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Business Cycle Variation in Short Selling Strategies: Picking During Expansions and Timing During Recessions

Published online by Cambridge University Press:  05 May 2022

Peter N. Dixon  and
Eric K. Kelley Open the ORCID record for Eric K. Kelley [Opens in a new window]
Peter N. Dixon
Affiliation:
United States Securities and Exchange Commission [email protected]
Eric K. Kelley*
Affiliation:
University of Tennessee Haslam School of Business
*
[email protected] (corresponding author)
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Abstract

We present evidence that short sellers alternate between stock picking during expansions and market timing during recessions. First, firm-level short interest is a much stronger negative predictor of the cross-section of stock returns during expansions than it is during recessions. High short interest also only predicts negative future earnings announcement returns during expansions. We attribute these findings to short sellers’ emphasis on collecting firm-specific signals. Second, short sellers appear to make factor bets more so during recessions than during expansions. These bets tend to pay off as we observe a strong negative relation between the betas of highly shorted stocks and future stock market returns, a result that disappears during expansions. Together, these findings are consistent with theories of information acquisition under attention constraints, endogenous information production, as well as theories of time variation in aggregate overconfidence amongst traders.

Type
Research Article
Information
Journal of Financial and Quantitative Analysis , Volume 57 , Issue 8 , December 2022 , pp. 3018 - 3047
Copyright
© The Author(s), 2022. Published by Cambridge University Press on behalf of the Michael G. Foster School of Business, University of Washington

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Footnotes

We thank Jennifer Conrad (the editor), Andy Puckett, Matthew Ringgenberg (the referee), and seminar participants at University of Mississippi and University of Tennessee for comments, and Tyler Henry for help with the short interest data. Kelley acknowledges support from the Home Federal Bank Scholar Award. The Securities and Exchange Commission disclaims responsibility for any private publication or statement of any SEC employee or Commissioner. This article expresses the author’s views and does not necessarily reflect those of the Commission, the Commissioners, or other members of the staff. All errors are our own.

