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Star power: A quasi-natural experiment on how analyst status affects recommendation performance

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  • Zhan, Baoqiang
  • Wu, Chong

Abstract

We investigate the impact of analyst status on recommendation performance. Using 281,886 analyst recommendations from Chinese stock markets from 2007 to 2022, we employ a quasi-experiment approach by leveraging the star analyst election and utilize a time-varying difference-in-differences model to examine the difference in cumulative abnormal returns resulting from analyst recommendations before and after the election. Our findings reveal that when analysts are promoted to star status, the stocks they recommend exhibit improved performance. Interestingly, the star effect is particularly pronounced for analysts working in small brokerage firms and persists even during the economic shocks.

Suggested Citation

  • Zhan, Baoqiang & Wu, Chong, 2024. "Star power: A quasi-natural experiment on how analyst status affects recommendation performance," Finance Research Letters, Elsevier, vol. 59(C).
  • Handle: RePEc:eee:finlet:v:59:y:2024:i:c:s1544612323011649
    DOI: 10.1016/j.frl.2023.104792
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    as
    1. Meng, Qingbin & Li, Ying & Jiang, Xuanyu & Chan, Kam C., 2017. "Informed or speculative trading? Evidence from short selling before star and non-star analysts’ downgrade announcements in an emerging market," Journal of Empirical Finance, Elsevier, vol. 42(C), pages 240-255.
    2. Alexander Kerl & Martin Ohlert, 2015. "Star-Analysts' Forecast Accuracy And The Role Of Corporate Governance," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 38(1), pages 93-120, March.
    3. Bing Han & Dongmin Kong & Shasha Liu, 2018. "Do Analysts Gain an Informational Advantage by Visiting Listed Companies?," Contemporary Accounting Research, John Wiley & Sons, vol. 35(4), pages 1843-1867, December.
    4. Viral V. Acharya & Lasse H. Pedersen & Thomas Philippon & Matthew Richardson, 2017. "Measuring Systemic Risk," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 2-47.
    5. Tim Loughran & Bill Mcdonald, 2014. "Measuring Readability in Financial Disclosures," Journal of Finance, American Finance Association, vol. 69(4), pages 1643-1671, August.
    6. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    7. Jin, Han & Mazouz, Khelifa & Wu, Yuliang & Xu, Bin, 2023. "Can star analysts make superior coverage decisions in poor information environment?," Journal of Banking & Finance, Elsevier, vol. 146(C).
    8. Hirshleifer, David & Teoh, Siew Hong, 2003. "Limited attention, information disclosure, and financial reporting," Journal of Accounting and Economics, Elsevier, vol. 36(1-3), pages 337-386, December.
    9. 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.
    10. 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, Wiley Blackwell, vol. 57(1), pages 85-120, March.
    11. Li, Feng, 2008. "Annual report readability, current earnings, and earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 221-247, August.
    12. Kim, Karam & Ryu, Doojin & Yang, Heejin, 2021. "Information uncertainty, investor sentiment, and analyst reports," International Review of Financial Analysis, Elsevier, vol. 77(C).
    13. Byoung-Hyoun Hwang & José María Liberti & Jason Sturgess, 2019. "Information Sharing and Spillovers: Evidence from Financial Analysts," Management Science, INFORMS, vol. 65(8), pages 3624-3636, August.
    14. Zhang, Jinjin & Wu, Jinyu & Luo, Yalin & Huang, Ziyan & He, Ruzhen, 2022. "COVID-19 pandemic, limited attention, and analyst forecast dispersion," Finance Research Letters, Elsevier, vol. 50(C).
    15. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    16. Emery, Douglas R. & Li, Xi, 2009. "Are the Wall Street Analyst Rankings Popularity Contests?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(2), pages 411-437, April.
    17. 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.
    18. Truc (Peter) Thuc Do & Huai Zhang, 2020. "Peer Effects among Financial Analysts," Contemporary Accounting Research, John Wiley & Sons, vol. 37(1), pages 358-391, March.
    19. Nerissa C. Brown & Richard M. Crowley & W. Brooke Elliott, 2020. "What Are You Saying? Using topic to Detect Financial Misreporting," Journal of Accounting Research, Wiley Blackwell, vol. 58(1), pages 237-291, March.
    20. 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.
    21. Rjiba, Hatem & Saadi, Samir & Boubaker, Sabri & Ding, Xiaoya (Sara), 2021. "Annual report readability and the cost of equity capital," Journal of Corporate Finance, Elsevier, vol. 67(C).
    22. Daniel Bradley & Sinan Gokkaya & Xi Liu, 2017. "Before an Analyst Becomes an Analyst: Does Industry Experience Matter?," Journal of Finance, American Finance Association, vol. 72(2), pages 751-792, April.
    23. Boris Groysberg & Linda-Eling Lee & Ashish Nanda, 2008. "Can They Take It With Them? The Portability of Star Knowledge Workers' Performance," Management Science, INFORMS, vol. 54(7), pages 1213-1230, July.
    24. Huang, Allen H. & Lin, An-Ping & Zang, Amy Y., 2022. "Cross-industry information sharing among colleagues and analyst research," Journal of Accounting and Economics, Elsevier, vol. 74(1).
    25. Lily Fang & Ayako Yasuda, 2014. "Are Stars’ Opinions Worth More? The Relation Between Analyst Reputation and Recommendation Values," Journal of Financial Services Research, Springer;Western Finance Association, vol. 46(3), pages 235-269, December.
    26. Brown, Stephen J. & Warner, Jerold B., 1985. "Using daily stock returns : The case of event studies," Journal of Financial Economics, Elsevier, vol. 14(1), pages 3-31, March.
    27. Xu, Nianhang & Chan, Kam C. & Jiang, Xuanyu & Yi, Zhihong, 2013. "Do star analysts know more firm-specific information? Evidence from China," Journal of Banking & Finance, Elsevier, vol. 37(1), pages 89-102.
    28. Lee, Charles M.C. & So, Eric C., 2017. "Uncovering expected returns: Information in analyst coverage proxies," Journal of Financial Economics, Elsevier, vol. 124(2), pages 331-348.
    29. Narasimhan Jegadeesh & Joonghyuk Kim & Susan D. Krische & Charles M. C. Lee, 2004. "Analyzing the Analysts: When Do Recommendations Add Value?," Journal of Finance, American Finance Association, vol. 59(3), pages 1083-1124, June.
    30. Brown, Stephen J. & Warner, Jerold B., 1980. "Measuring security price performance," Journal of Financial Economics, Elsevier, vol. 8(3), pages 205-258, September.
    31. Peng-Chia Chiu & Ben Lourie & Alexander Nekrasov & Siew Hong Teoh, 2021. "Cater to Thy Client: Analyst Responsiveness to Institutional Investor Attention," Management Science, INFORMS, vol. 67(12), pages 7455-7471, December.
    32. Stickel, Scott E, 1992. "Reputation and Performance among Security Analysts," Journal of Finance, American Finance Association, vol. 47(5), pages 1811-1836, December.
    33. Yuyan Guan & Congcong Li & Hai Lu & M. H. Franco Wong, 2019. "Regulations and Brain Drain: Evidence from Wall Street Star Analysts’ Career Choices," Management Science, INFORMS, vol. 65(12), pages 5766-5784, December.
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    More about this item

    Keywords

    Analyst status; Recommendation performance; Analyst reports; Difference-in-differences;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • 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

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