Is there a Distress Risk Anomaly? Pricing of Systematic Default Risk in the Cross Section of Equity Returns

Anginer, Deniz and Yildizhan, Celim (2009): Is there a Distress Risk Anomaly? Pricing of Systematic Default Risk in the Cross Section of Equity Returns.

Abstract

The standard measures of distress risk ignore the fact that firm defaults are correlated and that some defaults are more likely to occur in bad times. We use risk premium computed from corporate credit spreads to measure a firm’s exposure to systematic variation in default risk. Unlike previously used measures that proxy for a firm’s physical probability of default, credit spreads proxy for a risk-adjusted default probability and thereby explicitly account for the non-diversifiable component of distress risk. In contrast to prior findings in the literature, we find that stocks that have higher credit risk premia, that is stocks with higher systematic default risk exposures, have higher expected equity returns which are largely explained by the market factor. We confirm the robustness of these results by using an alternative systematic default risk factor for firms that do not have bonds outstanding. Consistent with the theoretical result in George and Hwang (2010), we also show that firms react to increases in their systematic default risk exposures by reducing their leverage, leading to lower physical probabilities of distress. Our results show no evidence of firms with high systematic default risk exposure delivering anomalously low returns.

• Item Type: MPRA Paper
• Language: English
• Keywords: Default risk, systematic default risk, credit risk, distress risk, bankruptcy, credit spread, asset-pricing anomalies, pricing of default risk, corporate bonds, Celim Yildizhan, Deniz Anginer
• Subjects: G - Financial Economics > G1 - General Financial Markets > G11 - Portfolio Choice ; Investment Decisions; G - Financial Economics > G1 - General Financial Markets > G12 - Asset Pricing ; Trading Volume ; Bond Interest Rates; G - Financial Economics > G1 - General Financial Markets > G13 - Contingent Pricing ; Futures Pricing; G - Financial Economics > G1 - General Financial Markets > G14 - Information and Market Efficiency ; Event Studies ; Insider Trading; G - Financial Economics > G3 - Corporate Finance and Governance > G33 - Bankruptcy ; Liquidation

References

Almeida, H., and T. Philippon. 2007. “The Risk-Adjusted Cost of Financial Distress.” Journal of Finance 62(6): 2557–2586.

Altman, E. 1968. “Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy.” Journal of Finance 23(4): 589–609.

Altman, Edward I., and Vellore M. Kishore. 1998. “Defaults and Returns on High Yield Bonds: Analysis through 1997.” Working paper, NYU Salomon Center.

Amihud, Yakov. 2002. “Illiquidity and Stock Returns: Cross-Section and Time Series Effects.” Journal of Financial Markets 5(1): 31–56.

Ang, Andrew, Robert J. Hodrick, Yuhang Xing, and Xiaozan Zhang. 2006. “The Cross-Section of Volatility and Expected Returns.” Journal of Finance 61: 259–299.

Ang A., R. Hodrick, Y. Xing, and X. Zhang. 2009. “High Idiosyncratic Volatility and Low Returns: International and Further U.S. Evidence.” Journal of Financial Economics 91: 1–23.

Avramov, Doron, Tarun Chordia, Gergana Jostova, and Alexander Philipov. 2009. “Credit Ratings and the Cross-Section of Stock Returns.” Journal of Financial Markets 12(3): 469–499.

Avramov, Doron, Gergana Jostova, and Alexander Philipov. 2007. “Understanding Changes in Corporate Credit Spreads.” Financial Analysts Journal 63(2): 90–105

Bakshi, G., D. Madan, and F. Zhang. 2006. “Investigating the Role of Systematic and Firm-Specific Factors in Default Risk: Lessons from Empirically Evaluating Credit Risk Models.” Journal of Business 79: 1955–1988.

Barberis, Nicholas, and Ming Huang. 2001. “Mental Accounting, Loss Aversion, and Individual Stock Returns.” Journal of Finance 56: 1247–1292.

Berndt, A., R. Douglas, D. Duffie, M. Ferguson, and D. Schranz. 2005. “Measuring Default Risk Premia from Default Swap Rates and EDFs.” Working paper, Stanford University.

Bharath, Sreedhar, and Tyler Shumway. 2008. “Forecasting Default with the KMV Merton Model.” Review of Financial Studies 21(3): 1339–1369.

