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Endogenous Risk Attitudes

Author

Listed:
  • Steiner, Jakub
  • Netzer, Nick
  • Robson, Arthur
  • Kocourek, Pavel
Abstract
In a model inspired by neuroscience, we show that constrained optimal perception encodes lottery rewards using an S-shaped encoding function and over-samples low-probability events. The implications of this perception strategy for behavior depend on the decision-maker's understanding of the risk. The strategy does not distort choice in the limit as perception frictions vanish when the decision-maker fully understands the decision problem. If, however, the decision-maker underrates the complexity of the decision problem, then risk attitudes reflect properties of the perception strategy even for vanishing perception frictions. The model explains adaptive risk attitudes and probability weighting as in prospect theory and, additionally, predicts that risk attitudes are strengthened by time pressure and attenuated by anticipation of large risks.

Suggested Citation

  • Steiner, Jakub & Netzer, Nick & Robson, Arthur & Kocourek, Pavel, 2021. "Endogenous Risk Attitudes," CEPR Discussion Papers 16190, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:16190
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    1. Ignacio Esponda & Demian Pouzo, 2016. "Berk–Nash Equilibrium: A Framework for Modeling Agents With Misspecified Models," Econometrica, Econometric Society, vol. 84, pages 1093-1130, May.
    2. Starmer, Chris & Sugden, Robert, 1993. "Testing for Juxtaposition and Event-Splitting Effects," Journal of Risk and Uncertainty, Springer, vol. 6(3), pages 235-254, June.
    3. Daniel Kahneman & Peter P. Wakker & Rakesh Sarin, 1997. "Back to Bentham? Explorations of Experienced Utility," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 375-406.
    4. B. Douglas Bernheim, 2009. "Behavioral Welfare Economics," Journal of the European Economic Association, MIT Press, vol. 7(2-3), pages 267-319, 04-05.
    5. Martin G. Kocher & Julius Pahlke & Stefan T. Trautmann, 2013. "Tempus Fugit : Time Pressure in Risky Decisions," Management Science, INFORMS, vol. 59(10), pages 2380-2391, October.
    6. Purkayastha, Sumitra, 1998. "Simple proofs of two results on convolutions of unimodal distributions," Statistics & Probability Letters, Elsevier, vol. 39(2), pages 97-100, August.
    7. Matthew Rabin, 2000. "Risk Aversion and Expected-Utility Theory: A Calibration Theorem," Econometrica, Econometric Society, vol. 68(5), pages 1281-1292, September.
    8. B. Douglas Bernheim & Antonio Rangel, 2009. "Beyond Revealed Preference: Choice-Theoretic Foundations for Behavioral Welfare Economics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(1), pages 51-104.
    9. Jana Cahlíková & Lubomír Cingl, 2017. "Risk preferences under acute stress," Experimental Economics, Springer;Economic Science Association, vol. 20(1), pages 209-236, March.
    10. Yuval Salant & Ariel Rubinstein, 2008. "(A, f): Choice with Frames -super-1," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(4), pages 1287-1296.
    11. Nick Netzer, 2009. "Evolution of Time Preferences and Attitudes toward Risk," American Economic Review, American Economic Association, vol. 99(3), pages 937-955, June.
    12. Jean-Michel Benkert & Nick Netzer, 2018. "Informational Requirements of Nudging," Journal of Political Economy, University of Chicago Press, vol. 126(6), pages 2323-2355.
    13. Paul Heidhues & Botond Kőszegi & Philipp Strack, 2018. "Unrealistic Expectations and Misguided Learning," Econometrica, Econometric Society, vol. 86(4), pages 1159-1214, July.
    14. Kfir Eliaz & Ran Spiegler, 2020. "A Model of Competing Narratives," American Economic Review, American Economic Association, vol. 110(12), pages 3786-3816, December.
    15. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    16. Mira Frick & Ryota Iijima & Yuhta Ishii, 2021. "Welfare Comparisons for Biased Learning," Cowles Foundation Discussion Papers 2274R, Cowles Foundation for Research in Economics, Yale University, revised Mar 2021.
    17. Arthur J. Robson, 2001. "The Biological Basis of Economic Behavior," Journal of Economic Literature, American Economic Association, vol. 39(1), pages 11-33, March.
    18. White, Halbert, 1982. "Maximum Likelihood Estimation of Misspecified Models," Econometrica, Econometric Society, vol. 50(1), pages 1-25, January.
    19. Jakub Steiner & Colin Stewart, 2016. "Perceiving Prospects Properly," American Economic Review, American Economic Association, vol. 106(7), pages 1601-1631, July.
    20. Michael Kirchler & David Andersson & Caroline Bonn & Magnus Johannesson & Erik Ø. Sørensen & Matthias Stefan & Gustav Tinghög & Daniel Västfjäll, 2017. "The effect of fast and slow decisions on risk taking," Journal of Risk and Uncertainty, Springer, vol. 54(1), pages 37-59, February.
    21. Pooya Molavi, 2019. "Macroeconomics with Learning and Misspecification: A General Theory and Applications," 2019 Meeting Papers 1584, Society for Economic Dynamics.
    22. Ferdinand Vieider, 2021. "Noisy neural coding and decisions under uncertainty," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 21/1022, Ghent University, Faculty of Economics and Business Administration.
    23. Mel Win Khaw & Ziang Li & Michael Woodford, 2018. "Cognitive Imprecision and Small-Stakes Risk Aversion," NBER Working Papers 24978, National Bureau of Economic Research, Inc.
    24. Michael Woodford, 2012. "Prospect Theory as Efficient Perceptual Distortion," American Economic Review, American Economic Association, vol. 102(3), pages 41-46, May.
    25. Luis Rayo & Gary S. Becker, 2007. "Evolutionary Efficiency and Happiness," Journal of Political Economy, University of Chicago Press, vol. 115(2), pages 302-337.
    26. Friedman, Daniel, 1989. "The S-Shaped Value Function as a Constrained Optimum," American Economic Review, American Economic Association, vol. 79(5), pages 1243-1248, December.
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    Cited by:

    1. Heller, Yuval & NEHAMA, Ilan, 2021. "Evolutionary Foundation for Heterogeneity in Risk Aversion," MPRA Paper 110194, University Library of Munich, Germany.

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    More about this item

    Keywords

    Endogenous preferences; Information processing; Prospect theory;
    All these keywords.

    JEL classification:

    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • D87 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Neuroeconomics
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making

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