IDEAS home Printed from https://ideas.repec.org/p/fip/fedgfe/2013-18.html
   My bibliography  Save this paper

Uncertainty, risk, and incentives: theory and evidence

Author

Listed:
  • Zhiguo He
  • Si Li
  • Bin Wei
  • Jianfeng Yu

Abstract

Uncertainty has qualitatively different implications than risk in studying executive incentives. We study the interplay between profitability uncertainty and moral hazard, where profitability is multiplicative with managerial effort. Investors who face greater uncertainty desire faster learning, and consequently offer higher managerial incentives to induce higher effort from the manager. In contrast to the standard negative risk-incentive trade-off, this \"learning-by-doing\" effect generates a positive relation between profitability uncertainty and incentives. We document empirical support for this prediction.

Suggested Citation

  • Zhiguo He & Si Li & Bin Wei & Jianfeng Yu, 2013. "Uncertainty, risk, and incentives: theory and evidence," Finance and Economics Discussion Series 2013-18, Board of Governors of the Federal Reserve System (U.S.).
  • Handle: RePEc:fip:fedgfe:2013-18
    as

    Download full text from publisher

    File URL: http://www.federalreserve.gov/pubs/feds/2013/201318/201318abs.html
    Download Restriction: no

    File URL: http://www.federalreserve.gov/pubs/feds/2013/201318/201318pap.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Alex Edmans & Xavier Gabaix, 2011. "Tractability in Incentive Contracting," The Review of Financial Studies, Society for Financial Studies, vol. 24(9), pages 2865-2894.
    2. Xavier Gabaix & Augustin Landier, 2008. "Why has CEO Pay Increased So Much?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(1), pages 49-100.
    3. Bo Becker, 2006. "Wealth and Executive Compensation," Journal of Finance, American Finance Association, vol. 61(1), pages 379-397, February.
    4. &Lubos Pástor & Lucian A. Taylor & Pietro Veronesi, 2009. "Entrepreneurial Learning, the IPO Decision, and the Post-IPO Drop in Firm Profitability," The Review of Financial Studies, Society for Financial Studies, vol. 22(8), pages 3005-3046, August.
    5. Ľuboš Pástor & Veronesi Pietro, 2003. "Stock Valuation and Learning about Profitability," Journal of Finance, American Finance Association, vol. 58(5), pages 1749-1789, October.
    6. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    7. Conyon, Martin J & Murphy, Kevin J, 2000. "The Prince and the Pauper? CEO Pay in the United States and United Kingdom," Economic Journal, Royal Economic Society, vol. 110(467), pages 640-671, November.
    8. Ingolf Dittmann & Ernst Maug, 2007. "Lower Salaries and No Options? On the Optimal Structure of Executive Pay," Journal of Finance, American Finance Association, vol. 62(1), pages 303-343, February.
    9. Jovanovic, Boyan & Nyarko, Yaw, 1996. "Learning by Doing and the Choice of Technology," Econometrica, Econometric Society, vol. 64(6), pages 1299-1310, November.
    10. , & ,, 2014. "Dynamic contracts when agent's quality is unknown," Theoretical Economics, Econometric Society, vol. 9(3), September.
    11. repec:bla:jfinan:v:58:y:2003:i:5:p:1749-1790 is not listed on IDEAS
    12. Lubos Pastor & Pietro Veronesi, 2009. "Learning in Financial Markets," Annual Review of Financial Economics, Annual Reviews, vol. 1(1), pages 361-381, November.
    13. Zhiguo He & Bin Wei & Jianfeng Yu & Feng Gao, 2017. "Optimal Long-Term Contracting with Learning," The Review of Financial Studies, Society for Financial Studies, vol. 30(6), pages 2006-2065.
    14. Murphy, Kevin J., 1985. "Corporate performance and managerial remuneration : An empirical analysis," Journal of Accounting and Economics, Elsevier, vol. 7(1-3), pages 11-42, April.
