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Are Capital Market Anomalies Common to Equity and Corporate Bond Markets? An Empirical Investigation

Published online by Cambridge University Press:  15 August 2017

Abstract

Corporate bond returns exhibit predictability in a manner consistent with efficient pricing. Many equity characteristics, such as accruals, standardized unexpected earnings, and idiosyncratic volatility, do not impact bond returns. Profitability and asset growth are negatively related to corporate bond returns. Because firms that are profitable or have high asset growth (and hence more collateral) should be less risky, with lower required returns, the evidence accords with the risk–reward paradigm. Past equity returns are positively related to bond returns, indicating that equities lead bonds. Cross-sectional bond return predictors generally do not provide materially high Sharpe ratios after accounting for trading costs.

Type
Research Article
Copyright
Copyright © Michael G. Foster School of Business, University of Washington 2017 

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Footnotes

1

We are grateful to Turan Bali (associate editor and referee) and Jennifer Conrad (the editor) for insightful and constructive comments. The views expressed herein are those of the authors and do not reflect those of the Board of Governors of the Federal Reserve System. We thank Andriy Bodnaruk, Ivan Brick, Clifton Green, Simi Kedia, Tavy Ronen, Kevin Tseng, and seminar participants at the 2014 Australasian Finance and Banking Conference, Florida International University, the 2014 Luxembourg Asset Management Summit, Rutgers University, Stockholm School of Economics, the University of Pompeu Fabra, and the University of New South Wales. Goyal thanks Rajna Gibson for her support through her National Centre of Competence in Research–Financial Valuation and Risk Management project and the Swiss Finance Institute for research project funding.

