Short Selling and the Price Discovery Process

We show that stock prices are more accurate when short sellers are more active. First, in a large panel of NYSE-listed stocks, intraday informational efficiency of prices improves with greater shorting flow. Second, at monthly and annual horizons, more shorting flow accelerates the incorporation of public information into prices. Third, greater shorting flow reduces post-earnings-announcement drift for negative earnings surprises. Fourth, short sellers change their trading around extreme return events in a way that aids price discovery and reduces divergence from fundamental values. These results are robust to various econometric specifications, and their magnitude is economically meaningful. The Author 2012. Published by Oxford University Press on behalf of The Society for Financial Studies. All rights reserved. For Permissions, please e-mail: journals.permissions@oup.com., Oxford University Press.

[1]  Tarun Chordia,et al.  Trading Volume and Cross‐Autocorrelations in Stock Returns , 2000 .

[2]  H. Berkman,et al.  Earnings Announcements: Good News for Institutional Investors and Short Sellers , 2010 .

[3]  Yilin Wu,et al.  An Empirical Investigation of Short Interest Changes around Private Placements of Common Stocks , 2010 .

[4]  Scott Richardson Earnings Quality and Short Sellers , 2003 .

[5]  Victor L. Bernard,et al.  POST-EARNINGS-ANNOUNCEMENT DRIFT - DELAYED PRICE RESPONSE OR RISK PREMIUM , 1989 .

[6]  John M. Griffin,et al.  Do Market Efficiency Measures Yield Correct Inferences? A Comparison of Developed and Emerging Markets , 2010 .

[7]  Charles M. C. Lee,et al.  Inferring Trade Direction from Intraday Data , 1991 .

[8]  G. J. Alexander,et al.  The effect of price tests on trader behavior and market quality: An analysis of Reg SHO ☆ , 2008 .

[9]  Julie Wu,et al.  Merger Arbitrage Short Selling and Price Pressure , 2014 .

[10]  Gary B. Gorton,et al.  Stock Market Efficiency and Economic Efficiency: Is There a Connection? , 1995 .

[11]  Patricia M. Dechow,et al.  Short-sellers, fundamental analysis, and stock returns , 2001 .

[12]  E. Miller Risk, Uncertainty, and Divergence of Opinion , 1977 .

[13]  E. C. Chang,et al.  Short-Sales Constraints and Price Discovery: Evidence from the Hong Kong Market , 2004 .

[14]  J. Tobin A General Equilibrium Approach to Monetary Theory , 1969 .

[15]  Are Japanese short sellers information detectives , 2014 .

[16]  Robert H. Battalio,et al.  Earnings expectations, investor trade size, and anomalous returns around earnings announcements , 2005 .

[17]  Which Short-Selling Regulation is the Least Damaging to Market Efficiency? Evidence from Europe , 2014 .

[18]  Do Short Sellers Target Firms with Poor Earnings Quality? Evidence from Earnings Restatements , 2004 .

[19]  Short Selling and Intraday Price Pressures , 2012 .

[20]  S. Titman,et al.  Feedback from Stock Prices to Cash Flows , 2001 .

[21]  Ronnie Sadka,et al.  Momentum and Post-Earnings-Announcement Drift Anomalies: The Role of Liquidity Risk , 2006 .

[22]  Avanidhar Subrahmanyam,et al.  Evidence on the Speed of Convergence to Market Efficiency , 2001 .

[23]  Ekkehart Boehmer,et al.  Institutional Investors and the Informational Efficiency of Prices , 2005 .

[24]  Jennifer L. Koski,et al.  Short Selling Around Seasoned Equity Offerings , 2008 .

[25]  Sorin M. Sorescu,et al.  Short-Sale Constraints, Differences of Opinion, and Overvaluation , 2006, Journal of Financial and Quantitative Analysis.

[26]  Charles M. Jones,et al.  Which Shorts are Informed? , 2007 .

[27]  P. Kelly,et al.  Information Efficiency and Firm-Specific Return Variation , 2014 .

[28]  Pedro A. C. Saffi,et al.  Price Efficiency and Short Selling , 2010 .

[29]  Kewei Hou,et al.  Market Frictions, Price Delay, and the Cross-Section of Expected Returns , 2003 .

[30]  R. Morck,et al.  Does Greater Firm-Specific Return Variation Mean More or Less Informed Stock Pricing? , 2001 .

[31]  Lin Zheng Short Sales and Post Earnings Announcement Drift , 2009 .

[32]  Oliver Hansch The cross-sectional determinants of inventory control and the subtle effects of ADRs , 2004 .

