Coutts, Alexander (2015): Testing Models of Belief Bias: An Experiment.
Preview |
PDF
MPRA_paper_67507.pdf Download (804kB) | Preview |
Abstract
Optimistic beliefs affect important areas of economic decision making, yet direct knowledge on how belief biases operate remains limited. To better understand these biases I conduct an experiment examining beliefs about binary events with financial stakes. By varying financial prizes in outcomes, as well as incentive payments for accuracy, the experiment is able to distinguish between two leading theories of optimistic belief formation that differ in their assumptions about how such beliefs are constrained. The Optimal Expectations theory of Brunnermeier and Parker (2005) models beliefs as being constrained through the future costs of holding incorrect beliefs, while the Affective Decision Making model of Bracha and Brown (2012) argues that beliefs are constrained by mental costs of distorting reality. The results suggest that people hold optimistically biased beliefs, and comparative statics indicate that these beliefs are not constrained by increasing the costs of making inaccurate judgments. In fact, the results support the theory of Bracha and Brown (2012), as observed bias is increasing in the size of incentive payments for accuracy.
Item Type: | MPRA Paper |
---|---|
Original Title: | Testing Models of Belief Bias: An Experiment |
Language: | English |
Keywords: | Beliefs, Optimism, Pessimism, Overconfidence, Anticipation, Affective expected utility. |
Subjects: | C - Mathematical and Quantitative Methods > C9 - Design of Experiments > C91 - Laboratory, Individual Behavior D - Microeconomics > D0 - General > D03 - Behavioral Microeconomics: Underlying Principles D - Microeconomics > D8 - Information, Knowledge, and Uncertainty > D80 - General D - Microeconomics > D8 - Information, Knowledge, and Uncertainty > D81 - Criteria for Decision-Making under Risk and Uncertainty D - Microeconomics > D8 - Information, Knowledge, and Uncertainty > D83 - Search ; Learning ; Information and Knowledge ; Communication ; Belief ; Unawareness D - Microeconomics > D8 - Information, Knowledge, and Uncertainty > D84 - Expectations ; Speculations |
Item ID: | 67507 |
Depositing User: | Alexander Coutts |
Date Deposited: | 05 Nov 2015 16:18 |
Last Modified: | 27 Sep 2019 14:32 |
References: | Akerlof, George A and William T Dickens, “The Economic Consequences of Cognitive Dissonance,” American Economic Review, February 1982, 72 (3), 307–319. Armantier, Olivier and Nicolas Treich, “Eliciting beliefs: Proper scoring rules, incentives, stakes and hedging,” European Economic Review, August 2013, 62, 17–40. Benabou, R. and J. Tirole, “Self-Confidence and Personal Motivation,” The Quarterly Journal of Economics, August 2002, 117 (3), 871–915. Blanco, Mariana, Dirk Engelmann, Alexander K. Koch, and Hans-Theo Normann, “Belief elicitation in experiments: is there a hedging problem?,” Experimental Economics, July 2010, 13 (4), 412–438. Bracha, Anat and Donald J. Brown, “Affective decision making: A theory of optimism bias,” Games and Economic Behavior, May 2012, 75 (1), 67–80. Bridet, Luc and Peter Schwardmann, “Selling dreams : Endogenous overoptimism and collateral use in financial contracts,” mimeo, 2014, pp. 1–62. Brunnermeier, Markus K and Jonathan A Parker, “Optimal Expectations,” American Economic Review, 2005, 95 (4), 1092–1118. Caplin, Andrew and John Leahy, “Psychological Expected Utility Theory and Anticipatory Feelings,” Quarterly Journal of Economics, 2001, 116 (1), 55–79. Coutts, Alexander, “Good News and Bad News are Still News: Experimental Evidence on Updating Beliefs,” mimeo, 2015. Easterwood, John C and Stacey R Nutt, “Inefficiency in Analysts’ Earnings Forecasts: Systematic Misreaction or Systematic Optimism?,” The Journal of Finance, October 1999, 54 (5), 1777–1797. Eil, David and Justin M Rao, “The Good News-Bad News Effect: Asymmetric Processing of Objective Information about Yourself,” American Economic Journal: Microeconomics May 2011, 3 (2), 114–138. Ernst, Michael D., “Permutation Methods: A Basis for Exact Inference,” Statistical Science, 2004, 19 (4), 676–685. Ertac, Seda, “Does self-relevance affect information processing? Experimental evidence on the response to performance and