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Gender, learning, and earnings estimate accuracy

Author

Listed:
  • Bhagwat, Vineet
  • Shirley, Sara E.
  • Stark, Jeffrey R.

Abstract

We analyze the underlying source of gender differences in earnings estimates on a crowdsourcing platform, Estimize, to understand the mechanisms driving analyst ability. Estimates made by females are more accurate than those made by males. This outperformance is not consistent with explanations based on females’ innate ability to process information, females utilizing more up-to-date information, superior stock selection among females, copycat estimates, gender bias, or survivorship bias. Instead, our evidence is consistent with females learning more quickly through making estimates, leading to their outperformance.

Suggested Citation

  • Bhagwat, Vineet & Shirley, Sara E. & Stark, Jeffrey R., 2023. "Gender, learning, and earnings estimate accuracy," Journal of Financial Markets, Elsevier, vol. 62(C).
    • Handle: RePEc:eee:finmar:v:62:y:2023:i:c:s1386418122000489
    DOI: 10.1016/j.finmar.2022.100756
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    1. Gervais, Simon & Odean, Terrance, 2001. "Learning to be Overconfident," The Review of Financial Studies, Society for Financial Studies, vol. 14(1), pages 1-27.
    2. Steven Crawford & Wesley Gray & Bryan R. Johnson & Richard A. Price, 2018. "What Motivates Buy-Side Analysts to Share Recommendations Online?," Management Science, INFORMS, vol. 64(6), pages 2574-2589, June.
    3. Bill Francis & Iftekhar Hasan & Jong Chool Park & Qiang Wu, 2015. "Gender Differences in Financial Reporting Decision Making: Evidence from Accounting Conservatism," Contemporary Accounting Research, John Wiley & Sons, vol. 32(3), pages 1285-1318, September.
    4. Mehran, Hamid & Stulz, Rene M., 2007. "The economics of conflicts of interest in financial institutions," Journal of Financial Economics, Elsevier, vol. 85(2), pages 267-296, August.
    5. Gu, Zhaoyang & Xue, Jian, 2008. "The superiority and disciplining role of independent analysts," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 289-316, August.
    6. Grant, Andrew & Jarnecic, Elvis & Su, Mark, 2015. "Asymmetric effects of sell-side analyst optimism and broker market share by clientele," Journal of Financial Markets, Elsevier, vol. 24(C), pages 49-65.
    7. Greenwood, Robin & Nagel, Stefan, 2009. "Inexperienced investors and bubbles," Journal of Financial Economics, Elsevier, vol. 93(2), pages 239-258, August.
    8. Deaves, Richard & Lüders, Erik & Schröder, Michael, 2010. "The dynamics of overconfidence: Evidence from stock market forecasters," Journal of Economic Behavior & Organization, Elsevier, vol. 75(3), pages 402-412, September.
    9. Bae, Kee-Hong & Stulz, René M. & Tan, Hongping, 2008. "Do local analysts know more? A cross-country study of the performance of local analysts and foreign analysts," Journal of Financial Economics, Elsevier, vol. 88(3), pages 581-606, June.
    10. Chen, Mark A. & Marquez, Robert, 2009. "Regulating securities analysts," Journal of Financial Intermediation, Elsevier, vol. 18(2), pages 259-283, April.
    11. Chung, Kee H. & Cho, Seong-Yeon, 2005. "Security analysis and market making," Journal of Financial Intermediation, Elsevier, vol. 14(1), pages 114-141, January.
    12. Adams, Renée B. & Ferreira, Daniel, 2009. "Women in the boardroom and their impact on governance and performance," Journal of Financial Economics, Elsevier, vol. 94(2), pages 291-309, November.
    13. Kenneth R. Ahern & Amy K. Dittmar, 2012. "The Changing of the Boards: The Impact on Firm Valuation of Mandated Female Board Representation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 137-197.
    14. Sette, Enrico, 2011. "Competition and optimistic advice of financial analysts: Evidence from IPOs," Journal of Financial Intermediation, Elsevier, vol. 20(3), pages 441-457, July.
    15. Russell Jame & Rick Johnston & Stanimir Markov & Michael C. Wolfe, 2016. "The Value of Crowdsourced Earnings Forecasts," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1077-1110, September.
    16. Congcong Li & An-Ping Lin & Hai Lu & Kevin Veenstra, 2020. "Gender and beauty in the financial analyst profession: evidence from the United States and China," Review of Accounting Studies, Springer, vol. 25(4), pages 1230-1262, December.
    17. Stanley M. Atkinson & Samantha Boyce Baird & Melissa B. Frye, 2003. "Do Female Mutual Fund Managers Manage Differently?," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 26(1), pages 1-18, March.
    18. Huang, Jiekun & Kisgen, Darren J., 2013. "Gender and corporate finance: Are male executives overconfident relative to female executives?," Journal of Financial Economics, Elsevier, vol. 108(3), pages 822-839.
    19. Faccio, Mara & Marchica, Maria-Teresa & Mura, Roberto, 2016. "CEO gender, corporate risk-taking, and the efficiency of capital allocation," Journal of Corporate Finance, Elsevier, vol. 39(C), pages 193-209.
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    More about this item

    Keywords

    Analyst accuracy; Gender; Gender differences; Learning; Female analyst;
    All these keywords.

    JEL classification:

    • G00 - Financial Economics - - General - - - General
    • 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
    • G40 - Financial Economics - - Behavioral Finance - - - General

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