    15. Bae, Kee-Hong & Stulz, René M. & Tan, Hongping, 2008. "Do local analysts know more? A cross-country study of the performance of local analysts and foreign analysts," Journal of Financial Economics, Elsevier, vol. 88(3), pages 581-606, June.
    16. Demsetz, Harold & Lehn, Kenneth, 1985. "The Structure of Corporate Ownership: Causes and Consequences," Journal of Political Economy, University of Chicago Press, vol. 93(6), pages 1155-1177, December.
    17. Bushman, Robert M. & Indjejikian, Raffi J. & Smith, Abbie, 1996. "CEO compensation: The role of individual performance evaluation," Journal of Accounting and Economics, Elsevier, vol. 21(2), pages 161-193, April.
    18. Gibbons, Robert & Murphy, Kevin J, 1992. "Optimal Incentive Contracts in the Presence of Career Concerns: Theory and Evidence," Journal of Political Economy, University of Chicago Press, vol. 100(3), pages 468-505, June.
    19. Jovanovic, Boyan & Lach, Saul, 1989. "Entry, Exit, and Diffusion with Learning by Doing," American Economic Review, American Economic Association, vol. 79(4), pages 690-699, September.
    20. Yermack, David, 1995. "Do corporations award CEO stock options effectively?," Journal of Financial Economics, Elsevier, vol. 39(2-3), pages 237-269.
    21. Brian J. Hall & Jeffrey B. Liebman, 1998. "Are CEOs Really Paid Like Bureaucrats?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 653-691.
    22. Core, John & Guay, Wayne, 1999. "The use of equity grants to manage optimal equity incentive levels," Journal of Accounting and Economics, Elsevier, vol. 28(2), pages 151-184, December.
    23. Holmstrom, Bengt & Milgrom, Paul, 1987. "Aggregation and Linearity in the Provision of Intertemporal Incentives," Econometrica, Econometric Society, vol. 55(2), pages 303-328, March.
    24. John R. Graham & Si Li & Jiaping Qiu, 2012. "Managerial Attributes and Executive Compensation," The Review of Financial Studies, Society for Financial Studies, vol. 25(1), pages 144-186.
    25. Scott Schaefer, 1998. "The Dependence Of Pay--Performance Sensitivity On The Size Of The Firm," The Review of Economics and Statistics, MIT Press, vol. 80(3), pages 436-443, August.
    26. Rajesh K. Aggarwal & Andrew A. Samwick, 2003. "Performance Incentives within Firms: The Effect of Managerial Responsibility," Journal of Finance, American Finance Association, vol. 58(4), pages 1613-1650, August.
    27. Himmelberg, Charles P. & Hubbard, R. Glenn & Palia, Darius, 1999. "Understanding the determinants of managerial ownership and the link between ownership and performance," Journal of Financial Economics, Elsevier, vol. 53(3), pages 353-384, September.
    28. Palia, Darius, 2001. "The Endogeneity of Managerial Compensation in Firm Valuation: A Solution," The Review of Financial Studies, Society for Financial Studies, vol. 14(3), pages 735-764.
    29. Gerald Garvey & Todd Milbourn, 2003. "Incentive Compensation When Executives Can Hedge the Market: Evidence of Relative Performance Evaluation in the Cross Section," Journal of Finance, American Finance Association, vol. 58(4), pages 1557-1582, August.
    30. Jaeyoung Sung, 2005. "Optimal Contracts Under Adverse Selection and Moral Hazard: A Continuous-Time Approach," The Review of Financial Studies, Society for Financial Studies, vol. 18(3), pages 1021-1073.
    31. Kevin J. Murphy, 1986. "Incentives, Learning, and Compensation: A Theoretical and Empirical Investigation of Managerial Labor Contracts," RAND Journal of Economics, The RAND Corporation, vol. 17(1), pages 59-76, Spring.
    32. Rajesh K. Aggarwal & Andrew A. Samwick, 1999. "The Other Side of the Trade-off: The Impact of Risk on Executive Compensation," Journal of Political Economy, University of Chicago Press, vol. 107(1), pages 65-105, February.
