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Managerial Incentives to Increase Risk Provided by Debt, Stock, and Options

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  • Joshua D. Anderson

    (Questrom School of Business, Boston University, Boston, Massachusetts 02215)

  • John E. Core

    (MIT Sloan School of Management, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142)

Abstract

We measure a manager’s risk-taking incentives as the total sensitivity of the manager’s debt, stock, and option holdings to firm volatility. We compare this measure with the option vega and with the relative measures used by the prior literature. Vega does not capture risk-taking incentives from managers’ stock and debt holdings and does not reflect the fact that employee options are warrants. The relative measures do not incorporate the sensitivity of options to volatility. Our new measure explains risk choices better than vega and the relative measures and should be useful for future research on managers’ risk choices.

Suggested Citation

  • Joshua D. Anderson & John E. Core, 2018. "Managerial Incentives to Increase Risk Provided by Debt, Stock, and Options," Management Science, INFORMS, vol. 64(9), pages 4408-4432, September.
    • Handle: RePEc:inm:ormnsc:v:64:y:2018:i:9:p:4408-4432
    DOI: 10.1287/mnsc.2017.2811
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    as
    1. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    2. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    3. Hall, Brian J. & Murphy, Kevin J., 2002. "Stock options for undiversified executives," Journal of Accounting and Economics, Elsevier, vol. 33(1), pages 3-42, February.
    4. Timothy Erickson & Toni M. Whited, 2000. "Measurement Error and the Relationship between Investment and q," Journal of Political Economy, University of Chicago Press, vol. 108(5), pages 1027-1057, October.
    5. Smith, Clifford Jr. & Watts, Ross L., 1992. "The investment opportunity set and corporate financing, dividend, and compensation policies," Journal of Financial Economics, Elsevier, vol. 32(3), pages 263-292, December.
    6. Chenyang Wei & David Yermack, 2011. "Investor Reactions to CEOs' Inside Debt Incentives," Review of Financial Studies, Society for Financial Studies, vol. 24(11), pages 3813-3840.
    7. John Y. Campbell & Jens Hilscher & Jan Szilagyi, 2008. "In Search of Distress Risk," Journal of Finance, American Finance Association, vol. 63(6), pages 2899-2939, December.
    8. Isabel ABÍNZANO & Javier F. Navas, 2013. "Pricing levered warrants with dilution using observable variables," Quantitative Finance, Taylor & Francis Journals, vol. 13(8), pages 1199-1209, July.
    9. 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.
    10. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    11. Robert C. Merton, 2005. "Theory of rational option pricing," World Scientific Book Chapters, in: Sudipto Bhattacharya & George M Constantinides (ed.), Theory Of Valuation, chapter 8, pages 229-288, World Scientific Publishing Co. Pte. Ltd..
    12. Boschen, John F & Smith, Kimberly J, 1995. "You Can Pay Me Now and You Can Pay Me Later: The Dynamic Response of Executive Compensation to Firm Performance," The Journal of Business, University of Chicago Press, vol. 68(4), pages 577-608, October.
    13. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    14. Arthur Lewbel, 1997. "Constructing Instruments for Regressions with Measurement Error when no Additional Data are Available, with an Application to Patents and R&D," Econometrica, Econometric Society, vol. 65(5), pages 1201-1214, September.
    15. John, Teresa A & John, Kose, 1993. "Top-Management Compensation and Capital Structure," Journal of Finance, American Finance Association, vol. 48(3), pages 949-974, July.
    16. Erickson, Timothy & Whited, Toni M., 2002. "Two-Step Gmm Estimation Of The Errors-In-Variables Model Using High-Order Moments," Econometric Theory, Cambridge University Press, vol. 18(3), pages 776-799, June.
    17. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    18. Lewellen, Katharina, 2006. "Financing decisions when managers are risk averse," Journal of Financial Economics, Elsevier, vol. 82(3), pages 551-589, December.
    19. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    20. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    21. Bergman, Nittai K. & Jenter, Dirk, 2007. "Employee sentiment and stock option compensation," Journal of Financial Economics, Elsevier, vol. 84(3), pages 667-712, June.
    22. Blouin, Jennifer & Core, John E. & Guay, Wayne, 2010. "Have the tax benefits of debt been overestimated?," Journal of Financial Economics, Elsevier, vol. 98(2), pages 195-213, November.
    23. 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.
    24. Eberhart, Allan C., 2005. "A comparison of Merton's option pricing model of corporate debt valuation to the use of book values," Journal of Corporate Finance, Elsevier, vol. 11(1-2), pages 401-426, March.
    25. 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.
    26. Stephen A. Ross, 2004. "Compensation, Incentives, and the Duality of Risk Aversion and Riskiness," Journal of Finance, American Finance Association, vol. 59(1), pages 207-225, February.
    27. Rangarajan K. Sundaram & David L. Yermack, 2007. "Pay Me Later: Inside Debt and Its Role in Managerial Compensation," Journal of Finance, American Finance Association, vol. 62(4), pages 1551-1588, August.
    28. Galai, Dan & Schneller, Meir I, 1978. "Pricing of Warrants and the Value of the Firm," Journal of Finance, American Finance Association, vol. 33(5), pages 1333-1342, December.
    29. Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 637-654, May-June.
    30. Smith, Clifford W. & Stulz, René M., 1985. "The Determinants of Firms' Hedging Policies," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 20(4), pages 391-405, December.
    31. Hadiye Aslan & Praveen Kumar, 2012. "Strategic Ownership Structure and the Cost of Debt," Review of Financial Studies, Society for Financial Studies, vol. 25(7), pages 2257-2299.
    32. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
    33. Peter Ebbes & Michel Wedel & Ulf Böckenholt, 2009. "Frugal IV alternatives to identify the parameter for an endogenous regressor," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(3), pages 446-468, April.
    34. Hayes, Rachel M. & Lemmon, Michael & Qiu, Mingming, 2012. "Stock options and managerial incentives for risk taking: Evidence from FAS 123R," Journal of Financial Economics, Elsevier, vol. 105(1), pages 174-190.
    35. Cassell, Cory A. & Huang, Shawn X. & Manuel Sanchez, Juan & Stuart, Michael D., 2012. "Seeking safety: The relation between CEO inside debt holdings and the riskiness of firm investment and financial policies," Journal of Financial Economics, Elsevier, vol. 103(3), pages 588-610.
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