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Pricing Default Risk: The Good, The Bad, and The Anomaly

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  • Ferreira Filipe, Sara
  • Grammatikos, Theoharry
  • Michala, Dimitra

Abstract

While the empirical literature has often documented a “default anomaly”, i.e. a negative relation between default risk and stock returns, standard theory suggests that default risk should be priced in the cross-section. In this paper, we provide an explanation for this apparent puzzle using a new approach. First we calculate monthly physical probabilities of default (PDs) for a large sample of European firms. Second we decompose these estimated PDs into systematic and idiosyncratic components; we measure the systematic part as the sensitivity of the physical PD to an aggregate measure of default risk. While sorting stocks based on physical PDs confirms a possible default anomaly, we find that the relation between the systematic default risk and stock returns is in fact positive. Our results therefore suggest that risker stocks, as measured by the physical PDs, will tend to underperform because they have on average lower exposures to aggregate default risk. Their riskiness is mostly idiosyncratic and can be diversified away.

Suggested Citation

  • Ferreira Filipe, Sara & Grammatikos, Theoharry & Michala, Dimitra, 2014. "Pricing Default Risk: The Good, The Bad, and The Anomaly," MPRA Paper 53373, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:53373
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    1. John Y. Campbell & Martin Lettau & Burton G. Malkiel & Yexiao Xu, 2001. "Have Individual Stocks Become More Volatile? An Empirical Exploration of Idiosyncratic Risk," Journal of Finance, American Finance Association, vol. 56(1), pages 1-43, February.
    2. 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.
    3. Tsuji, Chikashi, 2005. "The credit-spread puzzle," Journal of International Money and Finance, Elsevier, vol. 24(7), pages 1073-1089, November.
    4. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian T. & Siegel, Stephan, 2013. "The European Union, the Euro, and equity market integration," Journal of Financial Economics, Elsevier, vol. 109(3), pages 583-603.
    5. Lewellen, Jonathan, 1999. "The time-series relations among expected return, risk, and book-to-market," Journal of Financial Economics, Elsevier, vol. 54(1), pages 5-43, October.
    6. Kapadia, Nishad, 2011. "Tracking down distress risk," Journal of Financial Economics, Elsevier, vol. 102(1), pages 167-182, October.
    7. Suk-Joong Kim & Fari Moshirian & Eliza Wu, 2018. "Evolution of International Stock and Bond Market Integration: Influence of the European Monetary Union," World Scientific Book Chapters, in: Information Spillovers and Market Integration in International Finance Empirical Analyses, chapter 12, pages 391-428, World Scientific Publishing Co. Pte. Ltd..
    8. Avramov, Doron & Chordia, Tarun & Jostova, Gergana & Philipov, Alexander, 2013. "Anomalies and financial distress," Journal of Financial Economics, Elsevier, vol. 108(1), pages 139-159.
    9. Ravi Bansal & Dana Kiku & Ivan Shaliastovich & Amir Yaron, 2014. "Volatility, the Macroeconomy, and Asset Prices," Journal of Finance, American Finance Association, vol. 69(6), pages 2471-2511, December.
    10. Chira, Inga & Madura, Jeff & Viale, Ariel M., 2013. "Bank exposure to market fear," Journal of Financial Stability, Elsevier, vol. 9(4), pages 451-459.
    11. 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.
    12. Da, Zhi & Gao, Pengjie, 2010. "Clientele Change, Liquidity Shock, and the Return on Financially Distressed Stocks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(1), pages 27-48, February.
    13. Banz, Rolf W., 1981. "The relationship between return and market value of common stocks," Journal of Financial Economics, Elsevier, vol. 9(1), pages 3-18, March.
    14. Mr. Jorge A Chan-Lau, 2006. "Is Systematic Default Risk Priced in Equity Returns? A Cross-Sectional Analysis Using Credit Derivatives Prices," IMF Working Papers 2006/148, International Monetary Fund.
    15. 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.
    16. George, Thomas J. & Hwang, Chuan-Yang, 2010. "A resolution of the distress risk and leverage puzzles in the cross section of stock returns," Journal of Financial Economics, Elsevier, vol. 96(1), pages 56-79, April.
    17. Andrew Ang & Robert J. Hodrick & Yuhang Xing & Xiaoyan Zhang, 2006. "The Cross‐Section of Volatility and Expected Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 259-299, February.
    18. Lopez, Jose A., 2004. "The empirical relationship between average asset correlation, firm probability of default, and asset size," Journal of Financial Intermediation, Elsevier, vol. 13(2), pages 265-283, April.
