The "Caps" Prediction System and Stock Market Returns

We study the predictive power of approximately 2.5 million stock picks submitted by individual users to the "CAPS" website run by the Motley Fool company (www.caps.fool.com). These picks prove to be surprisingly informative about future stock prices. Indeed, a strategy of shorting stocks with a disproportionate number of negative picks on the site and buying stocks with a disproportionate number of positive picks produces a return of over nine percent per annum over the sample period. These results are mostly driven by the fact that negative picks on the site strongly predict future stock price declines; positive picks on the site produce returns that are statistically indistinguishable from the market. A Fama French decomposition suggests that these results are largely due to stock-picking rather than style factors or market timing.

[1]  Shawndra Hill,et al.  Expert Stock Picker: The Wisdom of (Experts in) Crowds , 2011, Int. J. Electron. Commer..

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

[3]  Z. Ivkovich,et al.  Portfolio Concentration and the Performance of Individual Investors , 2004, Journal of Financial and Quantitative Analysis.

[4]  Is All that Talk Just Noise? The Information Content of Internet Stock Message Boards , 2001 .

[5]  J. Wolfers,et al.  Prediction Markets , 2003 .

[6]  Paul Resnick,et al.  Trust among strangers in internet transactions: Empirical analysis of eBay' s reputation system , 2002, The Economics of the Internet and E-commerce.

[7]  Z. Ivkovich,et al.  Local Does as Local is: Information Content of the Geography of Individual Investors' Common Stock Investments , 2002 .

[8]  Mike Y. Chen,et al.  Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web , 2001 .

[9]  Brad M. Barber,et al.  Boys Will Be Boys: Gender, Overconfidence, and Common Stock Investment , 1998 .

[10]  Massimo Massa,et al.  Hedging, Familiarity and Portfolio Choice , 2004 .

[11]  Jeremy Piger Is all that talk just noise , 2006 .

[12]  Paul C. Tetlock,et al.  Information Markets: A New Way of Making Decisions , 2006 .

[13]  Paul C. Tetlock Giving Content to Investor Sentiment: The Role of Media in the Stock Market , 2005, The Journal of Finance.

[14]  Robert Goodall Brown,et al.  Decision Making and Change in Human Affairs , 1979 .

[15]  D. Hirshleifer,et al.  Can Individual Investors Beat the Market? , 2005, The Review of Asset Pricing Studies.

[16]  Glenn Ellison,et al.  Are some mutual fund managers better than others , 1999 .

[17]  Luís M. B. Cabral,et al.  The Dynamics of Seller Reputation: Evidence from Ebay , 2006 .

[18]  J. Zittrain,et al.  Spam Works: Evidence from Stock Touts and Corresponding Market Activity , 2007 .

[19]  Ning Zhu,et al.  Do Retail Trades Move Markets , 2009 .

[20]  Ning Zhu,et al.  Do Noise Traders Move Markets? , 2006 .

[21]  Brad M. Barber,et al.  Journal of Economic Perspectives—Volume 15, Number 1—Winter 2001—Pages 41–54 The Internet and the Investor , 2022 .

[22]  Jessica A. Wachter,et al.  Can Mutual Fund Managers Pick Stocks? Evidence from Their Trades Prior to Earnings Announcements , 2004, Journal of Financial and Quantitative Analysis.

[23]  Andrew Metrick,et al.  Performance Evaluation with Transactions Data: the Stock Selection of Investment Newsletters , 1998 .

[24]  Susan G. Watts,et al.  Whisper Forecasts of Quarterly Earnings Per Share , 1999 .

[25]  Brad M. Barber,et al.  Trading is Hazardous to Your Wealth: The Common Stock Investment Performance of Individual Investors , 2000 .

[26]  Salil K. Sarkar,et al.  Online talk: does it matter? , 2008 .

[27]  Werner Antweiler,et al.  Is All that Talk Just Noise? The Information Content of Internet Stock Message Boards , 2001 .

[28]  R. Hogarth Methods for Aggregating Opinions , 1977 .

[29]  Werner Antweiler,et al.  Does Talk Matter? Evidence From a Broad Cross Section of Stocks , 2004 .

[30]  Paul Resnick,et al.  The value of reputation on eBay: A controlled experiment , 2002 .

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

[32]  Terrance Odean Do Investors Trade Too Much? , 1998 .

[33]  Robert F. Whitelaw,et al.  News or Noise? Internet Postings and Stock Prices , 2001 .

[34]  Z. Ivkovich,et al.  Local Does as Local is: Information Content of the Geography of Individual Investors&Apos; Common Stock Investments , 2003 .

[35]  Portfolio Concentration and the Performance of Individual Investors , 2005 .

[36]  Murray Turoff,et al.  The Delphi Method: Techniques and Applications , 1976 .

[37]  R. Kalra,et al.  Mutual Fund Performance: An Empirical Decomposition into Stock-Picking Talent, Style, Transactions Costs, and Expenses , 2001 .

[38]  R. H. Willis,et al.  Do Security Analysts Exhibit Persistent Differences in Stock Picking Ability , 2004 .