non-performance feedback,” Journal of Economic Behavior & Organization, December 2011, 80 (3), 532–545. Etner, Johanna, Meglena Jeleva, and Jean-Marc Tallon, “Decision Theory Under Ambiguity,” Journal of Economic Surveys, April 2012, 26 (2), 234–270. Fischbacher, Urs, “z-Tree: Zurich toolbox for ready-made economic experiments,” Experimental Economics, February 2007, 10 (2), 171–178. Fisher, Ronald Aylmer, “”The Coefficient of Racial Likeness” and the Future of Craniometry,” Journal of the Royal Anthropological Institute, 1936, 66, 57–63. Gachter, Simon and Elke Renner, “The effects of (incentivized) belief elicitation in public goods experiments,” Experimental Economics, July 2010, 13 (3), 364–377. Gilboa, Itzhak and David Schmeidler, A Theory of Case-Based Decisions, Cambridge: Cambridge University Press, 2001. Grossman, Zachary and David Owens, “An unlucky feeling: Overconfidence and noisy feedback,” Journal of Economic Behavior & Organization, November 2012, 84 (2), 510–524. Gul, F, “A theory of disappointment aversion,” Econometrica, 1991, 59 (3), 667–686. Gumen, Anna, Efe Ok, and Andrei Savochkin, “Decision-Making under Subjective Risk : Toward a General Theory of Pessimism,” 2012. Horowitz, John K., “The Becker-DeGroot-Marschak mechanism is not necessarily incentive compatible, even for non-random goods,” Economics Letters, October 2006, 93(1), 6–11. Kahneman, Daniel and Amos Tversky, “Prospect Theory: An Analysis of Decision under Risk,” Econometrica, March 1979, 47 (2), 263. Karni, Edi, “A Mechanism for Eliciting Probabilities,” Econometrica, 2009, 77 (2), 603–606. Karni, Edi and Zvi Safra, “The impossibility of experimental elicitation of subjective probabilities,” Theory and Decision, May 1995, 38 (3), 313–320. Koszegi, Botond, “Health anxiety and patient behavior.,” Journal of health economics, November 2003, 22 (6), 1073–84. Koszegi, Botond, “Ego Utility, Overconfidence, and Task Choice,” Journal of the European Economic Association, June 2006, 4 (4), 673–707. Koszegi, Botond, “Utility from anticipation and personal equilibrium,” Economic Theory, May 2010, 44 (3), 415–444. Landier, Augustin, “Wishful thinking a model of optimal reality denial,” 2000. David Thesmar, “Financial Contracting with Optimistic Entrepreneurs,” Review of Financial Studies, April 2009, 22 (1), 117–150. Langer, Ellen J, “The illusion of control.,” Journal of Personality and Social Psychology, 1975, 32 (2), 311–328. Loewenstein, George, “Anticipation and the valuation of delayed consumption,” The Economic Journal, 1987, 97 (387), 666–684. Loomes, Graham and Robert Sugden, “Regret Theory: An Alternative Theory of Rational Choice Under Uncertainty,” The Economic Journal, December 1982, 92 (368), 805. Maccheroni, Fabio, Massimo Marinacci, and Aldo Rustichini, “Ambiguity Aversion, Robustness, and the Variational Representation of Preferences,” Econometrica, November 2006, 74 (6), 1447–1498. Mayraz, Guy, “Priors and Desires—A Model of Optimism, Pessimism, and Cognitive Dissonance,” mimeo, 2014, pp. 1–47. Mobius, Markus, Muriel Niederle, Tanya Rosenblat, and Paul Niehaus, “Managing Self-Confidence : Theory and Experimental Evidence,” mimeo, 2014. Oster, Emily, Ira Shoulson, and E. Ray Dorsey, “Optimal Expectations and Limited Medical Testing: Evidence from Huntington Disease,” American Economic Review, April 2013, 103 (2), 804–830. Puri, M and D Robinson, “Optimism and economic choice,” Journal of Financial Economics, October 2007, 86 (1), 71–99. Scheier, Michael F, Charles S Carver, and Michael W Bridges, “Distinguishing Optimism From Neuroticism ( and Trait Anxiety , Self-Mastery , and Self-Esteem ): A Reevaluation of the Life Orientation Test,” 1994, 67 (6), 1063–1078. Spiegler, Ran, “On Two Points of View Regarding Revealed Preferences and Behavioral Economics,” 2008, pp. 95–115. Tversky, Amos, Daniel Kahneman, David Krantz, Matthew Rahin, and Matthew Rabin, “Loss Aversion in Riskless Choice: A Reference-Dependent Model,” Quarterly Journal of Economics, 1991, 106 (4), 1039–1061. Vosgerau, Joachim, “How prevalent is wishful thinking? Misattribution of arousal causes optimism and pessimism in subjective probabilities.,” Journal of experimental psychology. General, February 2010, 139 (1), 32–48. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/67507 |