Blanco, R., S. Brennan, and I. W. Marsh. 2005. “An Empirical Analysis of the Dynamic Relationship between Investment Grade Bonds and Credit Default Swaps.” Journal of Finance 60: 2255–2281.

Brennan, Michael J., Tarun Chordia, and Avanidhar Subrahmanyam. 1998. “Alternative Factor Specifications, Security Characteristics, and the Cross-Section of Expected Stock Returns.” Journal of Financial Economics 49: 345–373.

Campbell, John Y., Jens Hilscher, and Jan Szilagyi, 2008. “In Search of Distress Risk.” Journal of Finance 63: 2899–2939.

Campbell, John Y., and Glen B. Taksler. 2003. “Equity Volatility and Corporate Bond Yields.” Journal of Finance 58: 2321–2350.

Campello, M., L. Chen, and L. Zhang, 2008. “Expected Returns, Yield Spreads, and Asset Pricing Tests.” Review of Financial Studies 21: 1297–1338.

Carhart, Mark. 1997. “On Persistence in Mutual Fund Performance.” Journal of Finance 52(1): 57–82.

Chan, K. C., and Nai-fu Chen. 1991. “Structural and Return Characteristics of Small and Large Firms.” Journal of Finance 46: 1467–1484.

Chava, Sudheer, and Robert A. Jarrow, 2004. “Bankruptcy prediction with Industry Effects.” Review of Finance 8: 537–569.

Chava, Sudheer, and A. Purnanandam. 2010. “Is Default Risk Negatively Related to Stock Returns?” Review of Financial Studies 23: 2523–2559.

Chen, L., D. A. Lesmond, and J. Wei. 2007. “Corporate Yield Spreads and Bond Liquidity.” Journal of Finance 62:, 119–149.

Chernih, Andrew, S. Vanduffel, and L. Henrard. 2006. “Asset Correlations: A Literature Review and Analysis of the Impact of Dependent Loss Given Defaults.” Working paper.

Cochrane, John H. 1991. “Production-based Asset Pricing and the Link between Stock Returns and Economic Fluctuations.” Journal of Finance 46:, 209–237.

Collin-Dufresne, Pierre, Robert S. Goldstein, and J. Spencer Martin, 2001. “The Determinants of Credit Spread Changes.” Journal of Finance 56: 2177–2207.

Conrad, Jennifer, Nishad Kapadia, and Yuhang Xing. 2012. “What explains the distress risk puzzle: death or glory?” Working paper, UNC Chapel Hill and Rice University.

Da, Zhi, and Pengjie Gao, 2010. “Clientele Change, Liquidity Shock, and the Return on Financially Distressed Stocks.” Journal of Financial and Quantitative Analysis 45: 27–48.

Das, Sanjiv R., Darrell Duffie, Nikunj Kapadia, and Leandro Saita. 2007. “Common Failings: How Corporate Defaults Are Correlated.” Journal of Finance 72(1): 93–117.

Daniel, Kent, Mark Grinblatt, Sheridan Titman, and Russ Wermers. 1997. “Measuring Mutual Fund Performance with Characteristic-Based Benchmarks.” Journal of Finance 52(3): 1035–1058.

Dichev, Ilia D. 1998. “Is the Risk of Bankruptcy a Systematic Risk?” Journal of Finance 53(3): 1131–1147.

Dimitrov, Valentin, and P. Jain, 2008. “The Value-Relevance of Changes in Financial Leverage beyond Growth in Assets and GAAP Earnings.” Journal of Accounting, Auditing & Finance 23: 191–222.

Downing, Chris, Shane Underwood, and Yuhang Xing. 2005. “Is Liquidity Risk Priced in the Corporate Bond Market?” Working paper, Rice University.

Driessen, J. 2005. “Is Default Event Risk Priced in Corporate Bonds?” Review of Financial Studies 18(1): 165–195.

Driessen, J., and Frank de Jong. 2007. “Liquidity Risk Premia in Corporate Bond Markets.” Management Science 53(9): 1439–1451.

Duffee, Gregory. 1999. “Estimating the Price of Default Risk.” Review of Financial Studies 12: 197– 226.