References

Acharya, V.; Amihud, Y.; and Bharath, S. T.. “Liquidity Risk of Corporate Bond Returns: Conditional Approach.” Journal of Financial Economics, 110 (2013), 358386.CrossRefGoogle Scholar
Admati, A. R., and Pfleiderer, P.. “A Theory of Intraday Patterns: Volume and Price Variability.” Review of Financial Studies, 1 (1988), 340.CrossRefGoogle Scholar
Amihud, Y.Illiquidity and Stock Returns: Cross-Section and Time-Series Effects.” Journal of Financial Markets, 5 (2002), 3156.CrossRefGoogle Scholar
Ang, A.; Hodrick, R. J.; Xing, Y.; and Zhang, X.. “The Cross-Section of Volatility and Expected Returns.” Journal of Finance, 61 (2006), 259299.Google Scholar
Anginer, D., and Yildizhan, C.. “Is There a Distress Risk Anomaly? Pricing of Systematic Default Risk in the Cross Section of Equity Returns.” World Bank Working Paper WPS 5319 (2013).Google Scholar
Avramov, D.; Chordia, T.; and Goyal, A.. “Liquidity and Autocorrelations in Individual Stock Returns.” Journal of Finance, 61 (2006), 23652394.Google Scholar
Avramov, D.; Chordia, T.; Jostova, G.; and Philipov, A.. “Anomalies and Financial Distress.” Journal of Financial Economics, 108 (2013), 139159.Google Scholar
Bai, J.; Bali, T. G.; and Wen, Q.. “Do Distributional Characteristics of Corporate Bonds Predict Their Future Returns?” Working Paper, Georgetown University (2014).CrossRefGoogle Scholar
Baker, M., and Wurgler, J.. “Investor Sentiment and the Cross-Section of Stock Returns.” Journal of Finance, 61 (2006), 16451680.Google Scholar
Bali, T., and Cakici, N.. “Idiosyncratic Volatility and the Cross Section of Expected Returns.” Journal of Financial and Quantitative Analysis, 43 (2008), 2958.Google Scholar
Bali, T.; Cakici, N.; and Whitelaw, R.. “Maxing Out: Stocks as Lotteries and the Cross-Section of Expected Returns.” Journal of Financial Economics, 99 (2011), 427446.Google Scholar
Bali, T.; Engle, R. F.; and Murray, S.. Empirical Asset Pricing: The Cross Section of Stock Returns. Hoboken, NJ: John Wiley and Sons (2016).Google Scholar
Ball, R., and Brown, P.. “An Empirical Evaluation of Accounting Income Numbers.” Journal of Accounting Research, 6 (1968), 159177.Google Scholar
Ball, R.; Gerakos, J.; Linnainmaa, J. T.; and Nikolaev, V.. “Accruals, Cash Flows, and Operating Profitability in the Cross Section of Stock Returns.” Journal of Financial Economics, 121 (2016), 2845.Google Scholar
Banz, R. W.The Relationship between Return and Market Value of Common Stocks.” Journal of Financial Economics, 9 (1981), 318.CrossRefGoogle Scholar
Bao, J., and Hou, K.. “Comovement of Corporate Bonds and Equities.” Working Paper, Ohio State University (2013).Google Scholar
Bao, J.; Pan, J.; and Wang, J.. “The Illiquidity of Corporate Bonds.” Journal of Finance, 66 (2011), 911946.CrossRefGoogle Scholar
Barberis, N.; Shleifer, A.; and Vishny, R.. “A Model of Investor Sentiment.” Journal of Financial Economics, 49 (1998), 307343.Google Scholar
Bernard, V., and Thomas, J.. “Post-Earnings-Announcement Drift: Delayed Price Response or Characteristic Premium?Journal of Accounting Research, 27 (1989), 136.Google Scholar
Bernard, V., and Thomas, J.. “Evidence That Stock Prices Do Not Fully Reflect the Implications of Current Earnings for Future Earnings.” Journal of Accounting and Economics, 13 (1990), 305340.Google Scholar
Bessembinder, H.; Kahle, K. M.; Maxwell, W. F.; and Xu, D.. “Measuring Abnormal Bond Performance.” Review of Financial Studies, 22 (2009), 42194258.Google Scholar
Brennan, M. J.; Chordia, T.; and Subrahmanyam, A.. “Alternative Factor Specifications, Security Characteristics, and the Cross-Section of Expected Stock Returns.” Journal of Financial Economics, 49 (1998), 345373.Google Scholar