    33. Haubrich, Joseph G, 1994. "Risk Aversion, Performance Pay, and the Principal-Agent Problem," Journal of Political Economy, University of Chicago Press, vol. 102(2), pages 258-276, April.
    34. Bizjak, John M. & Brickley, James A. & Coles, Jeffrey L., 1993. "Stock-based incentive compensation and investment behavior," Journal of Accounting and Economics, Elsevier, vol. 16(1-3), pages 349-372, April.
    35. Zabojnik, Jan, 1996. "Pay-performance sensitivity and production uncertainty," Economics Letters, Elsevier, vol. 53(3), pages 291-296, December.
    36. Lambert, Ra & Larcker, Df, 1987. "An Analysis Of The Use Of Accounting And Market Measures Of Performance In Executive-Compensation Contracts," Journal of Accounting Research, Wiley Blackwell, vol. 25, pages 85-129.
    37. Core, John E. & Holthausen, Robert W. & Larcker, David F., 1999. "Corporate governance, chief executive officer compensation, and firm performance," Journal of Financial Economics, Elsevier, vol. 51(3), pages 371-406, March.
    38. Marianne P. Bitler & Tobias J. Moskowitz & Annette Vissing‐Jørgensen, 2005. "Testing Agency Theory with Entrepreneur Effort and Wealth," Journal of Finance, American Finance Association, vol. 60(2), pages 539-576, April.
    39. Jensen, Michael C & Murphy, Kevin J, 1990. "Performance Pay and Top-Management Incentives," Journal of Political Economy, University of Chicago Press, vol. 98(2), pages 225-264, April.
    40. John Core & Wayne Guay, 2002. "Estimating the Value of Employee Stock Option Portfolios and Their Sensitivities to Price and Volatility," Journal of Accounting Research, Wiley Blackwell, vol. 40(3), pages 613-630, June.
    41. Lin Peng & Ailsa Roell, 2008. "Manipulation and Equity-Based Compensation," American Economic Review, American Economic Association, vol. 98(2), pages 285-290, May.
    42. Johnson, Timothy C., 2007. "Optimal learning and new technology bubbles," Journal of Monetary Economics, Elsevier, vol. 54(8), pages 2486-2511, November.
    43. Coles, Jeffrey L. & Daniel, Naveen D. & Naveen, Lalitha, 2006. "Managerial incentives and risk-taking," Journal of Financial Economics, Elsevier, vol. 79(2), pages 431-468, February.
    44. Garen, John E, 1994. "Executive Compensation and Principal-Agent Theory," Journal of Political Economy, University of Chicago Press, vol. 102(6), pages 1175-1199, December.
    45. Canice Prendergast, 2002. "The Tenuous Trade-off between Risk and Incentives," Journal of Political Economy, University of Chicago Press, vol. 110(5), pages 1071-1102, October.
    46. John R. Graham & Si Li & Jiaping Qiu, 2011. "Managerial Attributes and Executive Compensation," NBER Working Papers 17368, National Bureau of Economic Research, Inc.
    47. Alex Edmans & Xavier Gabaix, 2011. "The Effect of Risk on the CEO Market," The Review of Financial Studies, Society for Financial Studies, vol. 24(8), pages 2822-2863.
    48. Cremers, Martijn & Yan, Hongjun, 2016. "Uncertainty and Valuations," Critical Finance Review, now publishers, vol. 5(1), pages 85-128, May.
    49. Alex Edmans & Xavier Gabaix & Augustin Landier, 2009. "A Multiplicative Model of Optimal CEO Incentives in Market Equilibrium," The Review of Financial Studies, Society for Financial Studies, vol. 22(12), pages 4881-4917, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wang, Huijun & Yan, Jinghua & Yu, Jianfeng, 2017. "Reference-dependent preferences and the risk–return trade-off," Journal of Financial Economics, Elsevier, vol. 123(2), pages 395-414.
