Structural Behavioral Economics

Abstract What is the role of structural estimation in behavioral economics? I discuss advantages, and limitations, of the work in Structural Behavioral Economics. I also cover common modeling choices and how to get started. Among the advantages, I argue that structural estimation builds on, and expands, a classical behavioral tool, simple calibrations, and that it benefits from the presence of a few parsimonious behavioral models which can be taken to the data. Estimation is also well suited for experimental work, common in behavioral economics, as it can lead to improvements in the experimental design. In addition, at a time where policy implications of behavioral work are increasingly discussed, it is important to ground these policy implications in (estimated) models. Structural work, however, has important limitations, which are relevant to its behavioral applications. Estimation takes much longer and the extra degree of complexity can make it difficult to know which of a series of assumptions is driving the results. For related reasons, it is also easy to over-reach with the welfare implications. Taking this into account, I provide a partial how-to guide to structural behavioral economics, covering: (i) the choice of estimation method; (ii) the modeling of heterogeneity; (iii) identification and sensitivity. Finally, I discuss common issues for the estimation of leading behavioral models. I illustrate this discussion with selected coverage of existing work in the literature.

[1]  Xueming Luo,et al.  Self-Signaling and Pro-Social Behavior: A Cause Marketing Experiment , 2015 .

[2]  M. Rabin,et al.  A Model of Reference-Dependent Preferences , 2006 .

[3]  John H. Miller,et al.  NOTES AND COMMENTS GIVING ACCORDING TO GARP: AN EXPERIMENTAL TEST OF THE CONSISTENCY OF PREFERENCES FOR ALTRUISM , 2002 .

[4]  Stephan Meier,et al.  Poverty and Economic Decision-Making: Evidence from Changes in Financial Resources at Payday. , 2016, The American economic review.

[5]  Casey B. Mulligan,et al.  A Logical Economist's Argument Against Hyperbolic Discounting , 1998 .

[6]  Charles Sprenger,et al.  Estimating Time Preferences from Convex Budgets , 2010 .

[7]  G. Becker.  A Theory of Social Interactions , 1974 .

[8]  Ted O’Donoghue.  Procrastination in Preparing for Retirement , 1999 .

[9]  W. Diamond,et al.  Effects of Probabilistic Rewards on Recycling Attitudes and Behavior1 , 1991 .

[10]  Devin G. Pope,et al.  What Motivates Effort? Evidence and Expert Forecasts , 2016 .

[11]  The Nature of Risk Preferences: Evidence from Insurance Choices , 2013 .

[12]  Klaus M. Schmidt,et al.  A Theory of Fairness, Competition, and Cooperation , 1999 .

[13]  A. Tversky,et al.  Advances in prospect theory: Cumulative representation of uncertainty , 1992 .

[14]  Raj Chetty,et al.  Salience and Taxation: Theory and Evidence , 2009 .

[15]  Raj Chetty,et al.  Sufficient Statistics for Welfare Analysis : A Bridge Between Structural and Reduced-Form Methods , 2009 .

[16]  Miguel A. Costa-Gomes,et al.  Cognition and Behavior in Normal-Form Games: An Experimental Study , 1998 .

[17]  G. Harrison,et al.  Choice Under Uncertainty: Evidence from Ethiopia, India and Uganda , 2010 .

[18]  Sebastian Kube,et al.  Do Wage Cuts Damage Work Morale? Evidence from a Natural Field Experiment , 2011 .

[19]  Attention Variation and Welfare: Theory and Evidence from a Tax Salience Experiment , 2018 .

[20]  B. Handel.  Adverse Selection and Inertia in Health Insurance Markets: When Nudging Hurts. , 2013, The American economic review.

[21]  Richard Gonzalez,et al.  On the Shape of the Probability Weighting Function , 1999, Cognitive Psychology.

[22]  Devin G. Pope,et al.  Estimating the Effect of Salience in Wholesale and Retail Car Markets , 2013 .

[23]  David W Harless,et al.  The predictive utility of generalized expected utility theories , 1994 .

