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Decision-facilitating information in hidden-action setups: An agent-based approach

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  • Stephan Leitner
  • Friederike Wall

Abstract

The hidden-action model captures a fundamental problem of principal-agent theory and provides an optimal sharing rule when only the outcome but not the effort can be observed. However, the hidden-action model builds on various explicit and also implicit assumptions about the information of the contracting parties. This paper relaxes key assumptions regarding the availability of information included in the hidden-action model in order to study whether and, if so, how fast the optimal sharing rule is achieved and how this is affected by the various types of information employed in the principal-agent relation. Our analysis particularly focuses on information about the environment and about feasible actions for the agent. We follow an approach to transfer closed-form mathematical models into agent-based computational models and show that the extent of information about feasible options to carry out a task only has an impact on performance if decision makers are well informed about the environment, and that the decision whether to perform exploration or exploitation when searching for new feasible options only affects performance in specific situations. Having good information about the environment, on the contrary, appears to be crucial in almost all situations.

Suggested Citation

  • Stephan Leitner & Friederike Wall, 2019. "Decision-facilitating information in hidden-action setups: An agent-based approach," Papers 1908.07998, arXiv.org, revised Apr 2020.
  • Handle: RePEc:arx:papers:1908.07998
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    1. Rogerson, William P, 1985. "The First-Order Approach to Principal-Agent Problems," Econometrica, Econometric Society, vol. 53(6), pages 1357-1367, November.
    2. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    3. 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.
    4. Jahangir Karimi & Toni M. Somers & Yash P. Gupta, 2004. "Impact of Environmental Uncertainty and Task Characteristics on User Satisfaction with Data," Information Systems Research, INFORMS, vol. 15(2), pages 175-193, June.
    5. 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.
    6. 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.
    7. Hall, Matthew, 2010. "Accounting information and managerial work," Accounting, Organizations and Society, Elsevier, vol. 35(3), pages 301-315, April.
    8. HOLMSTROM, Bengt, 1979. "Moral hazard and observability," LIDAM Reprints CORE 379, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    9. 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.
    10. Spence, Michael & Zeckhauser, Richard, 1971. "Insurance, Information, and Individual Action," American Economic Review, American Economic Association, vol. 61(2), pages 380-387, May.
    11. Baiman, Stanley, 1990. "Agency research in managerial accounting: A second look," Accounting, Organizations and Society, Elsevier, vol. 15(4), pages 341-371.
    12. K. J. Arrow, 1964. "The Role of Securities in the Optimal Allocation of Risk-bearing," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 31(2), pages 91-96.
    13. Simon, Herbert A, 1979. "Rational Decision Making in Business Organizations," American Economic Review, American Economic Association, vol. 69(4), pages 493-513, September.
    14. O'Reilly, Charles A., III & Tushman, Michael L., 2013. "Organizational Ambidexterity: Past, Present and Future," Research Papers 2130, Stanford University, Graduate School of Business.
    15. Joseph E. Stiglitz, 2000. "The Contributions of the Economics of Information to Twentieth Century Economics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1441-1478.
    16. 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.
    17. James A. Mirrlees, 1976. "The Optimal Structure of Incentives and Authority Within an Organization," Bell Journal of Economics, The RAND Corporation, vol. 7(1), pages 105-131, Spring.
    18. 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.
    19. Bengt Holmstrom, 1979. "Moral Hazard and Observability," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 74-91, Spring.
    20. Hall, Matthew, 2010. "Accounting information and managerial work," LSE Research Online Documents on Economics 28539, London School of Economics and Political Science, LSE Library.
    21. Auh, Seigyoung & Menguc, Bulent, 2005. "Balancing exploration and exploitation: The moderating role of competitive intensity," Journal of Business Research, Elsevier, vol. 58(12), pages 1652-1661, December.
    22. 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.
    23. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    24. Alexiev, Alexander S. & Volberda, Henk W. & Van den Bosch, Frans A.J., 2016. "Interorganizational collaboration and firm innovativeness: Unpacking the role of the organizational environment," Journal of Business Research, Elsevier, vol. 69(2), pages 974-984.
    25. Harris, Milton & Raviv, Artur, 1979. "Optimal incentive contracts with imperfect information," Journal of Economic Theory, Elsevier, vol. 20(2), pages 231-259, April.
    26. Friederike Wall, 2016. "Agent-based modeling in managerial science: an illustrative survey and study," Review of Managerial Science, Springer, vol. 10(1), pages 135-193, January.
    27. Lambert, Richard A., 2001. "Contracting theory and accounting," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 3-87, December.
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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.
    2. Darío Blanco-Fernández & Stephan Leitner & Alexandra Rausch, 2023. "Interactions between the individual and the group level in organizations: The case of learning and group turnover," 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. 31(4), pages 1087-1128, December.
    3. Stephan Leitner & Bartosz Gula & Dietmar Jannach & Ulrike Krieg-Holz & Friederike Wall, 2021. "Understanding the dynamics emerging from infodemics: a call to action for interdisciplinary research," SN Business & Economics, Springer, vol. 1(1), pages 1-18, January.
    4. Dario Blanco-Fernandez & Stephan Leitner & Alexandra Rausch, 2022. "Interactions between the individual and the group level in organizations: The case of learning and autonomous group adaptation," Papers 2203.09162, arXiv.org.
    5. Patrick Reinwald & Stephan Leitner & Friederike Wall, 2020. "An Agent-Based Model of Delegation Relationships With Hidden-Action: On the Effects of Heterogeneous Memory on Performance," Papers 2009.07124, arXiv.org, revised Sep 2020.
    6. Patrick Reinwald & Stephan Leitner & Friederike Wall, 2021. "Effects of limited and heterogeneous memory in hidden-action situations," Papers 2105.12469, arXiv.org.
    7. 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.

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    More about this item

    JEL classification:

    • C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • D86 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Economics of Contract Law

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