When Are Analyst Recommendation Changes Influential?
AbstractNot all stock recommendation changes are equal. In a sample constructed to minimize the impact of confounding news, relatively few analyst recommendation changes are influential in the sense that they impact investors’ beliefs about a firm in a way that could be noticed in that firm’s stock returns. More than one-third of the stock-price reactions to analyst recommendation changes have the wrong sign and only approximately 10% have significant stock-price reactions at the 5% level using an extended market model. We find that the probability of an influential recommendation is higher for leader analysts, star analysts, away-from-consensus revisions, revisions issued contemporaneously with earnings forecasts, analysts with greater relative experience, and those with more accurate earnings estimates. Growth firms, small firms, high institutional ownership firms, and high prior turnover firms are also more likely to have influential stock recommendations. Strikingly, analyst recommendations are more likely to be influential after Reg FD and the settlement. Finally, influential recommendations are associated with increases in stock volatility and large absolute changes in consensus earnings forecasts.
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Bibliographic InfoPaper provided by Ohio State University, Charles A. Dice Center for Research in Financial Economics in its series Working Paper Series with number 2009-7.
Date of creation: May 2009
Date of revision:
Other versions of this item:
- Roger K. Loh & René M. Stulz, 2009. "When are Analyst Recommendation Changes Influential?," NBER Working Papers 14971, National Bureau of Economic Research, Inc.
- G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies
- G20 - Financial Economics - - Financial Institutions and Services - - - General
- G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
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- Ohad Kadan & Leonardo Madureira & Rong Wang & Tzachi Zach, 2009. "Conflicts of Interest and Stock Recommendations: The Effects of the Global Settlement and Related Regulations," Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4189-4217, October.
- Loh, Roger K. & Mian, G. Mujtaba, 2006. "Do accurate earnings forecasts facilitate superior investment recommendations?," Journal of Financial Economics, Elsevier, vol. 80(2), pages 455-483, May.
- Harrison Hong & Jeremy C. Stein, 2003.
"Simple Forecasts and Paradigm Shifts,"
Harvard Institute of Economic Research Working Papers
2007, Harvard - Institute of Economic Research.
- Asquith, Paul & Mikhail, Michael B. & Au, Andrea S., 2005. "Information content of equity analyst reports," Journal of Financial Economics, Elsevier, vol. 75(2), pages 245-282, February.
- Ivkovic, Zoran & Jegadeesh, Narasimhan, 2004. "The timing and value of forecast and recommendation revisions," Journal of Financial Economics, Elsevier, vol. 73(3), pages 433-463, September.
- Karl B. Diether & Christopher J. Malloy & Anna Scherbina, 2002. "Differences of Opinion and the Cross Section of Stock Returns," Journal of Finance, American Finance Association, vol. 57(5), pages 2113-2141, October.
- Ulrike Malmendier & Devin Shanthikumar, 2004.
"Are Investors Naive About Incentives?,"
NBER Working Papers
10812, National Bureau of Economic Research, Inc.
- Daniel J. Bradley & Bradford D. Jordan & Jay R. Ritter, 2008. "Analyst Behavior Following IPOs: The 'Bubble Period' Evidence," Review of Financial Studies, Society for Financial Studies, vol. 21(1), pages 101-133, January.
- Cooper, Rick A. & Day, Theodore E. & Lewis, Craig M., 2001. "Following the leader: *1: a study of individual analysts' earnings forecasts," Journal of Financial Economics, Elsevier, vol. 61(3), pages 383-416, September.
- Alexander Ljungqvist & Christopher Malloy & Felicia Marston, 2009. "Rewriting History," Journal of Finance, American Finance Association, vol. 64(4), pages 1935-1960, 08.
- Knez, Peter J & Ready, Mark J, 1997. " On the Robustness of Size and Book-to-Market in Cross-Sectional Regressions," Journal of Finance, American Finance Association, vol. 52(4), pages 1355-82, September.
- Frankel, Richard & Kothari, S.P. & Weber, Joseph, 2006. "Determinants of the informativeness of analyst research," Journal of Accounting and Economics, Elsevier, vol. 41(1-2), pages 29-54, April.
- Gintschel, Andreas & Markov, Stanimir, 2004. "The effectiveness of Regulation FD," Journal of Accounting and Economics, Elsevier, vol. 37(3), pages 293-314, September.
- Barber, Brad M. & Lehavy, Reuven & McNichols, Maureen & Trueman, Brett, 2006. "Buys, holds, and sells: The distribution of investment banks' stock ratings and the implications for the profitability of analysts' recommendations," Journal of Accounting and Economics, Elsevier, vol. 41(1-2), pages 87-117, April.
- AltInkIlIç, Oya & Hansen, Robert S., 2009. "On the information role of stock recommendation revisions," Journal of Accounting and Economics, Elsevier, vol. 48(1), pages 17-36, October.
- Stefano Dellavigna & Joshua M. Pollet, 2009. "Investor Inattention and Friday Earnings Announcements," Journal of Finance, American Finance Association, vol. 64(2), pages 709-749, 04.
- Boni, Leslie & Womack, Kent L., 2006. "Analysts, Industries, and Price Momentum," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(01), pages 85-109, March.
- Eugene F. Fama & Kenneth R. French, 2006. "The Value Premium and the CAPM," Journal of Finance, American Finance Association, vol. 61(5), pages 2163-2185, October.
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