    2. Shi, Jinchuan & Zhang, Xiaoqian, 2018. "How to explain corporate investment heterogeneity in China's new normal: Structural models with state-owned property rights," China Economic Review, Elsevier, vol. 50(C), pages 1-16.
    3. Zhiguo He & Bin Wei & Jianfeng Yu & Feng Gao, 2017. "Optimal Long-Term Contracting with Learning," The Review of Financial Studies, Society for Financial Studies, vol. 30(6), pages 2006-2065.
    4. Qi Liu & Lei Lu & Bo Sun, 2017. "Incentive Contracting Under Ambiguity Aversion," International Finance Discussion Papers 1195, Board of Governors of the Federal Reserve System (U.S.).
    5. Röell, Ailsa & Peng, Lin & Tang, Hongfei, 2016. "CEO Incentives: Measurement, Determinants, and Impact on Performance," CEPR Discussion Papers 11417, C.E.P.R. Discussion Papers.
    6. Brice Corgnet & Roberto Hernán-González, 2019. "Revisiting the Trade-off Between Risk and Incentives: The Shocking Effect of Random Shocks?," Management Science, INFORMS, vol. 65(3), pages 1096-1114, March.
    7. Cintya Lanchimba & Josef Windsperger & Muriel Fadairo, 2018. "Entrepreneurial orientation, risk and incentives: the case of franchising," Small Business Economics, Springer, vol. 50(1), pages 163-180, January.
    8. Zhihua Chen & Yanfei Lan & Ruiqing Zhao, 2018. "Impacts of risk attitude and outside option on compensation contracts under different information structures," Fuzzy Optimization and Decision Making, Springer, vol. 17(1), pages 13-47, March.
    9. Huang, Jiexiang & Roberts, Helen & Tan, Eric K.M., 2024. "Media uncertainty and risk-taking," International Review of Financial Analysis, Elsevier, vol. 91(C).
    10. Shang, Chenguang, 2021. "Dare to play with fire? Managerial ability and the use of short-term debt," Journal of Corporate Finance, Elsevier, vol. 70(C).
    11. Richardson, Vernon J. & Sanchez, Juan Manuel & Setia, Pankaj & Smith, Rodney, 2018. "Determinants and consequences of chief information officer equity incentives," International Journal of Accounting Information Systems, Elsevier, vol. 31(C), pages 37-57.
    12. Sebastian Gryglewicz & Barney Hartman-Glaser & Geoffery Zheng, 2020. "Growth Options, Incentives, and Pay for Performance: Theory and Evidence," Management Science, INFORMS, vol. 66(3), pages 1248-1277, March.
    13. Huang, Rachel J. & Jeng, Vivian & Wang, Cheng-Wei & Yue, Jack C., 2021. "Does size and book-to-market contain intangible information about managerial incentives? Learning from corporate D&O insurance purchase," Pacific-Basin Finance Journal, Elsevier, vol. 68(C).
    14. Yue Chen & Sai-Ho Chung & Shu Guo, 2020. "Franchising contracts in fashion supply chain operations: models, practices, and real case study," Annals of Operations Research, Springer, vol. 291(1), pages 83-128, August.
    15. Brice Corgnet & Roberto Hernan-Gonzalez & Yao Thibaut Kpegli & Adam Zylbersztejn, 2023. "Against the Odds! The Tradeoff Between Risk and Incentives is Alive and Well," Working Papers 2305, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Page, T. Beau, 2018. "CEO attributes, compensation, and firm value: Evidence from a structural estimation," Journal of Financial Economics, Elsevier, vol. 128(2), pages 378-401.
    2. Alex Edmans & Xavier Gabaix, 2016. "Executive Compensation: A Modern Primer," Journal of Economic Literature, American Economic Association, vol. 54(4), pages 1232-1287, December.
    3. Röell, Ailsa & Peng, Lin & Tang, Hongfei, 2016. "CEO Incentives: Measurement, Determinants, and Impact on Performance," CEPR Discussion Papers 11417, C.E.P.R. Discussion Papers.
    4. Carola Frydman & Dirk Jenter, 2010. "CEO Compensation," Annual Review of Financial Economics, Annual Reviews, vol. 2(1), pages 75-102, December.
