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Rating on a behavioral curve

Author

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  • Bhattacharya, Utpal
  • Shon, Janghoon
  • Zhang, Yu

Abstract

Sell-side analysts rate on a particular type of behavioral curve: recency. Although they claim to use objective criteria (like expected raw, market-adjusted, or industry-adjusted returns), we find that, even after controlling for these claims, their recommendations on a particular stock are negatively influenced by their assessment of the quality of the few other stocks they have rated that month. This recency bias has price implications. The next day's alpha of a sophisticated trading strategy that incorporates this bias is about 40 % higher compared to the alpha of an unsophisticated strategy that uses rating information only.

Suggested Citation

  • Bhattacharya, Utpal & Shon, Janghoon & Zhang, Yu, 2025. "Rating on a behavioral curve," Journal of Corporate Finance, Elsevier, vol. 91(C).
    • Handle: RePEc:eee:corfin:v:91:y:2025:i:c:s0929119924001706
    DOI: 10.1016/j.jcorpfin.2024.102708
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    as
    1. Hirshleifer, David & Levi, Yaron & Lourie, Ben & Teoh, Siew Hong, 2019. "Decision fatigue and heuristic analyst forecasts," Journal of Financial Economics, Elsevier, vol. 133(1), pages 83-98.
    2. Womack, Kent L, 1996. "Do Brokerage Analysts' Recommendations Have Investment Value?," Journal of Finance, American Finance Association, vol. 51(1), pages 137-167, March.
    3. Daniel Bradley & Jonathan Clarke & Suzanne Lee & Chayawat Ornthanalai, 2014. "Are Analysts’ Recommendations Informative? Intraday Evidence on the Impact of Time Stamp Delays," Journal of Finance, American Finance Association, vol. 69(2), pages 645-673, April.
    4. Brad M. Barber & Reuven Lehavy & Brett Trueman, 2010. "Ratings Changes, Ratings Levels, and the Predictive Value of Analysts’ Recommendations," Financial Management, Financial Management Association International, vol. 39(2), pages 533-553, June.
    5. Ulrike Malmendier & Devin Shanthikumar, 2014. "Do Security Analysts Speak in Two Tongues?," The Review of Financial Studies, Society for Financial Studies, vol. 27(5), pages 1287-1322.
    6. Clarke, Jonathan & Khorana, Ajay & Patel, Ajay & Rau, P. Raghavendra, 2007. "The impact of all-star analyst job changes on their coverage choices and investment banking deal flow," Journal of Financial Economics, Elsevier, vol. 84(3), pages 713-737, June.
    7. Alon Brav & Reuven Lehavy, 2003. "An Empirical Analysis of Analysts' Target Prices: Short‐term Informativeness and Long‐term Dynamics," Journal of Finance, American Finance Association, vol. 58(5), pages 1933-1967, October.
    8. Mark T. Bradshaw & Alan G. Huang & Hongping Tan, 2019. "The Effects of Analyst‐Country Institutions on Biased Research: Evidence from Target Prices," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 57(1), pages 85-120, March.
    9. Barber, Brad M. & Lehavy, Reuven & Trueman, Brett, 2007. "Comparing the stock recommendation performance of investment banks and independent research firms," Journal of Financial Economics, Elsevier, vol. 85(2), pages 490-517, August.
    10. Ljungqvist, Alexander & Marston, Felicia & Starks, Laura T. & Wei, Kelsey D. & Yan, Hong, 2007. "Conflicts of interest in sell-side research and the moderating role of institutional investors," Journal of Financial Economics, Elsevier, vol. 85(2), pages 420-456, August.
    11. Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998. "A model of investor sentiment," Journal of Financial Economics, Elsevier, vol. 49(3), pages 307-343, September.
    12. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    13. Ohad Kadan & Leonardo Madureira & Rong Wang & Tzachi Zach, 2009. "Conflicts of Interest and Stock Recommendations: The Effects of the Global Settlement and Related Regulations," The Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4189-4217, October.
    14. Andrew R. Jackson, 2005. "Trade Generation, Reputation, and Sell‐Side Analysts," Journal of Finance, American Finance Association, vol. 60(2), pages 673-717, April.
    15. 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.
    16. Jarrad Harford & Feng Jiang & Rong Wang & Fei Xie, 2019. "Analyst Career Concerns, Effort Allocation, and Firms’ Information Environment," The Review of Financial Studies, Society for Financial Studies, vol. 32(6), pages 2179-2224.
    17. 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.
    18. Clement, Michael B., 1999. "Analyst forecast accuracy: Do ability, resources, and portfolio complexity matter?," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 285-303, July.
