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Bank stocks, risk factors, and tail behavior

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  • Yang, Huan
  • Cai, Jun
  • Huang, Lin
  • Marcus, Alan J.

Abstract

We examine how the tail behavior of risk factors affects the tail behavior of individual bank stock returns in the United States. Using 26 common risk factors, we construct univariate and multivariate conditional exceedance measures. We find that returns on banking industry, security-trading industry, and broad market portfolios have the largest impact on the probability of observing high positive tail returns on bank stocks. A small-minus-big bank return factor, market volatility, and a profitability risk factor have the largest impacts on the probability of lower tail returns. Bank capital ratios and total allowances for loan losses are notably related to tail risk.

Suggested Citation

  • Yang, Huan & Cai, Jun & Huang, Lin & Marcus, Alan J., 2021. "Bank stocks, risk factors, and tail behavior," Journal of Empirical Finance, Elsevier, vol. 63(C), pages 203-229.
  • Handle: RePEc:eee:empfin:v:63:y:2021:i:c:p:203-229
    DOI: 10.1016/j.jempfin.2021.07.007
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    1. 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.
    2. Kelly, Bryan T. & Pruitt, Seth & Su, Yinan, 2019. "Characteristics are covariances: A unified model of risk and return," Journal of Financial Economics, Elsevier, vol. 134(3), pages 501-524.
    3. Bernadette A Minton & René M Stulz & Alvaro G Taboada, 2019. "Are the Largest Banks Valued More Highly?," The Review of Financial Studies, Society for Financial Studies, vol. 32(12), pages 4604-4652.
    4. Hughes, Joseph P. & Mester, Loretta J., 2013. "Who said large banks don’t experience scale economies? Evidence from a risk-return-driven cost function," Journal of Financial Intermediation, Elsevier, vol. 22(4), pages 559-585.
    5. Gergana Jostova & Stanislava Nikolova & Alexander Philipov & Christof W. Stahel, 2013. "Momentum in Corporate Bond Returns," The Review of Financial Studies, Society for Financial Studies, vol. 26(7), pages 1649-1693.
    6. Viral V. Acharya & Lasse H. Pedersen & Thomas Philippon & Matthew Richardson, 2017. "Measuring Systemic Risk," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 2-47.
    7. François Longin & Bruno Solnik, 2001. "Extreme Correlation of International Equity Markets," Journal of Finance, American Finance Association, vol. 56(2), pages 649-676, April.
    8. van Bekkum, Sjoerd, 2016. "Inside Debt and Bank Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(2), pages 359-385, April.
    9. Srivastav, Abhishek & Keasey, Kevin & Mollah, Sabur & Vallascas, Francesco, 2017. "CEO turnover in large banks: Does tail risk matter?," Journal of Accounting and Economics, Elsevier, vol. 64(1), pages 37-55.
    10. Lee J. Cohen & Marcia Millon Cornett & Alan J. Marcus & Hassan Tehranian, 2014. "Bank Earnings Management and Tail Risk during the Financial Crisis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(1), pages 171-197, February.
    11. Tim Bollerslev & Viktor Todorov, 2011. "Tails, Fears, and Risk Premia," Journal of Finance, American Finance Association, vol. 66(6), pages 2165-2211, December.
    12. Christian Brownlees & Robert F. Engle, 2017. "SRISK: A Conditional Capital Shortfall Measure of Systemic Risk," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 48-79.
    13. Thompson, Samuel B., 2011. "Simple formulas for standard errors that cluster by both firm and time," Journal of Financial Economics, Elsevier, vol. 99(1), pages 1-10, January.
    14. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    15. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    16. Harris, Richard D.F. & Nguyen, Linh H. & Stoja, Evarist, 2019. "Systematic extreme downside risk," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 61(C), pages 128-142.
    17. Benoît Carmichael & Alain Coën, 2018. "Real Estate and Consumption Growth as Common Risk Factors in Asset Pricing Models," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 46(4), pages 936-970, December.
    18. Agarwal, Vikas & Bakshi, Gurdip & Huij, Joop, 2009. "Do higher-moment equity risks explain hedge fund returns?," CFR Working Papers 10-07, University of Cologne, Centre for Financial Research (CFR).
    19. De Bondt, Werner F M & Thaler, Richard, 1985. "Does the Stock Market Overreact?," Journal of Finance, American Finance Association, vol. 40(3), pages 793-805, July.