Campbell, J. Y.; Hilscher, J.; and Szilagyi, J.. “In Search of Distress Risk.” Journal of Finance, 63 (2008), 28992939.Google Scholar
Campbell, J. Y.; Lettau, M.; Malkiel, B. G.; and Xu, Y.. “Have Individual Stocks Become More Volatile? An Empirical Exploration of Idiosyncratic Risk.” Journal of Finance, 56 (2001), 143.CrossRefGoogle Scholar
Cheng, S.; Hameed, A.; Subrahmanyam, A.; and Titman, S.. “Short-Term Reversals: The Effects of Past Returns and Institutional Exits.” Journal of Financial and Quantitative Analysis, 52 (2017), 143173.Google Scholar
Choi, J., and Kim, Y.. “Anomalies and Market (Dis)Integration.” Working Paper, University of Illinois at Urbana–Champaign (2016).Google Scholar
Chordia, T.; Subrahmanyam, A.; and Tong, Q.. “Have Capital Market Anomalies Attenuated in the Recent Era of High Liquidity and Trading Activity?Journal of Accounting and Economics, 58 (2014), 4158.CrossRefGoogle Scholar
Collin-Dufresne, P.; Goldstein, R. S.; and Martin, J. S.. “The Determinants of Credit Spread Changes.” Journal of Finance, 56 (2001), 21772207.Google Scholar
Conrad, J.; Gultekin, M.; and Kaul, G.. “Profitability of Short-Term Contrarian Strategies: Implications for Market Efficiency.” Journal of Business and Economic Statistics, 15 (1997), 379386.Google Scholar
Conrad, J.; Kapadia, N.; and Xing, Y.. “Death and Jackpot: Why Do Individual Investors Hold Overpriced Stocks?Journal of Financial Economics, 113 (2014), 455475.Google Scholar
Cooper, M.Filter Rules Based on Price and Volume in Individual Security Overreaction.” Review of Financial Studies, 12 (1999), 901935.Google Scholar
Cooper, M.; Gulen, H.; and Schill, M.. “Asset Growth and the Cross-Section of Stock Returns.” Journal of Finance, 63 (2008), 16091651.Google Scholar
Crawford, S.; Perotti, P.; Price, R. A.; and Skousen, C. J.. “Accounting-Based Anomalies in the Bond Market.” Working Paper, University of Houston (2015).Google Scholar
Daniel, K.; Hirshleifer, D.; and Subrahmanyam, A.. “Investor Psychology and Security Market Under- and Overreactions.” Journal of Finance, 53 (1998), 18391885.Google Scholar
Daniel, K., and Titman, S.. “Market Reactions to Tangible and Intangible Information.” Journal of Finance, 61 (2006), 16051643.Google Scholar
Edwards, A. K.; Harris, L. E.; and Piwowar, M. S.. “Corporate Bond Market Transaction Costs and Transparency.” Journal of Finance, 62 (2007), 14211451.Google Scholar
Fairfield, P. M.; Whisenant, J. S.; and Yohn, T. L.. “Accrued Earnings and Growth: Implications for Future Profitability and Market Mispricing.” Accounting Review, 78 (2003), 353371.Google Scholar
Fama, E. F., and French, K. R.. “Business Conditions and Expected Returns on Stocks and Bonds.” Journal of Financial Economics, 25 (1989), 2349.Google Scholar
Fama, E. F., and French, K. R.. “The Cross-Section of Expected Stock Returns.” Journal of Finance, 47 (1992), 427465.Google Scholar
Fama, E. F., and French, K. R.. “Common Risk Factors in the Returns on Stocks and Bonds.” Journal of Financial Economics, 33 (1993), 2349.Google Scholar
Fama, E. F., and French, K. R.. “Dissecting Anomalies.” Journal of Finance, 63 (2008), 16531678.Google Scholar
Fama, E. F., and French, K. R.. “A Five-Factor Asset Pricing Model.” Journal of Financial Economics, 116 (2015), 122.Google Scholar
Fama, E. F., and MacBeth, J. D.. “Risk, Return and Equilibrium: Empirical Tests.” Journal of Political Economy, 81 (1973), 607636.Google Scholar
Ferson, W., and Harvey, C.. “The Variation of Economic Risk Premiums.” Journal of Political Economy, 99 (1991), 385415.Google Scholar
Floyd, E.; Li, N.; and Skinner, D. J.. “Payout Policy through the Financial Crisis: The Growth of Repurchases and the Resilience of Dividends.” Journal of Financial Economics, 118 (2015), 299316.Google Scholar