[24]  Judd B. Kessler,et al.  The Welfare Effects of Nudges: A Case Study of Energy Use Social Comparisons , 2019, American Economic Journal: Applied Economics.

[25]  J. List,et al.  Estimating Social Preferences and Gift Exchange at Work , 2016, American Economic Review.

[26]  Andrey Fradkin,et al.  The Welfare Economics of Default Options in 401(K) Plans , 2011 .

[27]  A. Tversky,et al.  Weighing Risk and Uncertainty , 1995 .

[28]  M. El-Gamal,et al.  Are People Bayesian? Uncovering Behavioral Strategies , 1995 .

[29]  Alexander W. Cappelen,et al.  The Pluralism of Fairness Ideals: An Experimental Approach , 2005, SSRN Electronic Journal.

[30]  Muriel Niederle,et al.  Working Over Time: Dynamic Inconsistency in Real Effort Tasks , 2013 .

[31]  H. Farber.  Reference-Dependent Preferences and Labor Supply: The Case of New York City Taxi Drivers , 2008 .

[32]  David Laibson,et al.  Estimating Discount Functions with Consumption Choices Over the Lifecycle , 2007 .

[33]  M. Rabin,et al.  Understanding Social Preference with Simple Tests , 2001 .

[34]  Charles Bellemare,et al.  MEASURING INEQUITY AVERSION IN A HETEROGENEOUS POPULATION USING EXPERIMENTAL DECISIONS AND SUBJECTIVE PROBABILITIES , 2008 .

[35]  Yoram Halevy,et al.  Time Consistency: Stationarity and Time Invariance , 2015 .

[36]  K. Train.  Discrete Choice Methods with Simulation , 2003 .

[37]  Noah J. Goldstein,et al.  The Constructive, Destructive, and Reconstructive Power of Social Norms , 2007, Psychological science.

[38]  Ted O'Donoghue,et al.  Reference-Dependent Preferences , 2018 .

[39]  Stefano DellaVigna,et al.  Does Movie Violence Increase Violent Crime?∗ , 2006 .

[40]  A. D. Brauw,et al.  Measuring risk attitudes among Mozambican farmers , 2014 .

[41]  M. Paserman.  Job Search and Hyperbolic Discounting: Structural Estimation and Policy Evaluation , 2004, SSRN Electronic Journal.

[42]  M. S. Rashes.  Massively Confused Investors Making Conspicuously Ignorant Choices (MCI-MCIC) , 2001 .

[43]  A. Rees-Jones.  Quantifying Loss-Averse Tax Manipulation , 2018 .

[44]  Lawrence M. Ausubel,et al.  Time Inconsistency in the Credit Card Market , 2004 .

[45]  H. Allcott,et al.  The Short-Run and Long-Run Effects of Behavioral Interventions: Experimental Evidence from Energy Conservation , 2012 .

[46]  David Gill,et al.  Nuffield Centre for Experimental Social Sciences Discussion Paper Series a Structural Analysis of Disappointment Aversion in a Real Effort Competition a Structural Analysis of Disappointment Aversion in a Real Effort Competition , 2022 .

[47]  Consumer Spending During Unemployment: Positive and Normative Implications , 2019, American Economic Review.

[48]  David Card,et al.  Family Violence and Football: The Effect of Unexpected Emotional Cues on Violent Behavior , 2009, The quarterly journal of economics.

[49]  Avi Goldfarb,et al.  Who Thinks about the Competition? Managerial Ability and Strategic Entry in US Local Telephone Markets , 2008 .

[50]  C. Puppe,et al.  The Currency of Reciprocity - Gift-Exchange in the Workplace , 2011 .

[51]  Ernst Fehr,et al.  Do Workers Work More if Wages are High? Evidence from a Randomized Field Experiment , 2007 .

[52]  David Huffman,et al.  Reference Points and Effort Provision , 2009, SSRN Electronic Journal.

[53]  Martin Weber,et al.  What Determines the Shape of the Probability Weighting Function Under Uncertainty? , 1998, Manag. Sci..

[54]  K. Judd.  Numerical methods in economics , 1998 .

[55]  Ori Levy,et al.  Theories of choice under risk: Insights from financial markets , 2009 .