[33]  Suresh Radhakrishnan,et al.  Investor Sophistication and Patterns in Stock Returns after Earnings Announcements , 2000 .

[34]  A. Kuznetsov,et al.  A General Equilibrium Approach , 2001 .

[35]  Joel Hasbrouck,et al.  Assessing the Quality of a Security Market: A New Approach to Transaction-Cost Measurement , 1993 .

[36]  Itay Goldstein,et al.  Manipulation and the Allocational Role of Prices , 2008 .

[37]  Kuan-Hui Lee,et al.  It's Sho Time! Short-Sale Price-Tests and Market Quality , 2007 .

[38]  Robert E. Verrecchia,et al.  Constraints on short-selling and asset price adjustment to private information , 1987 .

[39]  Tarun Chordia,et al.  Liquidity and the Post-Earnings-Announcement Drift , 2007 .

[40]  Stefan Nagel,et al.  Short sales, institutional investors and the cross-section of stock returns , 2005 .

[41]  Frank T. Magiera,et al.  Evidence on the Speed of Convergence to Market Efficiency , 2005 .

[42]  SHORTING RESTRICTIONS, LIQUIDITY, AND RETURNS , 2002 .

[43]  B. Ke,et al.  Do Institutional Investors Exploit the Post-Earnings Announcement Drift? , 2004 .

[44]  Edison G. Yu Dynamic Market Participation and Endogenous Information Aggregation , 2013 .

[45]  Yuanzhi Luo Do Insiders Learn from Outsiders? Evidence from Mergers and Acquisitions , 2003 .

[46]  Markus K. Brunnermeier,et al.  Predatory Short Selling , 2013 .

[47]  Jiang Wang,et al.  Asset Prices Under Short-Sale Constraints , 2006 .

[48]  M. Massa,et al.  Biased Shorts: Stock Market Implications of Short Sellers’ Disposition Effect , 2013 .

[49]  Jonathan M. Karpoff,et al.  Short Sellers and Financial Misconduct , 2009 .

[50]  L. Glosten,et al.  An Investigation of the Informational Role of Short Interest in the Nasdaq Market , 2002 .

[51]  E. Fama,et al.  Risk, Return, and Equilibrium: Empirical Tests , 1973, Journal of Political Economy.

[52]  Yan Zhang,et al.  The Effect of Short Selling on Market Reactions to Earnings Announcements , 2010 .

[53]  Gideon Saar,et al.  Lifting the Veil: An Analysis of Pre-Trade Transparency at the Nyse , 2003 .

[54]  Michael G. Ferri,et al.  Short-Selling Prior to Earnings Announcements , 2004 .

[55]  Joshua Livnat,et al.  Comparing the Post–Earnings Announcement Drift for Surprises Calculated from Analyst and Time Series Forecasts , 2006 .

[56]  E. Hotchkiss,et al.  The Informational Efficiency of the Corporate Bond Market: An Intraday Analysis , 1999 .

[57]  Bears and Numbers: Investigating How Short Sellers Exploit and Affect Earnings-Based Pricing Anomalies , 2007 .

[58]  C. Nelson,et al.  A new approach to decomposition of economic time series into permanent and transitory components with particular attention to measurement of the ‘business cycle’☆ , 1981 .

[59]  Kuan-Hui Lee,et al.  Short-Sale Strategies and Return Predictability , 2009 .

[60]  D. Hirshleifer,et al.  Short Arbitrage, Return Asymmetry and the Accrual Anomaly , 2010 .

[61]  R. Ball,et al.  An empirical evaluation of accounting income numbers , 1968 .

[62]  Parag A. Pathak,et al.  Short Interest, Institutional Ownership, and Stock Returns , 2004 .

[63]  Ryan LaFond,et al.  Does Stock Price Synchronicity Represent Firm-Specific Information? The International Evidence , 2006 .

[64]  Burton Hollifield,et al.  Corporate Decisions, Information and Prices: Do Managers Move Prices or Do Prices Move Managers? , 2004 .

[65]  V. Bernard,et al.  Evidence that stock prices do not fully reflect the implications of current earnings for future earnings , 1990 .

[66]  M. Brennan,et al.  Investment analysis and price formation in securities markets , 1995 .

[67]  Hendrik Bessembinder,et al.  Issues in Assessing Trade Execution Costs , 2000 .

[68]  Markus K. Brunnermeier,et al.  Predatory Trading , 2003 .

[69]  Adam V. Reed Costly short -selling and stock price adjustment to earnings announcements , 2002 .

[70]  Wei Jiang,et al.  The Rodney L. White Center for Financial Research Price Informativeness , 2005 .