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On the Determinants of the Implied Default Barrier

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  • Georges Dionne
  • Sadok Laajimi

Abstract

We use the maximum likelihood (ML) estimation approach to estimate the default barriers from market values of equities for a sample of 762 public industrial Canadian firms. The ML approach allows us to estimate the asset instantaneous drift, volatility and barrier level simultaneously, when the firm's equity is priced as a Down-and-Out European call (DOC) option. We find that the estimated barrier is positive and significant in our sample. Moreover, we compare the default prediction accuracy of the DOC framework with the KMV-Merton approach. Using probit estimation, we find that the default probability from the two structural models provides similar in-sample fits, but the barrier option framework achieves better out-of-sample forecasts. Regression analysis shows that leverage is not the only determinant of the default barrier. The implied default threshold is also positively related to financing costs, and negatively to liquidity, asset volatility and firm size. We also find that liquidation costs, renegotiation frictions and equity holders' bargaining power increase the implied default barrier level.

Suggested Citation

  • Georges Dionne & Sadok Laajimi, 2009. "On the Determinants of the Implied Default Barrier," Cahiers de recherche 0914, CIRPEE.
  • Handle: RePEc:lvl:lacicr:0914
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    1. Viral Acharya & Jing-zhi Huang & Marti Subrahmanyam & Rangarajan Sundaram, 2006. "When does Strategic Debt-service Matter?," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 29(2), pages 363-378, October.
    2. Ulrich Hege & Pierre Mella-Barral, 2005. "Repeated Dilution of Diffusely Held Debt," The Journal of Business, University of Chicago Press, vol. 78(3), pages 737-786, May.
    3. Johnson, Shane A., 1997. "An Empirical Analysis of the Determinants of Corporate Debt Ownership Structure," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 32(01), pages 47-69, March.
    4. Galai, Dan & Raviv, Alon & Wiener, Zvi, 2007. "Liquidation triggers and the valuation of equity and debt," Journal of Banking & Finance, Elsevier, vol. 31(12), pages 3604-3620, December.
    5. Jones, E Philip & Mason, Scott P & Rosenfeld, Eric, 1984. " Contingent Claims Analysis of Corporate Capital Structures: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 39(3), pages 611-625, July.
    6. Oliver Hart & John Moore, 1998. "Default and Renegotiation: A Dynamic Model of Debt," The Quarterly Journal of Economics, Oxford University Press, vol. 113(1), pages 1-41.
    7. Black, Fischer & Cox, John C, 1976. "Valuing Corporate Securities: Some Effects of Bond Indenture Provisions," Journal of Finance, American Finance Association, vol. 31(2), pages 351-367, May.
    8. Hoi Ying Wong & Tsz Wang Choi, 2009. "Estimating default barriers from market information," Quantitative Finance, Taylor & Francis Journals, vol. 9(2), pages 187-196.
    9. Anderson, Ronald W. & Carverhill, Andrew, 2007. "Liquidity and Capital Structure," CEPR Discussion Papers 6044, C.E.P.R. Discussion Papers.
    10. Bourgeon, Jean-Marc & Dionne, Georges, 2013. "On debt service and renegotiation when debt-holders are more strategic," Journal of Financial Intermediation, Elsevier, vol. 22(3), pages 353-372.
    11. Mella-Barral, Pierre & Perraudin, William, 1997. " Strategic Debt Service," Journal of Finance, American Finance Association, vol. 52(2), pages 531-556, June.
    12. Paul Asquith & Robert Gertner & David Scharfstein, 1994. "Anatomy of Financial Distress: An Examination of Junk-Bond Issuers," The Quarterly Journal of Economics, Oxford University Press, vol. 109(3), pages 625-658.
    13. Leland, Hayne E, 1994. " Corporate Debt Value, Bond Covenants, and Optimal Capital Structure," Journal of Finance, American Finance Association, vol. 49(4), pages 1213-1252, September.
    14. Sergei A. Davydenko & Ilya A. Strebulaev, 2007. "Strategic Actions and Credit Spreads: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 62(6), pages 2633-2671, December.
    15. Betker, Brian L, 1995. "Management's Incentives, Equity's Bargaining Power, and Deviations from Absolute Priority in Chapter 11 Bankruptcies," The Journal of Business, University of Chicago Press, vol. 68(2), pages 161-183, April.
    16. 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.
    17. Leland, Hayne E & Toft, Klaus Bjerre, 1996. " Optimal Capital Structure, Endogenous Bankruptcy, and the Term Structure of Credit Spreads," Journal of Finance, American Finance Association, vol. 51(3), pages 987-1019, July.
    18. Longstaff, Francis A & Schwartz, Eduardo S, 1995. " A Simple Approach to Valuing Risky Fixed and Floating Rate Debt," Journal of Finance, American Finance Association, vol. 50(3), pages 789-819, July.