[56]  D. Green,et al.  Get Out the Vote!: How to Increase Voter Turnout , 2004 .

[57]  Avner Strulov-Shlain.  More than a Penny's Worth: Left-Digit Bias and Firm Pricing , 2019, SSRN Electronic Journal.

[58]  Ulrike Malmendier,et al.  Depression Babies: Do Macroeconomic Experiences Affect Risk-Taking? , 2009 .

[59]  Colin Camerer,et al.  Regulation for Conservatives: Behavioral Economics and the Case for 'Asymmetric Paternalism' , 2003 .

[60]  J. List,et al.  Voting to Tell Others , 2014 .

[61]  David Laibson,et al.  Saving or Retirement on the Path of Least Resistance , 2004 .

[62]  Saurabh Bhargava,et al.  Choose to Lose: Health Plan Choices from a Menu with Dominated Option , 2017 .

[63]  Frank Schilbach,et al.  Alcohol and Self-Control: A Field Experiment in India. , 2019, The American economic review.

[64]  George A. Akerlof.  Labor Contracts as Partial Gift Exchange , 1982 .

[65]  Lawrence M. Ausubel.  Adverse Selection in the Credit Card Market , 1999 .

[66]  Justin R. Sydnor.  Over)insuring Modest Risks , 2010 .

[67]  Matthew Rabin,et al.  An Experiment on Time Preference and Misprediction in Unpleasant Tasks , 2019 .

[68]  Daniel McFadden,et al.  Computing Willingness-to-Pay in Random Utility Models , 1996 .

[69]  N. Berg.  Behavioral Labor Economics , 2006 .

[70]  Ted O'Donoghue,et al.  Projection Bias in Catalog Orders , 2007 .

[71]  Ulrike Malmendier,et al.  Paying Not to Go to the Gym , 2006 .

[72]  Matthew Rabin,et al.  Reference-Dependent Consumption Plans , 2009 .

[73]  D. McFadden.  A Method of Simulated Moments for Estimation of Discrete Response Models Without Numerical Integration , 1989 .

[74]  Devin G. Pope,et al.  Heuristic Thinking and Limited Attention in the Car Market , 2010 .

[75]  Justin Wolfers,et al.  Nber Working Paper Series Explaining the Favorite-longshot Bias: Is It Risk-love or Misperceptions? , 2022 .

[76]  John Rust,et al.  The Flat Rental Puzzle , 2010 .

[77]  A. Rustichini,et al.  Performance in Competitive Environments: Gender Differences , 2003 .

[78]  F. Wolak,et al.  Structural Econometric Modeling: Rationales and Examples from Industrial Organization , 2004 .

[79]  Xin Pan,et al.  The effect of reference point prices on mergers and acquisitions , 2012 .

[80]  Jerome Adda,et al.  Dynamic Economics: Quantitative Methods and Applications , 2003 .

[81]  M. Rabin.  Risk Aversion and Expected Utility Theory: A Calibration Theorem , 2000 .

[82]  B. Bernheim,et al.  Behavioral Public Economics , 2018 .

[83]  H. Allcott,et al.  Evaluating Behaviorally-Motivated Policy: Experimental Evidence from the Lightbulb Market , 2014 .

[84]  K. Wolpin.  The Limits of Inference without Theory , 2013 .

[85]  John Rust.  The Limits of Inference with Theory: A Review of Wolpin (2013) , 2014 .

[86]  David Gill,et al.  First-Place Loving and Last-Place Loathing: How Rank in the Distribution of Performance Affects Effort Provision , 2015, Manag. Sci..

[87]  D. Kahneman,et al.  Experimental Tests of the Endowment Effect and the Coase Theorem , 1990, Journal of Political Economy.

[88]  J. Zivin,et al.  The Effects of Providing Fixed Compensation and Lottery-Based Rewards on Uptake of Medical Male Circumcision in Kenya: A Randomized Trial , 2016, Journal of acquired immune deficiency syndromes.

[89]  B. Bernheim,et al.  Beyond Revealed Preference: Choice Theoretic Foundations for Behavioral Welfare Economics , 2008 .

