IDEAS home Printed from https://ideas.repec.org/a/spr/reaccs/v27y2022i2d10.1007_s11142-021-09619-3.html
   My bibliography  Save this article

Brokerage trading volume and analysts’ earnings forecasts: a conflict of interest?

Author

Listed:
  • Tiana Lehmer
  • Ben Lourie

    (University of California, Irvine)

  • Devin Shanthikumar

    (University of California, Irvine)

Abstract

Using unique new data, we examine whether brokerage trading volume creates a conflict of interest for analysts. We find that earnings forecast optimism is associated with higher brokerage volume, even controlling for forecast and analyst quality, recommendations, and target prices. However, forecast accuracy is also significantly associated with higher volume. When analysts change brokerage houses, they bring trading volume with them, influencing trading volume at the new brokerage. This indicates that analysts drive the volume effects we observe. Consistent with a reward for generating volume, brokerage houses are less likely to demote analysts who generate more volume. Finally, analysts strategically adjust forecast optimism based on expected volume impact. Analysts become more (less) optimistic if their optimistic forecasts in the prior year were more (less) successful at generating volume. However, consistent with higher costs to increasing accuracy, analysts do not update accuracy based on expected volume impact. Overall, our results are consistent with a brokerage trading volume conflict of interest moving analysts towards more optimistic earnings forecasts, despite the volume reward for accuracy.