    19. Dirk Hackbarth & Christopher A. Hennessy & Hayne E. Leland, 2007. "Can the Trade-off Theory Explain Debt Structure?," Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1389-1428, 2007 04.
    20. Fan, Hua & Sundaresan, Suresh M, 2000. "Debt Valuation, Renegotiation, and Optimal Dividend Policy," Review of Financial Studies, Society for Financial Studies, vol. 13(4), pages 1057-1099.
    21. Denis, David J. & Mihov, Vassil T., 2003. "The choice among bank debt, non-bank private debt, and public debt: evidence from new corporate borrowings," Journal of Financial Economics, Elsevier, vol. 70(1), pages 3-28, October.
    22. Titman, Sheridan & Wessels, Roberto, 1988. " The Determinants of Capital Structure Choice," Journal of Finance, American Finance Association, vol. 43(1), pages 1-19, March.
    23. Reisz, Alexander S. & Perlich, Claudia, 2007. "A market-based framework for bankruptcy prediction," Journal of Financial Stability, Elsevier, vol. 3(2), pages 85-131, July.
    24. Pierre Collin-Dufresne, 2001. "Do Credit Spreads Reflect Stationary Leverage Ratios?," Journal of Finance, American Finance Association, vol. 56(5), pages 1929-1957, October.
    25. 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.
    26. Gertner, Robert & Scharfstein, David, 1991. " A Theory of Workouts and the Effects of Reorganization Law," Journal of Finance, American Finance Association, vol. 46(4), pages 1189-1222, September.
    27. Maria Vassalou & Yuhang Xing, 2004. "Default Risk in Equity Returns," Journal of Finance, American Finance Association, vol. 59(2), pages 831-868, April.
    28. Franks, Julian R. & Torous, Walter N., 1994. "A comparison of financial recontracting in distressed exchanges and chapter 11 reorganizations," Journal of Financial Economics, Elsevier, vol. 35(3), pages 349-370, June.
    29. Pascal Francois, 2004. "Capital Structure and Asset Prices: Some Effects of Bankruptcy Procedures," The Journal of Business, University of Chicago Press, vol. 77(2), pages 387-412, April.
    30. Anderson, Ronald W & Sundaresan, Suresh, 1996. "Design and Valuation of Debt Contracts," Review of Financial Studies, Society for Financial Studies, vol. 9(1), pages 37-68.
    31. Erik Berglöf & Ernst-Ludwig von Thadden, 1994. "Short-Term versus Long-Term Interests: Capital Structure with Multiple Investors," The Quarterly Journal of Economics, Oxford University Press, vol. 109(4), pages 1055-1084.
    32. In Joon Kim & Krishna Ramaswamy & Suresh Sundaresan, 1993. "Does Default Risk in Coupons Affect the Valuation of Corporate Bonds?: A Contingent Claims Model," Financial Management, Financial Management Association, vol. 22(3), Fall.
    33. Houston, Joel & James, Christopher, 1996. " Bank Information Monopolies and the Mix of Private and Public Debt Claims," Journal of Finance, American Finance Association, vol. 51(5), pages 1863-1889, December.
    34. Viral V. Acharya & Jennifer N. Carpenter, 2002. "Corporate Bond Valuation and Hedging with Stochastic Interest Rates and Endogenous Bankruptcy," Review of Financial Studies, Society for Financial Studies, vol. 15(5), pages 1355-1383.
    35. Mella-Barral, Pierre, 1999. "The Dynamics of Default and Debt Reorganization," Review of Financial Studies, Society for Financial Studies, vol. 12(3), pages 535-578.
    36. Jan Ericsson, 2005. "Estimating Structural Bond Pricing Models," The Journal of Business, University of Chicago Press, vol. 78(2), pages 707-735, March.
    37. Ronn, Ehud I & Verma, Avinash K, 1986. " Pricing Risk-Adjusted Deposit Insurance: An Option-Based Model," Journal of Finance, American Finance Association, vol. 41(4), pages 871-895, September.
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    Cited by:

    1. Zvika Afik & Ohad Arad & Koresh Galil, 2012. "Using Merton model: an empirical assessment of alternatives," Working Papers 1202, Ben-Gurion University of the Negev, Department of Economics.
    2. Perko, Igor, 2017. "Behaviour-based short-term invoice probability of default evaluation," European Journal of Operational Research, Elsevier, vol. 257(3), pages 1045-1054.
    3. Afik, Zvika & Arad, Ohad & Galil, Koresh, 2016. "Using Merton model for default prediction: An empirical assessment of selected alternatives," Journal of Empirical Finance, Elsevier, vol. 35(C), pages 43-67.
    4. Brian Kantor & Christopher Holdsworth, 2010. "Lessons from the Global Financial Crisis (Or Why Capital Structure Is Too Important to Be Left to Regulation)," Journal of Applied Corporate Finance, Morgan Stanley, vol. 22(3), pages 112-122.

    More about this item

    Keywords

    Barrier option; default barrier; bankruptcy prediction; maximum likelihood estimation; strategic default;

    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation

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