    19. John Y. Campbell & Glen B. Taksler, 2003. "Equity Volatility and Corporate Bond Yields," Journal of Finance, American Finance Association, vol. 58(6), pages 2321-2350, December.
    20. Tyler Shumway & Vincent A. Warther, 1999. "The Delisting Bias in CRSP's Nasdaq Data and Its Implications for the Size Effect," Journal of Finance, American Finance Association, vol. 54(6), pages 2361-2379, December.
    21. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    22. Yinxia G. Nielsen , Caren, 2013. "Is Default Risk Priced in Equity Returns?," Knut Wicksell Working Paper Series 2013/2, Lund University, Knut Wicksell Centre for Financial Studies.
    23. Avramov, Doron & Chordia, Tarun & Jostova, Gergana & Philipov, Alexander, 2009. "Credit ratings and the cross-section of stock returns," Journal of Financial Markets, Elsevier, vol. 12(3), pages 469-499, August.
    24. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    25. Nils Friewald & Christian Wagner & Josef Zechner, 2014. "The Cross-Section of Credit Risk Premia and Equity Returns," Journal of Finance, American Finance Association, vol. 69(6), pages 2419-2469, December.
    26. Fama, Eugene F & French, Kenneth R, 1996. "Multifactor Explanations of Asset Pricing Anomalies," Journal of Finance, American Finance Association, vol. 51(1), pages 55-84, March.
    27. Anginer, Deniz & Yildizhan, Celim, 2009. "Is there a Distress Risk Anomaly? Pricing of Systematic Default Risk in the Cross Section of Equity Returns," MPRA Paper 53885, University Library of Munich, Germany, revised 23 Apr 2013.
    28. Pierre Collin-Dufresn & Robert S. Goldstein & J. Spencer Martin, 2001. "The Determinants of Credit Spread Changes," Journal of Finance, American Finance Association, vol. 56(6), pages 2177-2207, December.
    29. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    30. John M. Griffin & Michael L. Lemmon, 2002. "Book‐to‐Market Equity, Distress Risk, and Stock Returns," Journal of Finance, American Finance Association, vol. 57(5), pages 2317-2336, October.
    31. Sudheer Chava & Amiyatosh Purnanandam, 2010. "Is Default Risk Negatively Related to Stock Returns?," Review of Financial Studies, Society for Financial Studies, vol. 23(6), pages 2523-2559, June.
    32. Hamilton, James D & Gang, Lin, 1996. "Stock Market Volatility and the Business Cycle," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(5), pages 573-593, Sept.-Oct.
    33. 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.
    34. Schaefer, Stephen M. & Strebulaev, Ilya A., 2008. "Structural models of credit risk are useful: Evidence from hedge ratios on corporate bonds," Journal of Financial Economics, Elsevier, vol. 90(1), pages 1-19, October.
    35. Jun Pan & Kenneth J. Singleton, 2008. "Default and Recovery Implicit in the Term Structure of Sovereign CDS Spreads," Journal of Finance, American Finance Association, vol. 63(5), pages 2345-2384, October.
    36. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    37. Miller, Edward M, 1977. "Risk, Uncertainty, and Divergence of Opinion," Journal of Finance, American Finance Association, vol. 32(4), pages 1151-1168, September.
    38. Lorenzo Garlappi & Tao Shu & Hong Yan, 2008. "Default Risk, Shareholder Advantage, and Stock Returns," Review of Financial Studies, Society for Financial Studies, vol. 21(6), pages 2743-2778, November.
    39. Zhanhui Chen & Ralitsa Petkova, 2012. "Does Idiosyncratic Volatility Proxy for Risk Exposure?," Review of Financial Studies, Society for Financial Studies, vol. 25(9), pages 2745-2787.
    40. Nielsen, Caren Yinxia, 2011. "Hidden in the Factors? The Effect of Credit Risk on the Cross-section of Equity Returns," Working Papers 2011:38, Lund University, Department of Economics, revised 01 Oct 2016.
    41. 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.
    42. Johnson, T.C. & Chebonenko, T. & Cunha, I. & D'Almeida, F. & Spencer, X., 2011. "Endogenous leverage and expected stock returns," Finance Research Letters, Elsevier, vol. 8(3), pages 132-145, September.
    43. Maria Vassalou & Yuhang Xing, 2004. "Default Risk in Equity Returns," Journal of Finance, American Finance Association, vol. 59(2), pages 831-868, April.
    44. Barinov, Alexander, 2012. "Aggregate volatility risk: Explaining the small growth anomaly and the new issues puzzle," Journal of Corporate Finance, Elsevier, vol. 18(4), pages 763-781.
    45. Chan, K C & Chen, Nai-Fu, 1991. "Structural and Return Characteristics of Small and Large Firms," Journal of Finance, American Finance Association, vol. 46(4), pages 1467-1484, September.
    46. Ilia D. Dichev, 1998. "Is the Risk of Bankruptcy a Systematic Risk?," Journal of Finance, American Finance Association, vol. 53(3), pages 1131-1147, June.
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    More about this item

    Keywords

    Default Risk; Merton model; Default Anomaly; Idiosyncratic Risk;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation

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