Suggested Citation

  • Tiana Lehmer & Ben Lourie & Devin Shanthikumar, 2022. "Brokerage trading volume and analysts’ earnings forecasts: a conflict of interest?," Review of Accounting Studies, Springer, vol. 27(2), pages 441-476, June.
  • Handle: RePEc:spr:reaccs:v:27:y:2022:i:2:d:10.1007_s11142-021-09619-3
    DOI: 10.1007/s11142-021-09619-3
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11142-021-09619-3
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11142-021-09619-3?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Brown, Lawrence D. & Call, Andrew C. & Clement, Michael B. & Sharp, Nathan Y., 2016. "The activities of buy-side analysts and the determinants of their stock recommendations," Journal of Accounting and Economics, Elsevier, vol. 62(1), pages 139-156.
    2. Lin, Hsiou-wei & McNichols, Maureen F., 1998. "Underwriting relationships, analysts' earnings forecasts and investment recommendations," Journal of Accounting and Economics, Elsevier, vol. 25(1), pages 101-127, February.
    3. Amitabh Dugar & Siva Nathan, 1995. "The Effect of Investment Banking Relationships on Financial Analysts' Earnings Forecasts and Investment Recommendations," Contemporary Accounting Research, John Wiley & Sons, vol. 12(1), pages 131-160, September.
    4. Bradshaw, Mark & Ertimur, Yonca & O'Brien, Patricia, 2017. "Financial Analysts and Their Contribution to Well-Functioning Capital Markets," Foundations and Trends(R) in Accounting, now publishers, vol. 11(3), pages 119-191, December.
    5. S.P. Kothari & Eric So & Rodrigo Verdi, 2016. "Analysts’ Forecasts and Asset Pricing: A Survey," Annual Review of Financial Economics, Annual Reviews, vol. 8(1), pages 197-219, October.
    6. Boris Groysberg & Paul M. Healy & David A. Maber, 2011. "What Drives Sell‐Side Analyst Compensation at High‐Status Investment Banks?," Journal of Accounting Research, Wiley Blackwell, vol. 49(4), pages 969-1000, September.
    7. William J. Mayew, 2008. "Evidence of Management Discrimination Among Analysts during Earnings Conference Calls," Journal of Accounting Research, Wiley Blackwell, vol. 46(3), pages 627-659, June.
    8. Patricia M. Dechow & Amy P. Hutton & Richard G. Sloan, 2000. "The Relation between Analysts' Forecasts of Long†Term Earnings Growth and Stock Price Performance Following Equity Offerings," Contemporary Accounting Research, John Wiley & Sons, vol. 17(1), pages 1-32, March.
    9. Malmendier, Ulrike & Shanthikumar, Devin, 2007. "Are small investors naive about incentives?," Journal of Financial Economics, Elsevier, vol. 85(2), pages 457-489, August.
    10. 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.
    11. Anup Agrawal & Mark A. Chen, 2012. "Analyst Conflicts and Research Quality," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 2(02), pages 1-40.
    12. Li, Kevin K. & You, Haifeng, 2015. "What is the value of sell-side analysts? Evidence from coverage initiations and terminations," Journal of Accounting and Economics, Elsevier, vol. 60(2), pages 141-160.
    13. Andrew R. Jackson, 2005. "Trade Generation, Reputation, and Sell‐Side Analysts," Journal of Finance, American Finance Association, vol. 60(2), pages 673-717, April.
    14. Roland Benabou & Guy Laroque, 1992. "Using Privileged Information to Manipulate Markets: Insiders, Gurus, and Credibility," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(3), pages 921-958.
    15. Shuping Chen & Dawn A. Matsumoto, 2006. "Favorable versus Unfavorable Recommendations: The Impact on Analyst Access to Management‐Provided Information," Journal of Accounting Research, Wiley Blackwell, vol. 44(4), pages 657-689, September.
    16. Michael Firth & Chen Lin & Ping Liu & Yuhai Xuan, 2013. "The Client Is King: Do Mutual Fund Relationships Bias Analyst Recommendations?," Journal of Accounting Research, Wiley Blackwell, vol. 51(1), pages 165-200, March.
    17. Chen, Xia & Cheng, Qiang & Lo, Kin, 2010. "On the relationship between analyst reports and corporate disclosures: Exploring the roles of information discovery and interpretation," Journal of Accounting and Economics, Elsevier, vol. 49(3), pages 206-226, April.
    18. Michael B. Clement & Senyo Y. Tse, 2005. "Financial Analyst Characteristics and Herding Behavior in Forecasting," Journal of Finance, American Finance Association, vol. 60(1), pages 307-341, February.
    19. 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.
    20. Amiram, Dan & Owens, Edward & Rozenbaum, Oded, 2016. "Do information releases increase or decrease information asymmetry? New evidence from analyst forecast announcements," Journal of Accounting and Economics, Elsevier, vol. 62(1), pages 121-138.
    21. Green, T. Clifton & Jame, Russell & Markov, Stanimir & Subasi, Musa, 2014. "Access to management and the informativeness of analyst research," Journal of Financial Economics, Elsevier, vol. 114(2), pages 239-255.
    22. Beyer, Anne & Cohen, Daniel A. & Lys, Thomas Z. & Walther, Beverly R., 2010. "The financial reporting environment: Review of the recent literature," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 296-343, December.
    23. Ulrike Malmendier & Devin Shanthikumar, 2014. "Do Security Analysts Speak in Two Tongues?," Review of Financial Studies, Society for Financial Studies, vol. 27(5), pages 1287-1322.
    24. 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.
    25. Niehaus, Greg & Zhang, Donghang, 2010. "The impact of sell-side analyst research coverage on an affiliated broker's market share of trading volume," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 776-787, April.
    26. Michaely, Roni & Womack, Kent L, 1999. "Conflict of Interest and the Credibility of Underwriter Analyst Recommendations," Review of Financial Studies, Society for Financial Studies, vol. 12(4), pages 653-686.