    5. Alex Edmans & Xavier Gabaix & Augustin Landier, 2007. "A Calibratable Model of Optimal CEO Incentives in Market Equilibrium," NBER Working Papers 13372, National Bureau of Economic Research, Inc.
    6. Jeremy Bertomeu & Edwige Cheynel & Michelle Liu‐Watts, 2018. "Are the Fama French factors treated as risk? Evidence from CEO compensation," European Financial Management, European Financial Management Association, vol. 24(5), pages 728-774, November.
    7. Yoon K. Choi, 2020. "Does executive compensation reflect corporate productivity?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 47(7-8), pages 1012-1033, July.
    8. James, Hui & Benson, Bradley W. & Wu, Chen (Ken), 2017. "Does CEO ownership affect payout policy? Evidence from using CEO scaled wealth-performance sensitivity," The Quarterly Review of Economics and Finance, Elsevier, vol. 65(C), pages 328-345.
    9. Gan, Huiqi & Park, Myung Seok, 2016. "Are more able CEOs getting more compensated? Evidence from the pay-for-performance sensitivity of equity-based incentives," Advances in accounting, Elsevier, vol. 34(C), pages 64-76.
    10. Coles, Jeffrey L. & Lemmon, Michael L. & Felix Meschke, J., 2012. "Structural models and endogeneity in corporate finance: The link between managerial ownership and corporate performance," Journal of Financial Economics, Elsevier, vol. 103(1), pages 149-168.
    11. repec:eee:labchp:v:3:y:1999:i:pb:p:2485-2563 is not listed on IDEAS
    12. Ueda, Masako & Li, Fei, 2005. "CEO-Firm Match and Principal-Agent Problem," CEPR Discussion Papers 5119, C.E.P.R. Discussion Papers.
    13. Yaowen Shan & Terry Walter, 2016. "Towards a Set of Design Principles for Executive Compensation Contracts," Abacus, Accounting Foundation, University of Sydney, vol. 52(4), pages 619-684, December.
    14. Gao, Huasheng, 2010. "Optimal compensation contracts when managers can hedge," Journal of Financial Economics, Elsevier, vol. 97(2), pages 218-238, August.
    15. Bradley W. Benson & Wallace N. Davidson III & Hongxia Wang & Dan L. Worrell, 2011. "Deviations from Expected Stakeholder Management, Firm Value, and Corporate Governance," Financial Management, Financial Management Association International, vol. 40(1), pages 39-81, March.
    16. Sebastian Gryglewicz & Barney Hartman-Glaser & Geoffery Zheng, 2020. "Growth Options, Incentives, and Pay for Performance: Theory and Evidence," Management Science, INFORMS, vol. 66(3), pages 1248-1277, March.
    17. Li, Feng & Srinivasan, Suraj, 2011. "Corporate governance when founders are directors," Journal of Financial Economics, Elsevier, vol. 102(2), pages 454-469.
    18. Stanimir Morfov & Manuel Santos, 2017. "A Model of Managerial Talent: Addressing Some Puzzles in CEO Compensation," Working Papers 2017-03, University of Miami, Department of Economics.
    19. Benson, Bradley W. & Chen, Yu & James, Hui L. & Park, Jung Chul, 2020. "So far away from me: Firm location and the managerial ownership effect on firm value," Journal of Corporate Finance, Elsevier, vol. 64(C).
    20. Gormley, Todd A. & Matsa, David A. & Milbourn, Todd, 2013. "CEO compensation and corporate risk: Evidence from a natural experiment," Journal of Accounting and Economics, Elsevier, vol. 56(2), pages 79-101.
    21. Ingolf Dittmann & Ko-Chia Yu & Dan Zhang, 2017. "How Important Are Risk-Taking Incentives in Executive Compensation?," Review of Finance, European Finance Association, vol. 21(5), pages 1805-1846.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:fip:fedgfe:2013-18. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Ryan Wolfslayer ; Keisha Fournillier (email available below). General contact details of provider: https://edirc.repec.org/data/frbgvus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.