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Stocks versus corporate bonds: A cross-sectional puzzle

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  • van Zundert, Jeroen
  • Driessen, Joost

Abstract

We study the cross-sectional relation between stock and corporate bond markets. By correcting credit spreads of corporate bonds for expected default losses and by using equity-bond elasticities, we obtain a firm’s expected bond-implied stock return, which we then compare to its realized stock return. We find, surprisingly, a strong negative cross-sectional relation between these expected and realized stock returns. We show that this effect is not simply a restatement of the distress risk puzzle or other well-known anomalies in stock and corporate bond markets. This negative cross-sectional relation is strongest for high-risk firms and for liquid stocks.

Suggested Citation

  • van Zundert, Jeroen & Driessen, Joost, 2022. "Stocks versus corporate bonds: A cross-sectional puzzle," Journal of Banking & Finance, Elsevier, vol. 137(C).
    • Handle: RePEc:eee:jbfina:v:137:y:2022:i:c:s0378426622000474
    DOI: 10.1016/j.jbankfin.2022.106447
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    as
    1. 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.
    2. Duffie, Darrell & Saita, Leandro & Wang, Ke, 2007. "Multi-period corporate default prediction with stochastic covariates," Journal of Financial Economics, Elsevier, vol. 83(3), pages 635-665, March.
    3. Hong, Harrison & Torous, Walter & Valkanov, Rossen, 2007. "Do industries lead stock markets?," Journal of Financial Economics, Elsevier, vol. 83(2), pages 367-396, February.
    4. Murillo Campello & Long Chen & Lu Zhang, 2008. "Expected returns, yield spreads, and asset pricing tests," The Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1297-1338, May.
    5. 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.
    6. 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.
    7. Whitney K. Newey & Kenneth D. West, 1994. "Automatic Lag Selection in Covariance Matrix Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(4), pages 631-653.
    8. Dion Bongaerts & Frank de Jong & Joost Driessen, 2017. "An Asset Pricing Approach to Liquidity Effects in Corporate Bond Markets," The Review of Financial Studies, Society for Financial Studies, vol. 30(4), pages 1229-1269.
    9. repec:bla:jfinan:v:43:y:1988:i:3:p:617-37 is not listed on IDEAS
    10. Newey, Whitney K & West, Kenneth D, 1987. "Hypothesis Testing with Efficient Method of Moments Estimation," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 28(3), pages 777-787, October.
    11. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    12. Fama, Eugene F. & French, Kenneth R., 2015. "Incremental variables and the investment opportunity set," Journal of Financial Economics, Elsevier, vol. 117(3), pages 470-488.
    13. Kwan, Simon H., 1996. "Firm-specific information and the correlation between individual stocks and bonds," Journal of Financial Economics, Elsevier, vol. 40(1), pages 63-80, January.
    14. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    15. Richard A. Kronmal, 1993. "Spurious Correlation and the Fallacy of the Ratio Standard Revisited," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 156(3), pages 379-392, May.
    16. 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.
    17. 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.
    18. Frazzini, Andrea & Pedersen, Lasse Heje, 2014. "Betting against beta," Journal of Financial Economics, Elsevier, vol. 111(1), pages 1-25.
    19. Jing-Zhi Huang & Ming Huang, 2012. "How Much of the Corporate-Treasury Yield Spread Is Due to Credit Risk?," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 2(2), pages 153-202.
    20. Grossman, S.J. & Miller, M.H., 1988. "Liquidity And Market Structure," Papers 88, Princeton, Department of Economics - Financial Research Center.
    21. Demirovic, Amer & Guermat, Cherif & Tucker, Jon, 2017. "The relationship between equity and bond returns: An empirical investigation," Journal of Financial Markets, Elsevier, vol. 35(C), pages 47-64.
    22. Merton, Robert C, 1987. "A Simple Model of Capital Market Equilibrium with Incomplete Information," Journal of Finance, American Finance Association, vol. 42(3), pages 483-510, July.
    23. Jankowitsch, Rainer & Nagler, Florian & Subrahmanyam, Marti G., 2014. "The determinants of recovery rates in the US corporate bond market," Journal of Financial Economics, Elsevier, vol. 114(1), pages 155-177.
    24. Jack Bao & Jun Pan & Jiang Wang, 2011. "The Illiquidity of Corporate Bonds," Journal of Finance, American Finance Association, vol. 66(3), pages 911-946, June.
    25. Chordia, Tarun & Goyal, Amit & Nozawa, Yoshio & Subrahmanyam, Avanidhar & Tong, Qing, 2017. "Are Capital Market Anomalies Common to Equity and Corporate Bond Markets? An Empirical Investigation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(4), pages 1301-1342, August.
    26. Gebhardt, William R. & Hvidkjaer, Soeren & Swaminathan, Bhaskaran, 2005. "Stock and bond market interaction: Does momentum spill over?," Journal of Financial Economics, Elsevier, vol. 75(3), pages 651-690, March.
    27. 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.
    28. Dick-Nielsen, Jens & Feldhütter, Peter & Lando, David, 2012. "Corporate bond liquidity before and after the onset of the subprime crisis," Journal of Financial Economics, Elsevier, vol. 103(3), pages 471-492.
    29. Edwin J. Elton & Martin J. Gruber & Deepak Agrawal & Christopher Mann, 2001. "Explaining the Rate Spread on Corporate Bonds," Journal of Finance, American Finance Association, vol. 56(1), pages 247-277, February.
    30. Choi, Jaewon & Kim, Yongjun, 2018. "Anomalies and market (dis)integration," Journal of Monetary Economics, Elsevier, vol. 100(C), pages 16-34.
    31. Kiesel, F. & Kolaric, S. & Schiereck, D., 2016. "Market integration and efficiency of CDS and equity markets," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 77819, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    32. repec:bla:jfinan:v:59:y:2004:i:2:p:831-868 is not listed on IDEAS
    33. Downing, Chris & Underwood, Shane & Xing, Yuhang, 2009. "The Relative Informational Efficiency of Stocks and Bonds: An Intraday Analysis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(5), pages 1081-1102, October.
    34. Jefferson Duarte & Francis A. Longstaff & Fan Yu, 2007. "Risk and Return in Fixed-Income Arbitrage: Nickels in Front of a Steamroller?," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 769-811.
    35. 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.
    36. 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.
    37. Hilscher, Jens & Pollet, Joshua M. & Wilson, Mungo, 2015. "Are Credit Default Swaps a Sideshow? Evidence That Information Flows from Equity to CDS Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(3), pages 543-567, June.
    38. repec:bla:jfinan:v:53:y:1998:i:3:p:1131-1147 is not listed on IDEAS
    39. Hull, John C & White, Alan D, 1987. "The Pricing of Options on Assets with Stochastic Volatilities," Journal of Finance, American Finance Association, vol. 42(2), pages 281-300, June.
    40. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," The Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
    41. George Bittlingmayer & Shane M. Moser, 2014. "What Does the Corporate Bond Market Know?," The Financial Review, Eastern Finance Association, vol. 49(1), pages 1-19, February.
    42. Peter Feldhütter & Stephen M Schaefer, 2018. "The Myth of the Credit Spread Puzzle," The Review of Financial Studies, Society for Financial Studies, vol. 31(8), pages 2897-2942.
    43. Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
    44. Kiesel, Florian & Kolaric, Sascha & Schiereck, Dirk, 2016. "Market integration and efficiency of CDS and equity markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 61(C), pages 209-229.
    45. 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.
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    More about this item

    Keywords

    Cross-market relations; Corporate bond; Stock; Distress risk; Expected stock return;
    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
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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