References

Asquith, P.; Pathak, P.; and Ritter, J.. “Short Interest, Institutional Ownership, and Stock Returns.” Journal of Financial Economics, 78 (2005), 243–276.CrossRefGoogle Scholar
Association of Certified Fraud Examiners (ACFE). Occupational Fraud: A Study of the Impact of an Economic Recession (2009).Google Scholar
Baker, M.; Litov, L.; Wachter, J. A.; and Wurgler, J.. “Can Mutual Fund Managers Pick Stocks? Evidence from the Trades Prior to Earnings Announcements.” Journal of Financial and Quantitative Analysis, 45 (2010), 1111–1131.CrossRefGoogle Scholar
Ben-Rephael, A.; Da, Z.; and Israelsen, R.. “It Depends on Where You Search: Institutional Investor Attention and Under-Reaction to News.” Review of Financial Studies, 30 (2017), 3009–3047.CrossRefGoogle Scholar
Berkman, H., and McKenzie, M.. “Earnings Announcements: Good News for Institutional Investors and Short Sellers.” Financial Review, 47 (2012), 91–113.CrossRefGoogle Scholar
Berkman, H.; McKenzie, M.; and Verwijmeren, P.. “Hole in the Wall: Informed Short Selling Ahead of Private Placements.” Review of Finance, 21 (2017), 1047–1091.CrossRefGoogle Scholar
Boehmer, E.; Huszar, Z.; and Jordan, B.. “The Good News in Short Interest.” Journal of Financial Economics, 96 (2010), 80–97.CrossRefGoogle Scholar
Boehmer, E.; Jones, C. M.; Wu, J.; and Zhang, X.. “What Do Short Sellers Know?” Review of Finance, 24 (2020), 1203–1235.CrossRefGoogle Scholar
Boehmer, E., and Wu, J.. “Short Selling and the Price Discovery Process.” Review of Financial Studies, 26 (2013), 287–322.CrossRefGoogle Scholar
Carhart, M. “On Persistence in Mutual Fund Performance.” Journal of Finance, 52 (1997), 57–82.CrossRefGoogle Scholar
Chauvet, M., and Piger, J.. “A Comparison of the Real-Time Performance of Business Cycle Dating Methods.” Journal of Business and Economic Statistics, 26 (2008), 42–49.CrossRefGoogle Scholar
Chen, H.; Jegadeesh, N.; and Wermers, R.. “The Value of Active Mutual Fund Management: An Examination of the Stockholdings and Trades of Fund Managers.” Journal of Financial and Quantitative Analysis, 35 (2000), 343–368.Google Scholar
Chen, H., and Singal, V.. “Role of Speculative Short Sales in Price Formation: The Case of the Weekend Effect.” Journal of Finance, 58 (2003), 685–705.Google Scholar
Christophe, S.; Ferri, M.; and Angel, J.. “Short-Selling Prior to Earnings Announcements.” Journal of Finance, 59 (2005), 1845–1876.CrossRefGoogle Scholar
Christophe, S.; Ferri, M.; and Hsieh, J.. “Informed Trading Before Analyst Downgrades: Evidence from Short Sellers.” Journal of Financial Economics, 95 (2010), 85–106.CrossRefGoogle Scholar
Cressey, D. “The Criminal Violation of Financial Trust.” American Sociological Review, 15 (1950), 738–743.Google Scholar
Cressey, D. Other People’s Money. Montclair, NJ: Patterson Smith (1953).Google Scholar
Daniel, K.; Grinblatt, M.; Titman, S.; and Wermers, R.. “Measuring Mutual Fund Performance with Characteristic-Based Benchmarks.” Journal of Finance, 52 (1997), 1035–1058.CrossRefGoogle Scholar
Daniel, K.; Hirshleifer, D.; and Subrahmanyam, A.. “Investor Psychology and Security Market Under-and Overreactions.” Journal of Finance, 53 (1998), 1839–1885.Google Scholar
DellaVigna, S., and Pollet, J.. “Investor Inattention and Friday Earnings Announcements.” Journal of Finance, 64 (2009), 709–749.CrossRefGoogle Scholar
Desai, H.; Krishnamurthy, S.; and Venkataraman, K.. “Do Short Sellers Target Firms with Poor Earnings Quality? Evidence from Earnings Restatements.” Review of Accounting Studies, 11 (2006), 71–90.CrossRefGoogle Scholar
Desai, H.; Ramesh, K.; Thiagarajan, S.; and Balachandran, B.. “An Investigation of the Informational Role of Short Interest in the Nasdaq market.” Journal of Finance, 57 (2002), 2263–2287.Google Scholar
Engelberg, J.; Reed, A.; and Ringgenberg, M.. “How are Shorts Informed? Short Sellers, News, and Information Processing.” Journal of Financial Economics, 105 (2012), 260–278.Google Scholar
Fama, E., and French, K.. “Common Risk Factors in the Returns of Stocks and Bonds.” Journal of Financial Economics, 33 (1993), 3–56.CrossRefGoogle Scholar
Fama, E., and French, K.. “A Five-Factor Asset Pricing Model.” Journal of Financial Economics, 116 (2015), 1–22.Google Scholar
Fang, V.; Huang, A.; and Karpoff, J.. “Short Selling and Earnings Management: A Controlled Experiment.” Journal of Finance, 71 (2015), 1251–1294.CrossRefGoogle Scholar
Figlewski, S. “The Informational Effects of Restrictions on Short Sales: Some Empirical Evidence.” Journal of Financial and Quantitative Analysis, 16 (1981), 463–476.Google Scholar
Gervais, S., and Odean, T.. “Learning to Be Overconfident.” Review of Financial Studies, 14 (2001), 1–27.CrossRefGoogle Scholar
Henry, T.; Kisgen, K.; and Wu, J.. “Equity Short Selling and Bond Rating Downgrades.” Journal of Financial Intermediation, 24 (2015), 89–111.CrossRefGoogle Scholar
Hirshleifer, D.; Lim, S.; and Teoh, S.. “Driven to Distraction: Extraneous Events and Underreaction to Earnings News.” Journal of Finance, 64 (2009), 2289–2325.CrossRefGoogle Scholar
Jegadeesh, N., and Titman, S.. “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency.” Journal of Finance, 48 (1993), 65–91.Google Scholar
Jiang, G. J.; Yao, T.; and Yu, T.. “Do Mutual Funds Time the Market? Evidence from Portfolio Holdings.” Journal of Financial Economics, 86 (2007), 724–758.CrossRefGoogle Scholar
Kacperczyk, M.; Van Nieuwerburgh, S.; and Veldkamp, L.. “Time-Varying Fund Manager Skill.” Journal of Finance, 69 (2014), 1455–1484.Google Scholar
Kacperczyk, M.; Van Nieuwerburgh, S.; and Veldkamp, L.. “A Rational Theory of Mutual Funds’ Attention Allocation.” Econometrica, 84 (2016), 571–626.CrossRefGoogle Scholar
Karpoff, J., and Lou, X.. “Short Sellers and Financial Misconduct.” Journal of Finance, 65 (2010), 1879–1913.CrossRefGoogle Scholar
Loh, R., and Stulz, R.. “Is Sell-Side Research More Valuable in Bad Times?” Journal of Finance, 73 (2018), 959–1013.CrossRefGoogle Scholar
Massa, M.; Zhang, B.; and Zhang, H.. “The Invisible Hand of Short Selling: Does Short Selling Discipline Earnings Management?” Review of Financial Studies, 28 (2015), 1701–1736.CrossRefGoogle Scholar
Odean, T. “Volume, Volatility, Price, and Profit when All Traders are Above Average.” Journal of Finance, 53 (1998), 1887–1934.Google Scholar
Pástor, L., and Stambaugh, R.. “Liquidity Risk and Expected Stock Returns.” Journal of Political Economy, 111 (2003), 642–685.Google Scholar
Povel, P.; Singh, R.; and Winton, A.. “Booms, Busts, and Fraud.” Review of Financial Studies, 20 (2007), 1219–1254.CrossRefGoogle Scholar
Rapach, D.; Ringgenberg, M.; and Zhou, G.. “Short Interest and Aggregate Stock Returns.” Journal of Financial Economics, 121 (2016), 46–65.Google Scholar
Saffi, P., and Sigurdsson, K.. “Price Efficiency and Short Selling.” Review of Financial Studies, 24 (2010), 821–852.CrossRefGoogle Scholar
Schmalz, M., and Zhuk, S.. “Revealing Downturns.” Review of Financial Studies, 32 (2018), 338–373.CrossRefGoogle Scholar
Sensier, M., and van Dijk, D.. “Testing for Volatility Changes in US Macroeconomic Time Series.” Review of Economics and Statistics, 86 (2004), 833–839.CrossRefGoogle Scholar
Van Nieuwerburh, S., and Veldkamp, L.. “Learning Asymmetries in Real Business Cycles.” Journal of Monetary Economics, 53 (2006), 753–772.CrossRefGoogle Scholar
Veldkamp, L. “Slow Boom, Sudden Crash.” Journal of Economic Theory, 124 (2005), 230–257.CrossRefGoogle Scholar
Welch, I., and Goyal, A.. “A Comprehensive Look at the Empirical Performance of Equity Premium Prediction.” Review of Financial Studies, 21 (2008), 1455–1508.Google Scholar