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Credit risk and equity returns in China

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  • Li, Tangrong
  • Lin, Hui

Abstract

We examine how credit risk affects equity returns in China, where the financial system is dominated by debt-financing. Based on EDF (expected default frequency) measured by the KMV model, we construct a credit risk factor UMT (untrustworthy minus trustworthy). The empirical results show that UMT significantly improves the pricing effectiveness of the Fama-French five-factor model and that the modified model with the investment factor replaced by UMT is more applicable to the Chinese environment. Our results also show that stocks with higher credit risk have higher expected returns, and credit risk premiums are an essential part of equity returns in China.

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  • Li, Tangrong & Lin, Hui, 2021. "Credit risk and equity returns in China," International Review of Economics & Finance, Elsevier, vol. 76(C), pages 588-613.
    • Handle: RePEc:eee:reveco:v:76:y:2021:i:c:p:588-613
    DOI: 10.1016/j.iref.2021.07.002
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    1. Jennie Bai & Pierre Collin-Dufresne & Robert S. Goldstein & Jean Helwege, 2015. "On Bounding Credit-Event Risk Premia," The Review of Financial Studies, Society for Financial Studies, vol. 28(9), pages 2608-2642.
    2. Fama, Eugene F. & French, Kenneth R., 2017. "International tests of a five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 123(3), pages 441-463.
    3. 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.
    4. Bauer, Julian & Agarwal, Vineet, 2014. "Are hazard models superior to traditional bankruptcy prediction approaches? A comprehensive test," Journal of Banking & Finance, Elsevier, vol. 40(C), pages 432-442.
    5. Pastor, Lubos & Stambaugh, Robert F., 2003. "Liquidity Risk and Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 642-685, June.
    6. Campbell R. Harvey, 2017. "Presidential Address: The Scientific Outlook in Financial Economics," Journal of Finance, American Finance Association, vol. 72(4), pages 1399-1440, August.
    7. 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.
    8. Guo, Bin & Zhang, Wei & Zhang, Yongjie & Zhang, Han, 2017. "The five-factor asset pricing model tests for the Chinese stock market," Pacific-Basin Finance Journal, Elsevier, vol. 43(C), pages 84-106.
    9. Giesecke, Kay & Weber, Stefan, 2004. "Cyclical correlations, credit contagion, and portfolio losses," Journal of Banking & Finance, Elsevier, vol. 28(12), pages 3009-3036, December.
    10. John Lintner, 1965. "Security Prices, Risk, And Maximal Gains From Diversification," Journal of Finance, American Finance Association, vol. 20(4), pages 587-615, December.
    11. Kewei Hou & Chen Xue & Lu Zhang, 2015. "Editor's Choice Digesting Anomalies: An Investment Approach," The Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 650-705.
    12. Assaf Eisdorfer & Amit Goyal & Alexei Zhdanov, 2018. "Distress Anomaly and Shareholder Risk: International Evidence," Financial Management, Financial Management Association International, vol. 47(3), pages 553-581, September.
    13. 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.
    14. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    15. Liu, Jianan & Stambaugh, Robert F. & Yuan, Yu, 2019. "Size and value in China," Journal of Financial Economics, Elsevier, vol. 134(1), pages 48-69.
    16. Gibbons, Michael R & Ross, Stephen A & Shanken, Jay, 1989. "A Test of the Efficiency of a Given Portfolio," Econometrica, Econometric Society, vol. 57(5), pages 1121-1152, September.
    17. Tang, Dragon Yongjun & Yan, Hong, 2010. "Market conditions, default risk and credit spreads," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 743-753, April.
    18. Doron Avramov & Tarun Chordia & Gergana Jostova & Alexander Philipov, 2012. "The World Price of Credit Risk," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 2(2), pages 112-152.
    19. 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.
    20. 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.
    21. Vineet Agarwal & Sunil Poshakwale, 2010. "Size and book-to-market anomalies and omitted leverage risk," The European Journal of Finance, Taylor & Francis Journals, vol. 16(3), pages 263-279.
    22. Philippe Jorion & Gaiyan Zhang, 2009. "Credit Contagion from Counterparty Risk," Journal of Finance, American Finance Association, vol. 64(5), pages 2053-2087, October.
    23. 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.
    24. Sudheer Chava & Amiyatosh Purnanandam, 2010. "Is Default Risk Negatively Related to Stock Returns?," The Review of Financial Studies, Society for Financial Studies, vol. 23(6), pages 2523-2559, June.
    25. Pengjie Gao & Christopher A. Parsons & Jianfeng Shen, 2018. "Global Relation between Financial Distress and Equity Returns," The Review of Financial Studies, Society for Financial Studies, vol. 31(1), pages 239-277.
    26. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    27. 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.
    28. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    29. Robert A. Jarrow & Fan Yu, 2008. "Counterparty Risk and the Pricing of Defaultable Securities," World Scientific Book Chapters, in: Financial Derivatives Pricing Selected Works of Robert Jarrow, chapter 20, pages 481-515, World Scientific Publishing Co. Pte. Ltd..
    30. Lorenzo Garlappi & Tao Shu & Hong Yan, 2008. "Default Risk, Shareholder Advantage, and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 21(6), pages 2743-2778, November.
    31. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    32. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    33. 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.
    34. Maria Vassalou & Yuhang Xing, 2004. "Default Risk in Equity Returns," Journal of Finance, American Finance Association, vol. 59(2), pages 831-868, April.
    35. Kevin Aretz & Chris Florackis & Alexandros Kostakis, 2018. "Do Stock Returns Really Decrease with Default Risk? New International Evidence," Management Science, INFORMS, vol. 64(8), pages 3821-3842, August.
    36. Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, vol. 74(1), pages 101-124, January.
    37. 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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    4. Thakerngkiat, Narongdech & Nguyen, Hung T. & Nguyen, Nhut H. & Visaltanachoti, Nuttawat, 2023. "Does fear spur default risk?," International Review of Economics & Finance, Elsevier, vol. 83(C), pages 879-899.

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    More about this item

    Keywords

    Credit risk; Equity return; Fama-French model; KMV Model;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

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