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Limited intelligence and performance-based compensation: An agent-based model of the hidden action problem

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  • Patrick Reinwald
  • Stephan Leitner
  • Friederike Wall

Abstract

Models of economic decision makers often include idealized assumptions, such as rationality, perfect foresight, and access to all relevant pieces of information. These assumptions often assure the models' internal validity, but, at the same time, might limit the models' power to explain empirical phenomena. This paper is particularly concerned with the model of the hidden action problem, which proposes an optimal performance-based sharing rule for situations in which a principal assigns a task to an agent, and the action taken to carry out this task is not observable by the principal. We follow the agentization approach and introduce an agent-based version of the hidden action problem, in which some of the idealized assumptions about the principal and the agent are relaxed so that they only have limited information access, are endowed with the ability to gain information, and store it in and retrieve it from their (limited) memory. We follow an evolutionary approach and analyze how the principal's and the agent's decisions affect the sharing rule, task performance, and their utility over time. The results indicate that the optimal sharing rule does not emerge. The principal's utility is relatively robust to variations in intelligence, while the agent's utility is highly sensitive to limitations in intelligence. The principal's behavior appears to be driven by opportunism, as she withholds a premium from the agent to assure the optimal utility for herself.

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  • Patrick Reinwald & Stephan Leitner & Friederike Wall, 2021. "Limited intelligence and performance-based compensation: An agent-based model of the hidden action problem," Papers 2107.03764, arXiv.org.
    • Handle: RePEc:arx:papers:2107.03764
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    1. Stephan Leitner & Friederike Wall, 2021. "Decision-facilitating information in hidden-action setups: an agent-based approach," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 16(2), pages 323-358, April.
    2. Fama, Eugene F & Jensen, Michael C, 1983. "Separation of Ownership and Control," Journal of Law and Economics, University of Chicago Press, vol. 26(2), pages 301-325, June.
    3. Ghosh, Dipankar & Olsen, Lori, 2009. "Environmental uncertainty and managers' use of discretionary accruals," Accounting, Organizations and Society, Elsevier, vol. 34(2), pages 188-205, February.
    4. Einhorn, Hj & Hogarth, Rm, 1981. "Behavioral Decision-Theory - Processes Of Judgment And Choice," Journal of Accounting Research, Wiley Blackwell, vol. 19(1), pages 1-31.
    5. Omar A. Guerrero & Robert L. Axtell, 2011. "Using Agentization for Exploring Firm and Labor Dynamics," Lecture Notes in Economics and Mathematical Systems, in: Sjoukje Osinga & Gert Jan Hofstede & Tim Verwaart (ed.), Emergent Results of Artificial Economics, pages 139-150, Springer.
    6. Leitner, Stephan & Rausch, Alexandra & Behrens, Doris A., 2017. "Distributed investment decisions and forecasting errors: An analysis based on a multi-agent simulation model," European Journal of Operational Research, Elsevier, vol. 258(1), pages 279-294.
    7. Gode, Dhananjay K & Sunder, Shyam, 1993. "Allocative Efficiency of Markets with Zero-Intelligence Traders: Market as a Partial Substitute for Individual Rationality," Journal of Political Economy, University of Chicago Press, vol. 101(1), pages 119-137, February.
    8. Takahashi, Hiromasa & Shen, Junyi & Ogawa, Kazuhito, 2016. "An experimental examination of compensation schemes and level of effort in differentiated tasks," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 61(C), pages 12-19.
    9. Gerd Gigerenzer & Reinhard Selten (ed.), 2002. "Bounded Rationality: The Adaptive Toolbox," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262571641, December.
    10. G Royston, 2013. "Operational Research for the Real World: big questions from a small island☆," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 64(6), pages 793-804, June.
    11. Hämäläinen, Raimo P. & Luoma, Jukka & Saarinen, Esa, 2013. "On the importance of behavioral operational research: The case of understanding and communicating about dynamic systems," European Journal of Operational Research, Elsevier, vol. 228(3), pages 623-634.
    12. Philippe Mathieu & Bruno Beaufils & Olivier Brandouy, 2005. "Artificial Economics," Post-Print hal-00826572, HAL.
    13. Robert Axtell, 2007. "What economic agents do: How cognition and interaction lead to emergence and complexity," The Review of Austrian Economics, Springer;Society for the Development of Austrian Economics, vol. 20(2), pages 105-122, September.
    14. Gustavo Barros, 2010. "Herbert A. Simon and the concept of rationality: Boundaries and procedures," Brazilian Journal of Political Economy, Center of Political Economy, vol. 30(3), pages 455-472.