    19. Michaely, Roni & Womack, Kent L, 1999. "Conflict of Interest and the Credibility of Underwriter Analyst Recommendations," The Review of Financial Studies, Society for Financial Studies, vol. 12(4), pages 653-686.
    20. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    21. Daniel Kahneman, 2003. "Maps of Bounded Rationality: Psychology for Behavioral Economics," American Economic Review, American Economic Association, vol. 93(5), pages 1449-1475, December.
    22. Cowen, Amanda & Groysberg, Boris & Healy, Paul, 2006. "Which types of analyst firms are more optimistic?," Journal of Accounting and Economics, Elsevier, vol. 41(1-2), pages 119-146, April.
    23. William J. Breen & Laurie Simon Hodrick & Robert A. Korajczyk, 2002. "Predicting Equity Liquidity," Management Science, INFORMS, vol. 48(4), pages 470-483, April.
    24. Mola, Simona & Guidolin, Massimo, 2009. "Affiliated mutual funds and analyst optimism," Journal of Financial Economics, Elsevier, vol. 93(1), pages 108-137, July.
    25. Harrison Hong & Jeffrey D. Kubik, 2003. "Analyzing the Analysts: Career Concerns and Biased Earnings Forecasts," Journal of Finance, American Finance Association, vol. 58(1), pages 313-351, February.
    26. Yezegel, Ari, 2015. "Why do analysts revise their stock recommendations after earnings announcements?," Journal of Accounting and Economics, Elsevier, vol. 59(2), pages 163-181.
    27. Edward Xuejun Li & K. Ramesh & Min Shen & Joanna Shuang Wu, 2015. "Do Analyst Stock Recommendations Piggyback on Recent Corporate News? An Analysis of Regular‐Hour and After‐Hours Revisions," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 53(4), pages 821-861, September.
    28. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    29. Kadan, Ohad & Madureira, Leonardo & Wang, Rong & Zach, Tzachi, 2012. "Analysts' industry expertise," Journal of Accounting and Economics, Elsevier, vol. 54(2), pages 95-120.
    30. Anup Agrawal & Mark A. Chen, 2008. "Do Analyst Conflicts Matter? Evidence from Stock Recommendations," Journal of Law and Economics, University of Chicago Press, vol. 51(3), pages 503-537, August.
    31. repec:bla:jfinan:v:58:y:2003:i:5:p:1933-1968 is not listed on IDEAS
    32. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    33. John S. Howe & Emre Unlu & Xuemin (Sterling) Yan, 2009. "The Predictive Content of Aggregate Analyst Recommendations," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 47(3), pages 799-821, June.
    34. Iselin, Michael & Park, Min & Van Buskirk, Andrew, 2021. "Seemingly inconsistent analyst revisions," Journal of Accounting and Economics, Elsevier, vol. 71(1).
    35. Samuel M. Hartzmark & Kelly Shue, 2018. "A Tough Act to Follow: Contrast Effects in Financial Markets," Journal of Finance, American Finance Association, vol. 73(4), pages 1567-1613, August.
    36. Patricia C. O'Brien & Maureen F. Mcnichols & Lin Hsiou‐Wei, 2005. "Analyst Impartiality and Investment Banking Relationships," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 43(4), pages 623-650, September.
    37. Alexander Ljungqvist & Felicia Marston & William J. Wilhelm, 2006. "Competing for Securities Underwriting Mandates: Banking Relationships and Analyst Recommendations," Journal of Finance, American Finance Association, vol. 61(1), pages 301-340, February.
    38. Bjerring, James H & Lakonishok, Josef & Vermaelen, Theo, 1983. "Stock Prices and Financial Analysts' Recommendations," Journal of Finance, American Finance Association, vol. 38(1), pages 187-204, March.
    39. repec:bla:jfinan:v:59:y:2004:i:3:p:1083-1124 is not listed on IDEAS
    40. McNichols, M & O'Brien, PC, 1997. "Self-selection and analyst coverage," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 35, pages 167-199.
    41. Brad Barber & Reuven Lehavy & Maureen McNichols & Brett Trueman, 2001. "Can Investors Profit from the Prophets? Security Analyst Recommendations and Stock Returns," Journal of Finance, American Finance Association, vol. 56(2), pages 531-563, April.
    42. Bradley, Daniel & Gokkaya, Sinan & Liu, Xi & Xie, Fei, 2017. "Are all analysts created equal? Industry expertise and monitoring effectiveness of financial analysts," Journal of Accounting and Economics, Elsevier, vol. 63(2), pages 179-206.
    43. Tom Y. Chang & Samuel M. Hartzmark & David H. Solomon & Eugene F. Soltes, 2017. "Being Surprised by the Unsurprising: Earnings Seasonality and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 281-323.
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    Keywords

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    JEL classification:

    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
    • G40 - Financial Economics - - Behavioral Finance - - - General

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