    20. Fama, Eugene F. & French, Kenneth R., 1989. "Business conditions and expected returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 25(1), pages 23-49, November.
    21. Kewei Hou & Chen Xue & Lu Zhang, 2020. "Replicating Anomalies," The Review of Financial Studies, Society for Financial Studies, vol. 33(5), pages 2019-2133.
    22. 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.
    23. Beatty, Anne & Liao, Scott, 2014. "Financial accounting in the banking industry: A review of the empirical literature," Journal of Accounting and Economics, Elsevier, vol. 58(2), pages 339-383.
    24. Koijen, Ralph S.J. & Lustig, Hanno & Van Nieuwerburgh, Stijn, 2017. "The cross-section and time series of stock and bond returns," Journal of Monetary Economics, Elsevier, vol. 88(C), pages 50-69.
    25. 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.
    26. 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.
    27. Ľuboš Pástor & Veronesi Pietro, 2003. "Stock Valuation and Learning about Profitability," Journal of Finance, American Finance Association, vol. 58(5), pages 1749-1789, October.
    28. De Jonghe, Olivier, 2010. "Back to the basics in banking? A micro-analysis of banking system stability," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 387-417, July.
    29. Bryan Kelly & Hao Jiang, 2014. "Editor's Choice Tail Risk and Asset Prices," The Review of Financial Studies, Society for Financial Studies, vol. 27(10), pages 2841-2871.
    30. Elton, Edwin J & Gruber, Martin J & Blake, Christopher R, 1995. "Fundamental Economic Variables, Expected Returns, and Bond Fund Performance," Journal of Finance, American Finance Association, vol. 50(4), pages 1229-1256, September.
    31. Mr. Paul H. Kupiec, 2002. "Calibrating Your Intuition: Capital Allocation for Market and Credit Risk," IMF Working Papers 2002/099, International Monetary Fund.
    32. Agarwal, Vikas & Ruenzi, Stefan & Weigert, Florian, 2017. "Tail risk in hedge funds: A unique view from portfolio holdings," Journal of Financial Economics, Elsevier, vol. 125(3), pages 610-636.
    33. Ahmed, Anwer S. & Takeda, Carolyn & Thomas, Shawn, 1999. "Bank loan loss provisions: a reexamination of capital management, earnings management and signaling effects," Journal of Accounting and Economics, Elsevier, vol. 28(1), pages 1-25, November.
    34. Yamai, Yasuhiro & Yoshiba, Toshinao, 2005. "Value-at-risk versus expected shortfall: A practical perspective," Journal of Banking & Finance, Elsevier, vol. 29(4), pages 997-1015, April.
    35. van Oordt, Maarten R. C. & Zhou, Chen, 2016. "Systematic Tail Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(2), pages 685-705, April.
    36. Kee-Hong Bae & G. Andrew Karolyi & René M. Stulz, 2003. "A New Approach to Measuring Financial Contagion," The Review of Financial Studies, Society for Financial Studies, vol. 16(3), pages 717-763, July.
    37. Tobias Adrian & Markus K. Brunnermeier, 2016. "CoVaR," American Economic Review, American Economic Association, vol. 106(7), pages 1705-1741, July.
      • Tobias Adrian & Markus K. Brunnermeier, 2008. "CoVaR," Staff Reports 348, Federal Reserve Bank of New York.
      • Tobias Adrian & Markus K. Brunnermeier, 2011. "CoVaR," NBER Working Papers 17454, National Bureau of Economic Research, Inc.
    38. 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.
    39. Acharya, Viral V. & Amihud, Yakov & Bharath, Sreedhar T., 2013. "Liquidity risk of corporate bond returns: conditional approach," Journal of Financial Economics, Elsevier, vol. 110(2), pages 358-386.
    40. Tobias Adrian & Markus K. Brunnermeier & Hoai-Luu Q. Nguyen, 2011. "Hedge Fund Tail Risk," NBER Chapters, in: Quantifying Systemic Risk, pages 155-172, National Bureau of Economic Research, Inc.
    41. Harlow, W. V. & Rao, Ramesh K. S., 1989. "Asset Pricing in a Generalized Mean-Lower Partial Moment Framework: Theory and Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 24(3), pages 285-311, September.
    42. Peterson K. Ozili & Erick Outa, 2017. "Bank loan loss provisions research: A review," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 17(3), pages 144-163, September.
    43. Dimson, Elroy, 1979. "Risk measurement when shares are subject to infrequent trading," Journal of Financial Economics, Elsevier, vol. 7(2), pages 197-226, June.
    44. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    45. Bai, Jennie & Bali, Turan G. & Wen, Quan, 2019. "Common risk factors in the cross-section of corporate bond returns," Journal of Financial Economics, Elsevier, vol. 131(3), pages 619-642.