    15. Stephan Leitner & Friederike Wall, 2015. "Simulation-based research in management accounting and control: an illustrative overview," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 26(2), pages 105-129, August.
    16. HOLMSTROM, Bengt, 1979. "Moral hazard and observability," LIDAM Reprints CORE 379, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    17. Chang, Myong-Hun & Harrington, Joseph Jr., 2006. "Agent-Based Models of Organizations," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 26, pages 1273-1337, Elsevier.
    18. Joseph E. Stiglitz, 2003. "Information and the Change in the Paradigm in Economics, Part 1," The American Economist, Sage Publications, vol. 47(2), pages 6-26, October.
    19. White, Leroy, 2016. "Behavioural operational research: Towards a framework for understanding behaviour in OR interventions," European Journal of Operational Research, Elsevier, vol. 249(3), pages 827-841.
    20. Hoque, Zahirul, 2005. "Linking environmental uncertainty to non-financial performance measures and performance: a research note," Working Papers aef_2005_05, Deakin University, Department of Economics.
    21. Arthur, W Brian, 1991. "Designing Economic Agents that Act Like Human Agents: A Behavioral Approach to Bounded Rationality," American Economic Review, American Economic Association, vol. 81(2), pages 353-359, May.
    22. Edward P. Lazear, 2000. "Performance Pay and Productivity," American Economic Review, American Economic Association, vol. 90(5), pages 1346-1361, December.
    23. Hawkins, Raymond J. & Aoki, Masanao & Roy Frieden, B., 2010. "Asymmetric information and macroeconomic dynamics," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(17), pages 3565-3571.
    24. Frieden, B. Roy & Hawkins, Raymond J., 2010. "Asymmetric information and economics," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(2), pages 287-295.
    25. Bengt Holmstrom, 1979. "Moral Hazard and Observability," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 74-91, Spring.
    26. Zahirul Hoque, 2005. "Linking Environmental Uncertainty to Non-Financial Performance Measures and Performance: A Research Note," Working Papers 2005_05, Deakin University, Department of Economics.
    27. Dickinson, David L, 1999. "An Experimental Examination of Labor Supply and Work Intensities," Journal of Labor Economics, University of Chicago Press, vol. 17(4), pages 638-670, October.
    28. Richard H. Thaler, 2000. "From Homo Economicus to Homo Sapiens," Journal of Economic Perspectives, American Economic Association, vol. 14(1), pages 133-141, Winter.
    29. S. Leitner & D.A. Behrens, 2015. "On the efficiency of hurdle rate-based coordination mechanisms," Mathematical and Computer Modelling of Dynamical Systems, Taylor & Francis Journals, vol. 21(5), pages 413-431, September.
    30. Narayan S. Umanath & Manash R. Ray & Terry L. Campbell, 1993. "The Impact of Perceived Environmental Uncertainty and Perceived Agent Effectiveness on the Composition of Compensation Contracts," Management Science, INFORMS, vol. 39(1), pages 32-45, January.
    31. Stephan Leitner & Doris Behrens, 2015. "On the fault (in)tolerance of coordination mechanisms for distributed investment decisions," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 23(1), pages 251-278, March.
    32. Mingers, John & Rosenhead, Jonathan, 2004. "Problem structuring methods in action," European Journal of Operational Research, Elsevier, vol. 152(3), pages 530-554, February.
    33. Chenhall, Robert H., 2003. "Management control systems design within its organizational context: findings from contingency-based research and directions for the future," Accounting, Organizations and Society, Elsevier, vol. 28(2-3), pages 127-168.
    34. Banker, Rajiv D. & Lee, Seok-Young & Potter, Gordon, 1996. "A field study of the impact of a performance-based incentive plan," Journal of Accounting and Economics, Elsevier, vol. 21(2), pages 195-226, April.
    35. Shu-Heng Chen & Ye-Rong Du & Lee-Xieng Yang, 2014. "Cognitive capacity and cognitive hierarchy: a study based on beauty contest experiments," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 9(1), pages 69-105, April.
    36. Lambert, Richard A., 2001. "Contracting theory and accounting," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 3-87, December.
    37. Biplab K. Dutta & William R. King, 1980. "Metagame analysis of competitive strategy," Strategic Management Journal, Wiley Blackwell, vol. 1(4), pages 357-370, October.
    38. Joëlle Forest & Caroline Mehier, 2001. "John R. Commons and Herbert A. Simon on the Concept of Rationality," Journal of Economic Issues, Taylor & Francis Journals, vol. 35(3), pages 591-605, September.
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    Cited by:

    1. Leitner, Stephan & Wall, Friederike, 2022. "Micro-level dynamics in hidden action situations with limited information," Journal of Economic Behavior & Organization, Elsevier, vol. 204(C), pages 372-393.

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