Duffie, Darrell, and Kenneth J. Singleton. 1995. “Modeling Term Structures of Defaultable Bonds.” Working paper, Stanford Graduate School of Business.

Duffie, Darrell, and Kenneth J. Singleton. 1997. “An Econometric Model of the Term Structure of Interest-Rate Swap Yields.” Journal of Finance 52: 1287–1321.

Duffie, D., L. Saita, and K. Wang. 2007. “Multi-Period Corporate Default Prediction with Stochastic Covariates.” Journal of Financial Economics 83(3): 635–665.

Elton, Edwin J., Martin J. Gruber, Deepak Agrawal, and Christopher Mann. 2001. “Explaining the Rate Spread on Corporate Bonds.” Journal of Finance 56(1): 247–277.

Eom, Young Ho, Jean Helwege, and Jing-Zhi Huang. 2004. “Structural Models of Corporate Bond Pricing: An Empirical Analysis.” Review of Financial Studies 17: 499–505.

Falkenstein, Eric G. 1996. “Preferences for Stock Characteristics as Revealed by Mutual Fund Portfolio Holdings.” Journal of Finance 51: 111–135.

Fama, Eugene F., and Kenneth R. French. 1992. “The Cross-Section of Expected Stock Returns.” Journal of Finance 47(2): 427–465.

Fama, Eugene F., and Kenneth R. French. 1993. “Common Risk Factors in the Returns on Stocks and Bonds.” Journal of Financial Economics 33: 3–56.

Fama, Eugene F., and Kenneth R. French. 1996. “Multifactor Explanations of Asset Pricing Anomalies.” Journal of Finance 51: 55–84.

Fama, Eugene F., and James D. MacBeth. 1973. “Risk, Return, and Equilibrium: Empirical Tests.” Journal of Political Economy 81: 607–636.

Frank, Murray Z., and Vidhan K. Goyal. 2003. “Testing the pecking order theory of capital structure.” Journal of Financial Economics 67: 217–248.

Ferguson, Michael F., and Richard L. Shockley. 2003. “Equilibrium Anomalies.” Journal of Finance 58: 2549–2580.

Garlappi, Lorenzo, Tao Shu, and Hong Yan. 2008. “Default Risk, Shareholder Advantage, and Stock Returns.” Review of Financial Studies 21(6): 2743–2778.

George, Thomas J., and Hwang, Chuan-Yang. 2010. “A Resolution of the Distress Risk and Leverage Puzzles in the Cross Section of Equity Returns.” Journal of Financial Economics 96: 56–79.

Gompers, P., and A. Metrick. 2001. “Institutional Investors and Equity Prices.” Quarterly Journal of Economics 116: 229–259.

Griffin, John M., and Michael L. Lemmon. 2002. “Book-to-Market Equity, Distress Risk, and Stock Returns.” Journal of Finance 57:, 2317–2336.

Hasbrouck, Joel. 2005. “Trading Costs and Returns for US Equities: The Evidence from Daily Data.” Unpublished paper, Leonard N. Stern School of Business, New York University.

Hillegeist, Stephen A., Elizabeth Keating, Donald P. Cram, and Kyle G. Lunstedt. 2004. “Assessing the Probability of Bankruptcy.” Review of Accounting Studies 9: 5–34.

Hilscher, Jens, and Wilson, M. 2010. “Credit Ratings and Credit Risk.” Working paper, Brandeis University.

Hong, H., T. Lim, and J. C. Stein. 2000. “Bad News Travels Slowly: Size, Analyst Coverage, and the Profitability of Momentum Strategies.” Journal of Finance 55: 265–295.

Huang, Jing-Zhi, and Ming Huang. 2003. “How Much of the Corporate-Treasury Yield Spread Is Due to Credit Risk?” Working paper, Pennsylvania State University.

Hull, J., M. Predescu, and A. White. 2004. “The Relationship between Credit Default Swap Spreads, Bond Yields, and Credit Rating Announcements.” Journal of Banking and Finance 28(11): 2789–2811.

Jegadeesh, Narasimhan, and Sheridan Titman. 1993. “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency.” Journal of Finance 48(1): 35–91.

Jones, Charles M., and Matthew Rhodes-Kropf. 2003. “The Price of Diversifiable Risk in Venture Capital and Private Equity.” Working paper, Columbia University.