[90]  Matthew Rabin,et al.  Choice and Procrastination , 2000 .

[91]  R. Thaler,et al.  Labor Supply of New York City Cabdrivers: One Day at a Time , 1997 .

[92]  Ted O’Donoghue,et al.  Doing It Now or Later , 1999 .

[93]  Devin G. Pope,et al.  Reference-Dependent Preferences: Evidence from Marathon Runners , 2014, Manag. Sci..

[94]  S. Mullainathan,et al.  Self-Control at Work , 2015, Journal of Political Economy.

[95]  M. Abdellaoui.  Parameter-Free Elicitation of Utility and Probability Weighting Functions , 2000 .

[96]  Miguel A. Ballester,et al.  Monotone Stochastic Choice Models: The Case of Risk and Time Preferences , 2015, Journal of Political Economy.

[97]  J. Haushofer,et al.  How soon is now? Evidence of present bias from convex time budget experiments , 2016, Experimental Economics.

[98]  C. Anderson,et al.  Effects of Violent Video Games on Aggressive Behavior, Aggressive Cognition, Aggressive Affect, Physiological Arousal, and Prosocial Behavior: A Meta-Analytic Review of the Scientific Literature , 2001, Psychological science.

[99]  The effect of financial incentives on chlamydia testing rates: Evidence from a randomized experiment☆ , 2014, Social science & medicine.

[100]  J. Morgan,et al.  ...Plus Shipping and Handling: Revenue (Non) Equivalence in Field Experiments on eBay , 2006 .

[101]  Who Misvotes? The Effect of Differential Cognition Costs on Election Outcomes , 2009 .

[102]  Sendhil Mullainathan,et al.  What's Advertising Content Worth? Evidence from a Consumer Credit Marketing Field Experiment , 2009 .

[103]  Charles Bellemare,et al.  On the Relevance and Composition of Gifts within the Firm: Evidence from Field Experiments , 2009, SSRN Electronic Journal.

[104]  Jonathan A. Parker,et al.  Consumption Over the Life Cycle , 1999 .

[105]  L. Goette,et al.  Randomizing Endowments: An Experimental Study of Rational Expectations and Reference-Dependent Preferences , 2019, American Economic Journal: Microeconomics.

[106]  Roberto A. Weber,et al.  Exploiting moral wiggle room: experiments demonstrating an illusory preference for fairness , 2007 .

[107]  David I. Laibson,et al.  Golden Eggs and Hyperbolic Discounting , 1997 .

[108]  Brigitte C. Madrian,et al.  Which Early Withdrawal Penalty Attracts the Most Deposits to a Commitment Savings Account? , 2020, Journal of public economics.

[109]  A. Tversky,et al.  Prospect Theory : An Analysis of Decision under Risk Author ( s ) : , 2007 .

[110]  B. Handel,et al.  Health Insurance for "Humans": Information Frictions, Plan Choice, and Consumer Welfare , 2013 .

[111]  Kevin G Volpp,et al.  Lottery-based versus fixed incentives to increase clinicians' response to surveys. , 2011, Health services research.

[112]  Stefano DellaVigna,et al.  The Fox News Effect: Media Bias and Voting , 2006 .

[113]  J. Andreoni.  Giving with Impure Altruism: Applications to Charity and Ricardian Equivalence , 1989, Journal of Political Economy.

[114]  Colin Camerer,et al.  A Cognitive Hierarchy Model of Games , 2004 .

[115]  Uri Gneezy,et al.  The Limits of Expectations-Based Reference Dependence , 2017 .

[116]  Stefano DellaVigna,et al.  Uniform Pricing in Us Retail Chains , 2017, The Quarterly Journal of Economics.

[117]  David Genesove,et al.  Loss Aversion and Seller Behaviour: Evidence from the Housing Market , 2001 .

[118]  Elaine M. Liu.  Time to Change What to Sow: Risk Preferences and Technology Adoption Decisions of Cotton Farmers in China , 2013, Review of Economics and Statistics.

[119]  Richard Gonzalez,et al.  Curvature of the Probability Weighting Function , 1996 .

