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Loss Aversion, Moral Hazard, and Stochastic Contracts

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  • Hoa Ho

Abstract

I examine whether stochastic contracts benefit the principal under moral hazard and loss aversion. Incorporating the agent's expectation‐based loss aversion and allowing for stochastic contracts, I find that stochastic contracts reduce the principal's cost as compared with deterministic contracts. The optimal stochastic contract pays a high wage not only when good signals are realized but also with a positive probability after the realization of bad signals. The findings have an important implication for designing contracts for loss‐averse agents: the principal should insure the agent against wage uncertainty by employing stochastic contracts that increase the probability of a high wage.

Suggested Citation

  • Hoa Ho, 2025. "Loss Aversion, Moral Hazard, and Stochastic Contracts," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(3), pages 1677-1685, April.
    • Handle: RePEc:wly:mgtdec:v:46:y:2025:i:3:p:1677-1685
    DOI: 10.1002/mde.4459
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    References listed on IDEAS

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    1. Kohei Daido & Takeshi Murooka, 2013. "Loss Aversion, Stochastic Compensation, and Team Incentives," Discussion Paper Series 107, School of Economics, Kwansei Gakuin University, revised Jul 2013.
    2. Herweg, Fabian & Karle, Heiko & Müller, Daniel, 2018. "Incomplete contracting, renegotiation, and expectation-based loss aversion," Journal of Economic Behavior & Organization, Elsevier, vol. 145(C), pages 176-201.
    3. Baiman, S & Demski, Js, 1980. "Economically Optimal Performance Evaluation And Control-Systems," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 18, pages 184-220.
    4. Strausz, Roland, 2006. "Deterministic versus stochastic mechanisms in principal-agent models," Journal of Economic Theory, Elsevier, vol. 128(1), pages 306-314, May.
    5. Kohei Daido & Takeshi Murooka, 2016. "Team Incentives and Reference‐Dependent Preferences," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 25(4), pages 958-989, December.
    6. Fabian Herweg & Daniel Muller & Philipp Weinschenk, 2010. "Binary Payment Schemes: Moral Hazard and Loss Aversion," American Economic Review, American Economic Association, vol. 100(5), pages 2451-2477, December.
    7. Fabian Herweg & Klaus M. Schmidt, 2015. "Loss Aversion and Inefficient Renegotiation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(1), pages 297-332.
    8. Grolleau, Gilles & Kocher, Martin G. & Sutan, Angela, 2016. "Cheating and Loss Aversion: Do People Cheat More to Avoid a Loss?," Munich Reprints in Economics 43493, University of Munich, Department of Economics.
    9. Botond Köszegi, 2014. "Behavioral Contract Theory," Journal of Economic Literature, American Economic Association, vol. 52(4), pages 1075-1118, December.
    10. Franz Ostrizek, 2022. "Vague by Design: Performance Evaluation and Learning From Wages," CRC TR 224 Discussion Paper Series crctr224_2022_358, University of Bonn and University of Mannheim, Germany.
    11. Gilles Grolleau & Martin G. Kocher & Angela Sutan, 2016. "Cheating and Loss Aversion: Do People Cheat More to Avoid a Loss?," Management Science, INFORMS, vol. 62(12), pages 3428-3438, December.
    12. Heiko Karle & Dirk Engelmann & Martin Peitz, 2022. "Student performance and loss aversion," Scandinavian Journal of Economics, Wiley Blackwell, vol. 124(2), pages 420-456, April.
    13. Christina Aperjis & Filippo Balestrieri, 2017. "Loss aversion leading to advantageous selection," Journal of Risk and Uncertainty, Springer, vol. 55(2), pages 203-227, December.
    14. 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..
    15. Bengt Holmstrom, 1979. "Moral Hazard and Observability," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 74-91, Spring.
    16. Stanley Baiman & Joel S. Demski, 1980. "Variance Analysis Procedures as Motivational Devices," Management Science, INFORMS, vol. 26(8), pages 840-848, August.
    17. Edward P. Lazear & Kathryn L. Shaw, 2007. "Personnel Economics: The Economist's View of Human Resources," Journal of Economic Perspectives, American Economic Association, vol. 21(4), pages 91-114, Fall.
    18. Marchegiani, Lucia & Reggiani, Tommaso & Rizzolli, Matteo, 2016. "Loss averse agents and lenient supervisors in performance appraisal," Journal of Economic Behavior & Organization, Elsevier, vol. 131(PA), pages 183-197.
    19. Oriana Bandiera & Iwan Barankay & Imran Rasul, 2013. "Team Incentives: Evidence From A Firm Level Experiment," Journal of the European Economic Association, European Economic Association, vol. 11(5), pages 1079-1114, October.
    20. Grolleau, Gilles & Kocher, Martin G. & Sutan, Angela, 2014. "Cheating and loss aversion: do people lie more to avoid a loss?," Discussion Papers in Economics 21387, University of Munich, Department of Economics.
    21. Bandiera, Oriana & Barankay, Iwan & Rasul, Imran, 2013. "Team incentives: evidence from a firm level," LSE Research Online Documents on Economics 53141, London School of Economics and Political Science, LSE Library.
    22. Amos Tversky & Daniel Kahneman, 1991. "Loss Aversion in Riskless Choice: A Reference-Dependent Model," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(4), pages 1039-1061.
    23. Matthias Lang, 2023. "Stochastic contracts and subjective evaluations," RAND Journal of Economics, RAND Corporation, vol. 54(1), pages 104-134, March.
    24. Kohei Daido & Hideshi Itoh, 2007. "The Pygmalion and Galatea Effects: An Agency Model with Reference-Dependent Preferences and Applications to Self-Fulfilling Prophecy," Discussion Paper Series 35, School of Economics, Kwansei Gakuin University, revised Sep 2007.
    25. Haller, Hans, 1985. "The principal-agent problem with a satisficing agent," Journal of Economic Behavior & Organization, Elsevier, vol. 6(4), pages 359-379, December.
    26. Bengt Holmstrom, 1982. "Moral Hazard in Teams," Bell Journal of Economics, The RAND Corporation, vol. 13(2), pages 324-340, Autumn.
    27. Macera, Rosario, 2018. "Intertemporal incentives under loss aversion," Journal of Economic Theory, Elsevier, vol. 178(C), pages 551-594.
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