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Discriminatory Power and Predictions of Defaults of Structural Credit Risk Models

Author

Listed:
  • T. C. Wong

    (Hong Kong Monetary Authority)

  • C. H. Hui

    (Hong Kong Monetary Authority, Hong Kong Institute for Monetary Research)

  • C. F. Lo

    (The Chinese University of Hong Kong, Hong Kong Institute for Monetary Research)

Abstract

This paper studies the discriminatory power and calibration quality of the structural credit risk models under the ¡§exogenous default boundary¡¨ approach including those proposed by Longstaff and Schwartz (1995) and Collin-Dufresne and Goldstein (2001), and ¡§endogenous default boundary¡¨ approach in Leland and Toft (1996) based on 2,050 non-financial companies in 46 economies during the period 1998 to 2005. Their discriminatory power in terms of differentiating defaulting and non-defaulting companies is adequate and the differences among them are not material. In addition, the calibration quality of the three models is similar, although limited evidence is found that the Longstaff and Schwartz model marginally outperforms the others in some subsamples. Overall, no significant difference in the capability of measuring credit risk between the ¡§exogenous default boundary¡¨ and ¡§endogenous default boundary¡¨ approaches is found.

Suggested Citation

  • T. C. Wong & C. H. Hui & C. F. Lo, 2009. "Discriminatory Power and Predictions of Defaults of Structural Credit Risk Models," Working Papers 342009, Hong Kong Institute for Monetary Research.
  • Handle: RePEc:hkm:wpaper:342009
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    References listed on IDEAS

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    1. Hui, C.H. & Lo, C.F. & Huang, M.X., 2006. "Are corporates' target leverage ratios time-dependent?," International Review of Financial Analysis, Elsevier, vol. 15(3), pages 220-236.
    2. 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.
    3. Flannery, Mark J. & Nikolova, Stanislava (Stas) & Öztekin, Özde, 2012. "Leverage Expectations and Bond Credit Spreads," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(4), pages 689-714, August.
    4. Robert Rauhmeier & Harald Scheule, 2005. "Rating Properties and their Implication on Basel II-Capital," Published Paper Series 2005-2, Finance Discipline Group, UTS Business School, University of Technology, Sydney.
    5. Flannery, Mark J. & Rangan, Kasturi P., 2006. "Partial adjustment toward target capital structures," Journal of Financial Economics, Elsevier, vol. 79(3), pages 469-506, March.
    6. 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.
    7. Christopher A. Hennessy & Toni M. Whited, 2005. "Debt Dynamics," Journal of Finance, American Finance Association, vol. 60(3), pages 1129-1165, June.
    8. Liu, Laura Xiaolei, 2009. "Historical market-to-book in a partial adjustment model of leverage," Journal of Corporate Finance, Elsevier, vol. 15(5), pages 602-612, December.
    9. 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.
    10. Young Ho Eom, 2004. "Structural Models of Corporate Bond Pricing: An Empirical Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 17(2), pages 499-544.
    11. 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.
    12. Pierre Collin‐Dufresne & Robert S. Goldstein, 2001. "Do Credit Spreads Reflect Stationary Leverage Ratios?," Journal of Finance, American Finance Association, vol. 56(5), pages 1929-1957, October.
    13. Marsh, Paul, 1982. "The Choice between Equity and Debt: An Empirical Study," Journal of Finance, American Finance Association, vol. 37(1), pages 121-144, March.
    14. Childs, Paul D. & Mauer, David C. & Ott, Steven H., 2005. "Interactions of corporate financing and investment decisions: The effects of agency conflicts," Journal of Financial Economics, Elsevier, vol. 76(3), pages 667-690, June.
    15. Cho-hoi Hui, 2005. "Benchmarking Model of Default Probabilities of Listed Companies," Working Papers 0506, Hong Kong Monetary Authority.
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    More about this item

    Keywords

    Default Probabilities; Credit Risk Models;

    JEL classification:

    • C60 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - General
    • G13 - Financial Economics - - General Financial Markets - - - Contingent Pricing; Futures Pricing
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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