[120]  D. Acemoglu,et al.  Do Lottery Gamblers Love Risk or Overweight Small Odds , 2011 .

[121]  R. Thaler,et al.  Save More Tomorrow™: Using Behavioral Economics to Increase Employee Saving , 2004, Journal of Political Economy.

[122]  M. Gentzkow,et al.  Persuasion: Empirical Evidence , 2009 .

[123]  Shachar Kariv,et al.  Individual Preferences for Giving , 2005 .

[124]  Paul R. Abramson,et al.  Who Overreports Voting? , 1986, American Political Science Review.

[125]  Shlomo Benartzi,et al.  How Much is Investor Autonomy Worth? , 2001 .

[126]  Johannes F. Schmieder,et al.  Reference-Dependent Job Search: Evidence from Hungary , 2016 .

[127]  Morten I. Lau,et al.  Eliciting Risk and Time Preferences , 2008 .

[128]  Todd Rogers,et al.  Potential follow-up increases private contributions to public goods , 2016, Proceedings of the National Academy of Sciences.

[129]  Petra E. Todd,et al.  Assessing the Impact of a School Subsidy Program in Mexico: Using a Social Experiment to Validate a Dynamic Behavioral Model of Child Schooling and Fertility. , 2006, The American economic review.

[130]  Ulrike Malmendier,et al.  Contract Design and Self-Control: Theory and Evidence , 2004 .

[131]  E. Fehr,et al.  Gift Exchange and Reciprocity in Competitive Experimental Markets , 1995 .

[132]  Psychology-based Models of Asset Prices and Trading Volume , 2018 .

[133]  Colin Camerer,et al.  Risk and time preferences: linking experimental and household survey data from Vietnam , 2010 .

[134]  Prospect Theory and Asset Prices , 1999 .

[135]  Matthew Gentzkow,et al.  Measuring the Sensitivity of Parameter Estimates to Estimation Moments , 2014 .

[136]  D. McFadden.  Conditional logit analysis of qualitative choice behavior , 1972 .

[137]  Colin Camerer,et al.  Violations of the betweenness axiom and nonlinearity in probability , 1994 .

[138]  B. Melenberg,et al.  Estimating Risk Attitudes using Lotteries: A Large Sample Approach , 1999 .

[139]  J. List,et al.  Testing for Altruism and Social Pressure in Charitable Giving , 2009, The quarterly journal of economics.

[140]  J. List,et al.  Is the Endowment Effect an Expectations Effect , 2014 .

[141]  O. Bandiera,et al.  Social preferences and the response to incentives: Evidence from personnel data , 2005 .

[142]  Keith M. Marzilli Ericson,et al.  Expectations as Endowments: Evidence on Reference-Dependent Preferences from Exchange and Valuation Experiments , 2010 .

[143]  Juanjuan Meng,et al.  research platform to scholars worldwide. New York City Cabdrivers ’ Labor Supply Revisited: Reference-Dependent Preferences with Rational-Expectations Targets for Hours and Income , 2008 .

[144]  Jonas Hjort.  Ethnic Divisions and Production in Firms , 2013, SSRN Electronic Journal.

[145]  Adrian Bruhin,et al.  Risk and Rationality: Uncovering Heterogeneity in Probability Distortion , 2009 .

[146]  G. Harrison,et al.  Naturally Occurring Preferences and Exogenous Laboratory Experiments: A Case Study of Risk Aversion , 2004 .

[147]  J. Andreoni.  Social Image and the 50-50 Norm: A Theoretical and Experimental Analysis of Audience Effects , 2009 .

[148]  Brigitte C. Madrian,et al.  Self Control and Commitment: Can Decreasing the Liquidity of a Savings Account Increase Deposits? , 2015 .

[149]  J. Tirole,et al.  Incentives and Prosocial Behavior , 2004 .

[150]  Saurabh Bhargava,et al.  Psychological Frictions and the Incomplete Take-Up of Social Benefits: Evidence from an IRS Field Experiment , 2015 .

[151]  E. Duflo,et al.  The Role of Information and Social Interactions in Retirement Plan Decisions: Evidence from a Randomized Experiment , 2002 .