Kapadia, Nishad. 2011. “Tracking Down Distress Risk.” Journal of Financial Economics 102: 167–182.

Korteweg, Arthur. 2010. “The Net Benefits to Leverage.” Journal of Finance 65: 2137–2170.

Li, E. X., D. Livdan, and L. Zhang. 2007. “Anomalies.” Review of Financial Studies 22(11): 4301–4334.

Lin, Hai, Junbo Wang, and Chunchi Wu. 2011. “Liquidity Risk and the Cross-Section of Expected Corporate Bond Returns.” Journal of Financial Economics 99: 628–650.

Lintner, John. 1965. “The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets.” Review of Economics and Statistics 47: 13–37.

Liu, Laura Xiaolei, Toni M. Whited, and Lu Zhang. 2009. “Investment‐Based Expected Stock Returns.” Journal of Political Economy 117(6): 1105–1139.

Longstaff, F., S. Mithal, and E. Neis. 2005. “Corporate Yield Spreads: Default Risk or Liquidity? New Evidence from the Credit–Default Swap Market.” Journal of Finance 60(5): 2213–2253.

Longstaff, Francis A., and Eduardo S. Schwartz. 1995. “A Simple Approach to Valuing Risky Fixed and Floating Rate Debt.” Journal of Finance 50(3): 789–821.

Malkiel, Burton G., and Yexiao Xu. 2002. “Idiosyncratic Risk and Security Returns.” Working paper, University of Texas at Dallas.

Merton, Robert C. 1974. “On the Pricing of Corporate Debt: The Risk Structure of Interest Rates.” Journal of Finance 29: 449–470.

Merton, Robert C. 1987. “A Simple Model of Capital Market Equilibrium with Incomplete Information.” Journal of Finance 42: 483–510.

Nagel, Stefan. 2005. “Short Sales, Institutional Investors and the cross-section of Stock Returns.” Journal of Financial Economics 78: 277–309.

Newey, Whitney, and Kenneth West. 1987. “A Simple Positive Semi-Definite, Heteroscedasticity and Autocorrelation Consistent Covariance Matrix.” Econometrica 55:, 703–708.

Ohlson, James A. 1980. “Financial Ratios and the Probabilistic Prediction of Bankruptcy.” Journal of Accounting Research 18: 109–131.

Pastor, Lubos, and Robert F. Stambaugh. 2003. “Liquidity risk and expected stock returns.” Journal of Political Economy 111: 642--685

Pastor, Lubos, and Pietro Veronesi. 2003. “Stock Valuation and Learning about Profitability.” Journal of Finance 58(5): 1749–1790.

Penman, S., S. Richardson, and I. Tuna. 2007. “The Book-to-Price Effect in Stock Returns: Accounting for Leverage.” Journal of Accounting Research 45: 427–467.

Rajan, Raghuram, and Luigi Zingales. 1995. “What do we know about capital structure? Some evidence from international data.” Journal of Finance 50: 1421-1460.

Roll, R. 1984. “A Simple Measure of the Bid-Ask Spread in an Efficient Market.” Journal of Finance 39: 1127–1140.

Saita, L. 2006. “The Puzzling Price of Corporate Default Risk.” Working Paper, Stanford University.

Sharpe, William F. 1964. “Capital Asset Prices: A Theory of Market Equilibrium.” Journal of Finance 19: 425–442.

Shumway, Tyler. 2001. “Forecasting Bankruptcy More Accurately: A Simple Hazard Model.” Journal of Business 74: 101–124.

Vassalou, Maria, and Yuhang Xing. 2004. “Default Risk in Equity Returns.” Journal of Finance 59: 831–868.

Zhang, Lu. 2007, March. “Discussion: ‘In Search of Distress Risk.’” Conference on Credit Risk and Credit Derivatives, Federal Reserve Board, Washington, D.C

Zhu, Haibin. 2006. “An Empirical Comparison of Credit Spreads between the Bond Market and the Credit Default Swap Market.” Journal of Financial Services Research 29:211–235.

Zmijewski, Mark E. 1984. “Methodological Issues Related to the Estimation of Financial Distress Prediction Models.” Journal of Accounting Research 22: 59–82.