    46. John H. Cochrane & Monika Piazzesi, 2005. "Bond Risk Premia," American Economic Review, American Economic Association, vol. 95(1), pages 138-160, March.
    47. Chiu, Wan-Chien & Peña, Juan Ignacio & Wang, Chih-Wei, 2015. "Industry characteristics and financial risk contagion," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 411-427.
    48. Jegadeesh, Narasimhan, 1990. "Evidence of Predictable Behavior of Security Returns," Journal of Finance, American Finance Association, vol. 45(3), pages 881-898, July.
    49. 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.
    50. Priyank Gandhi & Hanno Lustig, 2015. "Size Anomalies in U.S. Bank Stock Returns," Journal of Finance, American Finance Association, vol. 70(2), pages 733-768, April.
    51. Ozili, Peterson K, 2017. "Bank Loan Loss Provisions Research: A Review," MPRA Paper 76495, University Library of Munich, Germany.
    52. De Jonghe, Olivier, 2010. "Back to the basics in banking? A micro-analysis of banking system stability," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 387-417, July.
    53. Hendrik Bessembinder & Kathleen M. Kahle & William F. Maxwell & Danielle Xu, 2009. "Measuring Abnormal Bond Performance," The Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4219-4258, October.
    54. Bali, Turan G. & Demirtas, K. Ozgur & Levy, Haim, 2009. "Is There an Intertemporal Relation between Downside Risk and Expected Returns?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(4), pages 883-909, August.
    55. Pérignon, Christophe & Smith, Daniel R., 2010. "The level and quality of Value-at-Risk disclosure by commercial banks," Journal of Banking & Finance, Elsevier, vol. 34(2), pages 362-377, February.
    56. Gonzalez-Perez, Maria T., 2015. "Model-free volatility indexes in the financial literature: A review," International Review of Economics & Finance, Elsevier, vol. 40(C), pages 141-159.
    57. Chabi-Yo, Fousseni & Ruenzi, Stefan & Weigert, Florian, 2018. "Crash Sensitivity and the Cross Section of Expected Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(3), pages 1059-1100, June.
    58. Collins, Jh & Shackelford, Da & Wahlen, Jm, 1995. "Bank Differences In The Coordination Of Regulatory Capital, Earnings, And Taxes," Journal of Accounting Research, Wiley Blackwell, vol. 33(2), pages 263-291.
    59. Ozili, Peterson K, 2017. "Bank Loan Loss Provisions, Investor Protection and the Macroeconomy," MPRA Paper 80147, University Library of Munich, Germany.
    60. Brian Boyer & Todd Mitton & Keith Vorkink, 2010. "Expected Idiosyncratic Skewness," The Review of Financial Studies, Society for Financial Studies, vol. 23(1), pages 169-202, January.
    61. Chen, Nai-Fu & Roll, Richard & Ross, Stephen A, 1986. "Economic Forces and the Stock Market," The Journal of Business, University of Chicago Press, vol. 59(3), pages 383-403, July.
    62. Li, Jun & Yu, Jianfeng, 2012. "Investor attention, psychological anchors, and stock return predictability," Journal of Financial Economics, Elsevier, vol. 104(2), pages 401-419.
    63. Campbell R. Harvey & Akhtar Siddique, 2000. "Conditional Skewness in Asset Pricing Tests," Journal of Finance, American Finance Association, vol. 55(3), pages 1263-1295, June.
    64. Price, Kelly & Price, Barbara & Nantell, Timothy J, 1982. "Variance and Lower Partial Moment Measures of Systematic Risk: Some Analytical and Empirical Results," Journal of Finance, American Finance Association, vol. 37(3), pages 843-855, June.
    65. Lin, Hai & Wang, Junbo & Wu, Chunchi, 2011. "Liquidity risk and expected corporate bond returns," Journal of Financial Economics, Elsevier, vol. 99(3), pages 628-650, March.
    66. 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.
    67. Ser-Huang Poon, 2004. "Extreme Value Dependence in Financial Markets: Diagnostics, Models, and Financial Implications," The Review of Financial Studies, Society for Financial Studies, vol. 17(2), pages 581-610.
    68. Andrew Ellul & Vijay Yerramilli, 2013. "Stronger Risk Controls, Lower Risk: Evidence from U.S. Bank Holding Companies," Journal of Finance, American Finance Association, vol. 68(5), pages 1757-1803, October.
    69. Viral Acharya & Robert Engle & Matthew Richardson, 2012. "Capital Shortfall: A New Approach to Ranking and Regulating Systemic Risks," American Economic Review, American Economic Association, vol. 102(3), pages 59-64, May.
    70. Carmichael, Benoît & Coën, Alain, 2018. "Real estate as a common risk factor in bank stock returns," Journal of Banking & Finance, Elsevier, vol. 94(C), pages 118-130.
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