper analyzes an explicit protocol of contract negotiation between a principal who has all the bargaining power and an agent with a privately known type, and provides a foundation for renegotiation-proof contracts in such environments. The model extends the framework of the Coase conjecture to situations in which the seller and the buyer must determine the quantity or the quality of the good being sold. All equilibria converge to the same type-specific contracts as renegotiation frictions become negligible. Those contracts are efficient and the principal extracts a strictly positive share of the gain from negotiation.

 

Contracts, Information Persistence, and Renegotiation, November 2011

 

This paper studies how renegotiation and information persistence shape long-term contracts in principal-agent relationships. Truthful contracts that are renegotiation-proof, according to a concept tailored to account for persistence in the agent's type, are characterized by their sensitivity to the reports of the agent. The sensitivity of the optimal renegotiation-proof contract is increasing in information persistence and in the discount rate of the agent, and causes immiserization. Renegotiation-proof contracts are self-correcting off the equilibrium path. These results still hold when the agent is also subject to moral hazard. In that case, a lower cost of effort of the agent can reduce the payoff of the principal by increasing the severity of the agency problem.

 

SOCIAL LEARNING AND EXPERIMENTATION

 

Social Experimentation with Interdependent and Expanding Technologies with Umberto Garfagnini, Revise & Resubmit, Review of Economic of Studies

 

How do successive, forward-looking agents experiment with interdependent and endogenous technologies? In this paper, trying a radically new technology is not only informative about the value of similar technologies, but also reduces the cost of experimenting with them, in effect expanding the space of feasible technologies. Successful radical experimentation has mixed consequences on subsequent experimentation: It improves the immediate outlook of radical experimentation but also reduces both the value and marginal value of experimentation in the longer term, resulting in less ambitious, `incremental' experimentation and a reduced size of radical experimentation. Incremental experimentation lowers the option value of similar technologies, which may spur a return to radical experimentation. However, we find that radical experimentation stagnates in the long run for all parameters of the model.

 

 

Learning While Voting: Determinants of Collective Experimentation Econometrica, May 2010.
(cross-listed with Political Economy)

 

This paper combines dynamic social choice and strategic experimentation to study the following question: how does a society, a committee, or, more generally, a group of individuals with potentially heterogeneous preferences, experiment with new opportunities? Each voter recognizes that, during experimentation, other voters also learn about their preferences. As a result, pivotal voters today are biased against experimentation because it reduces their likelihood of remaining pivotal. This phenomenon reduces equilibrium experimentation below the socially efficient level, and may even result in a negative option value of experimentation. However, one can restore efficiency by designing a voting rule that depends deterministically on time. Another main result is that, even when payoffs of a reform are independently distributed across the population, good news about any individual’s payoff increases other individuals’ incentives to experiment with that reform, due to a positive voting externality.

 

 

AUCTIONS AND CONSUMER THEORY

Substitute Goods, Auctions, and Equilibrium with Paul Milgrom, Journal of Economic Theory, January 2009.

This paper identifies two notions of substitutes for auction and equilibrium analysis. Weak substitutes, which is the usual price-theory notion, guarantees monotonicity of tâtonnement processes and convergence of clock auctions to a pseudo-equilibrium, but only strong substitutes, which treats each unit traded as a distinct good with its own price, guarantees that every pseudo-equilibrium is a Walrasian equilibrium, that the Vickrey outcome is in the core, and that the “law of aggregate demand” is satisfied. The paper provides several primal and dual characterizations and properties of weak and strong substitutes. When goods are divisible, weak substitutes along with concavity guarantees all of the above properties, except for the law of aggregate demand.

PUBLICATIONS IN OPERATIONS RESEARCH

 

Additive Envelopes of Continuous Functions with Thomas Weber, Operations Research Letters, May 2010.

We present an iterative method for constructing additive envelopes of continuous functions on a compact set, with contact at a specified point. For elements of a class of submodular functions we provide closed-form expressions for such additive envelopes.

Monotone Comparative Statics: A Geometric Approach with Thomas Weber, Journal of Optimization Theory and Applications, June 2008.

 

We consider the comparative statics of solutions to parameterized optimization problems. A geometric method is developed for finding a vector field that,

at each point in the parameter space, indicates a direction in which monotone comparative statics obtains. Given such a vector field, we provide sufficient conditions under which the problem can be re-parameterized on the parameter space (or a subset thereof) in a way that guarantees monotone comparative statics. A key feature of our method is that it does not require the feasible set to be a lattice and works in the absence of the standard quasi-supermodularity and single-crossing assumptions on the objective function. We illustrate our approach with a variety of applications.

 


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