Friewald, N.; Wagner, C.; and Zechner, J.. “The Cross-Section of Credit Risk Premia and Equity Returns.” Journal of Finance, 69 (2014), 24192469.Google Scholar
Gebhardt, W. R.; Hvidkjaer, S.; and Swaminathan, B.. “The Cross-Section of Expected Corporate Bond Returns: Betas or Characteristics?Journal of Financial Economics, 75 (2005a), 85114.Google Scholar
Gebhardt, W. R.; Hvidkjaer, S.; and Swaminathan, B.. “Stock and Bond Market Interaction: Does Momentum Spill Over?Journal of Financial Economics, 75 (2005b), 651690.Google Scholar
Graham, J.; Leary, M.; and Roberts, M.. “A Century of Capital Structure: The Leveraging of Corporate America.” Journal of Financial Economics, 118 (2015), 658683.Google Scholar
Green, J.; Hand, J.; and Soliman, M.. “Going, Going, Gone? The Apparent Demise of the Accruals Anomaly.” Management Science, 57 (2011), 797816.Google Scholar
Green, J.; Hand, J.; and Zhang, F.. “The Supraview of Return Predictive Signals.” Review of Accounting Studies, 18 (2013), 692730.CrossRefGoogle Scholar
Grossman, S. J., and Miller, M. H.. “Liquidity and Market Structure.” Journal of Finance, 43 (1988), 617633.Google Scholar
Han, Y., and Lesmond, D.. “Liquidity Biases and the Pricing of Cross-Sectional Idiosyncratic Volatility.” Review of Financial Studies, 24 (2011), 15901629.Google Scholar
Harvey, C. R.; Liu, Y.; and Zhu, H.. “… and the Cross-Section of Expected Returns.” Review of Financial Studies, 29 (2015), 568.Google Scholar
Hirshleifer, D.; Lim, S. S.; and Teoh, S. H.. “Limited Investor Attention and Stock Market Misreactions to Accounting Information.” Review of Asset Pricing Studies, 1 (2011), 3573.Google Scholar
Hirshleifer, D., and Teoh, S. H.. “Limited Attention, Information Disclosure, and Financial Reporting.” Journal of Accounting and Economics, 36 (2003), 337386.Google Scholar
Hong, G., and Warga, A.. “An Empirical Study of Bond Market Transactions.” Financial Analysts Journal, 56 (2000), 3246.Google Scholar
Hou, K.; Xue, C.; and Zhang, L.. “Digesting Anomalies: An Investment Approach.” Review of Financial Studies, 28 (2015), 650705.Google Scholar
Hu, G. X.; Pan, J.; and Wang, J.. “Noise as Information for Illiquidity.” Journal of Finance, 68 (2013), 23412382.CrossRefGoogle Scholar
Jegadeesh, N.Evidence of Predictable Behavior of Security Returns.” Journal of Finance, 45 (1990), 881898.Google Scholar
Jegadeesh, N., and Titman, S.. “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency.” Journal of Finance, 48 (1993), 6591.Google Scholar
Jegadeesh, N., and Titman, S.. “Short-Horizon Return Reversals and the Bid–Ask Spread.” Journal of Financial Intermediation, 4 (1995), 116132.Google Scholar
Jostova, G.; Nikolova, S.; Philipov, A.; and Stahel, C. W.. “Momentum in Corporate Bond Returns.” Review of Financial Studies, 26 (2013), 16491693.Google Scholar
Kapadia, N., and Pu, X.. “Limited Arbitrage between Equity and Credit Markets.” Journal of Financial Economics, 105 (2012), 542564.Google Scholar
Khan, M.Are Accruals Mispriced? Evidence from Tests of an Intertemporal Capital Asset Pricing Model.” Journal of Accounting and Economics, 45 (2008), 5577.CrossRefGoogle Scholar
Koijen, R.; Lustig, H.; and Nieuwerburgh, S. V.. “The Cross-Section and Time-Series of Stock and Bond Returns.” Journal of Monetary Economics, 88 (2017), 5069.Google Scholar
Kothari, S.Capital Market Research in Accounting.” Journal of Accounting and Economics, 31 (2001), 105231.Google Scholar
Kumar, A.Who Gambles in the Stock Market?Journal of Finance, 64 (2009), 18891933.Google Scholar
Lehmann, B.Fads, Martingales, and Market Efficiency.” Quarterly Journal of Economics, 105 (1990), 128.CrossRefGoogle Scholar
Lev, B., and Nissim, D.. “The Persistence of the Accruals Anomaly.” Contemporary Accounting Research, 23 (2006), 193226.CrossRefGoogle Scholar
