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Optimal incentive contract with endogenous monitoring technology

Author

Listed:
  • Li, Anqi

    (Department of Economics, Washington University in St. Louis)

  • Yang, Ming

    (Fuqua School of Business, Duke University)

Abstract

Recent technology advances have enabled firms to flexibly process and analyze sophisticated employee performance data at a reduced and yet significant cost. We develop a theory of optimal incentive contracting where the monitoring technology that governs the above procedure is part of the designer's strategic planning. In otherwise standard principal-agent models with moral hazard, we allow the principal to partition agents' performance data into any finite categories and to pay for the amount of information the output signal carries. Through analysis of the trade-off between giving incentives to agents and saving the monitoring cost, we obtain characterizations of optimal monitoring technologies such as information aggregation, strict MLRP, likelihood ratio-convex performance classification, group evaluation in response to rising monitoring costs, and assessing multiple task performances according to agents' endogenous tendencies to shirk. We examine the implications of these results for workforce management and firms' internal organizations.

Suggested Citation

  • Li, Anqi & Yang, Ming, 2020. "Optimal incentive contract with endogenous monitoring technology," Theoretical Economics, Econometric Society, vol. 15(3), July.
    • Handle: RePEc:the:publsh:3130
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    References listed on IDEAS

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    1. Alchian, Armen A & Demsetz, Harold, 1972. "Production , Information Costs, and Economic Organization," American Economic Review, American Economic Association, vol. 62(5), pages 777-795, December.
    2. Nicholas Bloom & Benn Eifert & Aprajit Mahajan & David McKenzie & John Roberts, 2013. "Does Management Matter? Evidence from India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 1-51.
    3. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1351-1408.
    4. Bartosz Mackowiak & Mirko Wiederholt, 2009. "Optimal Sticky Prices under Rational Inattention," American Economic Review, American Economic Association, vol. 99(3), pages 769-803, June.
    5. Woodford, Michael, 2009. "Information-constrained state-dependent pricing," Journal of Monetary Economics, Elsevier, vol. 56(S), pages 100-124.
    6. Jacques Crémer & Luis Garicano & Andrea Prat, 2007. "Language and the Theory of the Firm," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 373-407.
    7. Saint-Paul, Gilles, 2017. "A “quantized” approach to rational inattention," European Economic Review, Elsevier, vol. 100(C), pages 50-71.
    8. Martin, Daniel, 2017. "Strategic pricing with rational inattention to quality," Games and Economic Behavior, Elsevier, vol. 104(C), pages 131-145.
    9. Green, Jerry R & Stokey, Nancy L, 1983. "A Comparison of Tournaments and Contracts," Journal of Political Economy, University of Chicago Press, vol. 91(3), pages 349-364, June.
    10. Dilip Mookherjee, 1984. "Optimal Incentive Schemes with Many Agents," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 433-446.
    11. Nicholas Bloom & Raffaella Sadun & John Van Reenen, 2012. "Americans Do IT Better: US Multinationals and the Productivity Miracle," American Economic Review, American Economic Association, vol. 102(1), pages 167-201, February.
    12. Grossman, Sanford J & Hart, Oliver D, 1983. "An Analysis of the Principal-Agent Problem," Econometrica, Econometric Society, vol. 51(1), pages 7-45, January.
    13. Kim, Son Ku, 1995. "Efficiency of an Information System in an Agency Model," Econometrica, Econometric Society, vol. 63(1), pages 89-102, January.
    14. Baiman, S & Demski, Js, 1980. "Economically Optimal Performance Evaluation And Control-Systems," Journal of Accounting Research, Wiley Blackwell, vol. 18, pages 184-220.
    15. Ronald A. Dye, 1986. "Optimal Monitoring Policies in Agencies," RAND Journal of Economics, The RAND Corporation, vol. 17(3), pages 339-350, Autumn.
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    Cited by:

    1. Federico Echenique & Anqi Li, 2022. "Rationally Inattentive Statistical Discrimination: Arrow Meets Phelps," Papers 2212.08219, arXiv.org, revised Sep 2024.
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    3. Kirkegaard, René, 2023. "Endogenous criteria for success," Journal of Economic Theory, Elsevier, vol. 214(C).
    4. Achim, Peter & Knoepfle, Jan, 2024. "Relational enforcement," Theoretical Economics, Econometric Society, vol. 19(2), May.

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    More about this item

    Keywords

    Incentive contract; endogenous monitoring technology;

    JEL classification:

    • D86 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Economics of Contract Law
    • M15 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - IT Management
    • M5 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics

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