Uncovering Expected Returns: Information in Analyst Coverage Proxies

We show that analyst coverage proxies contain information about expected returns. We decompose analyst coverage into abnormal and expected components using a simple characteristic-based model and show that firms with abnormally high analyst coverage subsequently outperform firms with abnormally low coverage by approximately 80 basis points per month. We also show abnormal coverage rises following exogenous shocks to underpricing and predicts improvements in firms’ fundamental performance, suggesting that return predictability stems from analysts more heavily covering underpriced stocks. Our findings highlight the usefulness of analysts’ actions in expected return estimations, and a potential inference problem when coverage proxies are used to study information asymmetry and dissemination.

[1]  Eric C. So,et al.  Analysts’ Forecasts and Asset Pricing: A Survey , 2016 .

[2]  Oya Altinkiliç,et al.  Can Analysts Pick Stocks for the Long-Run? , 2015 .

[3]  M. Wong,et al.  Analyst Interest as an Early Indicator of Firm Fundamental Changes and Stock Returns , 2014 .

[4]  C. Emory The Earnings Announcement Premium around the Globe , 2013 .

[5]  Robert Novy-Marx,et al.  The other side of value: The gross profitability premium. , 2013 .

[6]  Stefano Giglio,et al.  No News Is News: Do Markets Underreact to Nothing? , 2013 .

[7]  Sandra Krueger Size, Value, and Momentum in International Stock Returns , 2012 .

[8]  Eric C. So A New Approach to Predicting Analyst Forecast Errors: Do Investors Overweight Analyst Forecasts? , 2012 .

[9]  Eric C. So,et al.  Identifying Expectation Errors in Value/Glamour Strategies: A Fundamental Analysis Approach , 2012 .

[10]  Lee M. Dunham Risk Shifting and Mutual Fund Performance , 2012 .

[11]  Kewei Hou,et al.  The Implied Cost of Capital: A New Approach , 2011 .

[12]  Jiang Wang,et al.  A Model of Intertemporal Asset Prices Under Asymmetric Information , 2011 .

[13]  Lauren Cohen,et al.  Complicated Firms , 2011 .

[14]  Itay Goldstein,et al.  The Real Effects of Financial Markets: The Impact of Prices on Takeovers , 2011 .

[15]  P. Healy,et al.  What Drives Sell-Side Analyst Compensation at High-Status Investment Banks? , 2011 .

[16]  D. Cohen,et al.  The Financial Reporting Environment: Review of the Recent Literature , 2010 .

[17]  Alexander Ljungqvist,et al.  Testing Asymmetric-Information Asset Pricing Models , 2009 .

[18]  Marcin T. Kacperczyk,et al.  Competition and Bias , 2008 .

[19]  D. Hirshleifer,et al.  Driven to Distraction: Extraneous Events and Underreaction to Earnings News , 2007 .

[20]  A. Scherbina Suppressed Negative Information and Future Underperformance , 2007 .

[21]  David I. Laibson,et al.  Costly Information Acquisition: Experimental Analysis of a Boundedly Rational Model , 2006 .

[22]  Steven K. Todd,et al.  Analysts’ Selective Coverage and Subsequent Performance of Newly Public Firms , 2006 .

[23]  M. Rubinstein.,et al.  Rational Markets: Yes or No? The Affirmative Case , 2006 .

[24]  Gordon J. Alexander,et al.  Does Motivation Matter When Assessing Trade Performance? An Analysis of Mutual Funds , 2006 .

[25]  Peter D. Wysocki,et al.  Do Managers Withhold Bad News? , 2005 .

[26]  Andrea Frazzini,et al.  Dumb Money: Mutual Fund Flows and the Cross-Section of Stock Returns , 2005 .

[27]  Joshua D. Coval,et al.  Asset Fire Sales (and Purchases) in Equity Markets , 2005 .

[28]  Marcin T. Kacperczyk,et al.  On the Industry Concentration of Actively Managed Equity Mutual Funds , 2004 .

[29]  Malcolm P. Baker,et al.  Investor Sentiment and the Cross-Section of Stock Returns , 2003 .

[30]  Cristi A. Gleason,et al.  Analyst Forecast Revisions and Market Price Discovery , 2003 .

[31]  Christopher J. Malloy,et al.  Differences of Opinion and the Cross Section of Stock Returns , 2002 .

[32]  Narasimhan Jegadeesh,et al.  Analyzing the Analysts: When Do Recommendations Add Value? , 2002 .

[33]  Dawn A. Matsumoto,et al.  Management's Incentives to Avoid Negative Earnings Surprises , 2002 .

[34]  M. Bradshaw The Use of Target Prices to Justify Sell-Side Analysts' Stock Recommendations , 2001 .

[35]  Bruce D. Phelps Can Investors Profit from the Prophets? Security Analyst Recommendations and Stock Returns , 2001 .

[36]  Maureen O'Hara,et al.  Information and the Cost of Capital , 2001 .

[37]  Ľuboš Pástor,et al.  Investing in Equity Mutual Funds , 2001 .

[38]  Josef Lakonishok,et al.  The Level and Persistence of Growth Rates , 2001 .

[39]  M. Bradshaw How Do Analysts Use Their Earnings Forecasts in Generating Stock Recommendations? , 2000 .

[40]  Mark Rubinstein,et al.  Rational Markets: Yes or No? The Affirmative Case , 2000 .

[41]  Russ Wermers,et al.  Mutual Fund Performance: An Empirical Decomposition into Stock-Picking Talent, Style, Transactions Costs, and Expenses , 2000 .

[42]  Roger M. Edelen Investor flows and the assessed performance of open-end mutual funds , 1999 .

[43]  Roni Michaely,et al.  Conflict of interest and the credibility of underwriter analyst recommendations , 1999 .

[44]  Terence Lim,et al.  Bad News Travels Slowly: Size, Analyst Coverage and the Profitability of Momentum Strategies , 1998 .

[45]  F. T. Magiera Do Stock Prices Fully Reflect Information in Accruals and Cash Flows about Future Earnings , 1997 .

[46]  Rafael La Porta,et al.  Expectations and the Cross-Section of Stock Returns , 1996 .

[47]  Kee H. Chung,et al.  The Impact of Security Analysts' Monitoring and Marketing Functions on the Market Value of Firms , 1996, Journal of Financial and Quantitative Analysis.

[48]  Kent L. Womack Do Brokerage Analysts' Recommendations Have Investment Value? , 1996 .

[49]  B. Malkiel Returns from Investing in Equity Mutual Funds 1971 to 1991 , 1995 .

[50]  Josef Lakonishok,et al.  Contrarian Investment, Extrapolation, and Risk , 1993 .

[51]  S. Titman,et al.  The Persistence of Mutual Fund Performance , 1992 .

[52]  Robert E. Chatfield,et al.  Security Analyst Monitoring Activity: Agency Costs and Information Demands , 1989, Journal of Financial and Quantitative Analysis.

[53]  Ravi Bhushan,et al.  Firm characteristics and analyst following , 1989 .

[54]  Anat R. Admati A Noisy Rational Expectations Equilibrium for Multi-Asset Securities Markets , 1985 .

[55]  R. Thaler,et al.  The Equity Premium Puzzle , 2001 .

[56]  Joseph D. Piotroski Value Investing: The Use of Historical Financial Statement Information to Separate Winners from Losers , 2000 .

[57]  Maureen F. McNichols,et al.  Self-selection and Analyst Coverage , 1997 .