Lin, H.; Wang, J.; and Wu, C.. “Liquidity Risk and Expected Corporate Bond Returns.” Journal of Financial Economics, 99 (2011), 628650.Google Scholar
Livnat, J., and Mendenhall, R. R.. “Comparing the Post–Earnings Announcement Drift for Surprises Calculated from Analyst and Time Series Forecasts.” Journal of Accounting Research, 44 (2006), 177205.CrossRefGoogle Scholar
MacKinlay, A. C.Multifactor Models Do Not Explain Deviations from the CAPM.” Journal of Financial Economics, 38 (1995), 328.Google Scholar
Mashruwalla, C.; Rajgopal, S.; and Shevlin, T.. “Why Is the Accrual Anomaly Not Arbitraged Away? The Role of Idiosyncratic Risk and Transaction Costs.” Journal of Accounting and Economics, 42 (2006), 333.Google Scholar
Maslar, D. A.“Illiquidity Spillover: The Cross-Market Price Impact of Firm-Level Illiquidity.” Working Paper, University of Tennessee (2013).Google Scholar
McLean, R. D., and Pontiff, J.. “Does Academic Research Destroy Stock Return Predictability?Journal of Finance, 71 (2016), 532.CrossRefGoogle Scholar
Merton, R. C.On the Pricing of Corporate Debt: The Risk Structure of Interest Rates.” Journal of Finance, 29 (1974), 449470.Google Scholar
Miller, M. B. Mathematics and Statistics for Financial Risk Management. New York, NY: John Wiley and Sons (2013).Google Scholar
Nagel, S.Evaporating Liquidity.” Review of Financial Studies, 25 (2012), 20052039.Google Scholar
Newey, W., and West, K.. “A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix.” Econometrica, 55 (1987), 703708.Google Scholar
Newey, W., and West, K.. “Automatic Lag Selection in Covariance Matrix Estimation.” Review of Economic Studies, 61 (1994), 631653.Google Scholar
Novy-Marx, R.The Other Side of Value: The Gross Profitability Premium.” Journal of Financial Economics, 108 (2013), 128.Google Scholar
Pástor, Ľ., and Stambaugh, R. F.. “Liquidity Risk and Expected Stock Returns.” Journal of Political Economy, 111 (2003), 642685.Google Scholar
Pontiff, J., and Woodgate, A.. “Share Issuance and Cross-Sectional Returns.” Journal of Finance, 63 (2008), 921945.Google Scholar
Richardson, S.; Tuna, I.; and Wysocki, P.. “Accounting Anomalies and the Fundamental Analysis: A Review of Recent Research Advances.” Journal of Accounting and Economics, 50 (2010), 410454.Google Scholar
Roll, R.A Simple Implicit Measure of the Effective Bid–Ask Spread in an Efficient Market.” Journal of Finance, 39 (1984), 11271139.Google Scholar
Schaefer, S., and Strebulaev, I. A.. “Structural Models of Credit Risk Are Useful: Evidence from Hedge Ratios on Corporate Bonds.” Journal of Financial Economics, 90 (2008), 119.Google Scholar
Schwert, G. W.Anomalies and Market Efficiency.” In Handbook of the Economics of Finance, Vol. 1, Constantinides, G., Harris, M., and Stulz, R., eds. Amsterdam, The Netherlands: Elsevier (2003).Google Scholar
Sharpe, W. F.Mutual Fund Performance.” Journal of Business, 39 (1966), 119138.Google Scholar
Sloan, R. G.Do Stock Prices Fully Reflect Information in Accruals and Cash Flows about Future Earnings?Accounting Review, 71 (1996), 289315.Google Scholar
Stambaugh, R. F.; Yu, J.; and Yuan, Y.. “The Short of It: Investor Sentiment and Anomalies.” Journal of Financial Economics, 104 (2012), 288302.Google Scholar
Stambaugh, R. F.; Yu, J.; and Yuan, Y.. “Arbitrage Asymmetry and the Idiosyncratic Volatility Puzzle.” Journal of Finance, 70 (2015), 19031948.Google Scholar
Stoll, H.The Supply of Dealer Services in Securities Markets.” Journal of Finance, 33 (1978), 11331151.Google Scholar
Vassalou, M., and Xing, Y.. “Default Risk in Equity Returns.” Journal of Finance, 59 (2004), 831868.Google Scholar
Warga, A., and Welch, I.. “Bondholder Losses in Leveraged Buyouts.” Review of Financial Studies, 6 (1993), 959982.Google Scholar