    27. Eugene Soltes, 2014. "Private Interaction Between Firm Management and Sell‐Side Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 52(1), pages 245-272, March.
    28. 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.
    29. 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.
    30. 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.
    31. Armen Hovakimian & Ekkachai Saenyasiri, 2014. "US Analyst Regulation and the Earnings Forecast Bias around the World," European Financial Management, European Financial Management Association, vol. 20(3), pages 435-461, June.
    32. Hayes, RM, 1998. "The impact of trading commission incentives on analysts' stock coverage decisions and earnings forecasts," Journal of Accounting Research, Wiley Blackwell, vol. 36(2), pages 299-320.
    33. Andrew C. Call & Nathan Y. Sharp & Paul A. Wong, 2019. "Changes in analysts’ stock recommendations following regulatory action against their brokerage," Review of Accounting Studies, Springer, vol. 24(4), pages 1184-1213, December.
    34. Corwin, Shane A. & Larocque, Stephannie A. & Stegemoller, Mike A., 2017. "Investment banking relationships and analyst affiliation bias: The impact of the global settlement on sanctioned and non-sanctioned banks," Journal of Financial Economics, Elsevier, vol. 124(3), pages 614-631.
    35. Jennifer L. Juergens & Laura Lindsey, 2009. "Getting Out Early: An Analysis of Market Making Activity at the Recommending Analyst's Firm," Journal of Finance, American Finance Association, vol. 64(5), pages 2327-2359, October.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Yun Ke & Kin Lo & Jinfei Sheng & Jenny Li Zhang, 2023. "Do investors affect financial analysts’ behavior? Evidence from short sellers," Financial Management, Financial Management Association International, vol. 52(1), pages 199-224, March.
    2. Huai-Chun Lo & Chia-Ying Chan, 2023. "Mean reverting in stock ratings distribution," Review of Quantitative Finance and Accounting, Springer, vol. 60(3), pages 1065-1097, April.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Dambra, Michael & Field, Laura Casares & Gustafson, Matthew T. & Pisciotta, Kevin, 2018. "The consequences to analyst involvement in the IPO process: Evidence surrounding the JOBS Act," Journal of Accounting and Economics, Elsevier, vol. 65(2), pages 302-330.
    2. Andreas Charitou & Irene Karamanou, 2020. "Sleeping with the enemy: should investment banks be allowed to engage in prop trading?," Review of Accounting Studies, Springer, vol. 25(2), pages 513-557, June.
    3. Andrew C. Call & Nathan Y. Sharp & Paul A. Wong, 2019. "Changes in analysts’ stock recommendations following regulatory action against their brokerage," Review of Accounting Studies, Springer, vol. 24(4), pages 1184-1213, December.
    4. Altınkılıç, Oya & Balashov, Vadim S. & Hansen, Robert S., 2019. "Investment bank monitoring and bonding of security analysts’ research," Journal of Accounting and Economics, Elsevier, vol. 67(1), pages 98-119.
    5. 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).
    6. Zhao, Chen & Li, Yubin & Govindaraj, Suresh & Zhong, Zhaodong (Ken), 2022. "CDS trading and analyst optimism," The British Accounting Review, Elsevier, vol. 54(4).
    7. Beyer, Anne & Cohen, Daniel A. & Lys, Thomas Z. & Walther, Beverly R., 2010. "The financial reporting environment: Review of the recent literature," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 296-343, December.
    8. Lim, Youngdeok & Kim, Hyungtae, 2019. "Market reaction to optimistic bias in the recommendations of chaebol-affiliated analysts," Journal of Contemporary Accounting and Economics, Elsevier, vol. 15(2), pages 224-242.
    9. 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.
    10. Zhang, Chao & Shrider, David G. & Han, Dun & Wu, Yanran, 2022. "Accurate forecasts attract clients; Biased forecasts keep them happy," International Review of Financial Analysis, Elsevier, vol. 81(C).
    11. Pacelli, Joseph, 2019. "Corporate culture and analyst catering⁎," Journal of Accounting and Economics, Elsevier, vol. 67(1), pages 120-143.
    12. Xu, Nianhang & Jiang, Xuanyu & Chan, Kam C. & Yi, Zhihong, 2013. "Analyst coverage, optimism, and stock price crash risk: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 25(C), pages 217-239.
    13. Ramnath, Sundaresh & Rock, Steve & Shane, Philip, 2008. "The financial analyst forecasting literature: A taxonomy with suggestions for further research," International Journal of Forecasting, Elsevier, vol. 24(1), pages 34-75.
    14. Cheolwoo Lee, 2013. "Analyst firm parent–subsidiary relationship and conflict of interest: evidence from IPO recommendations," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 53(3), pages 763-789, September.
    15. Rees, Lynn & Sharp, Nathan Y. & Wong, Paul A., 2017. "Working on the weekend: Do analysts strategically time the release of their recommendation revisions?," Journal of Corporate Finance, Elsevier, vol. 45(C), pages 104-121.
    16. Juyoun Ryoo & Cheolwoo Lee & Jin Q Jeon, 2020. "Sustainability of Analyst Recommendations in Multiple Lead Underwriter IPOs," Sustainability, MDPI, vol. 12(5), pages 1-36, March.
    17. Mei-Chen Lin & J. Jimmy Yang, 2023. "Do lottery characteristics matter for analysts’ forecast behavior?," Review of Quantitative Finance and Accounting, Springer, vol. 61(3), pages 1057-1091, October.
    18. K. Hung Chan & Ray R. Wang & Ruixin Wang, 2021. "The Macbeth Factor: The Dark Side of Achievement‐driving Analysts," Abacus, Accounting Foundation, University of Sydney, vol. 57(2), pages 325-361, June.
    19. Lawrence D. Brown & Andrew C. Call & Michael B. Clement & Nathan Y. Sharp, 2015. "Inside the “Black Box” of Sell‐Side Financial Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 53(1), pages 1-47, March.
    20. Galanti, Sébastien & Vaubourg, Anne Gaël, 2017. "Optimism bias in financial analysts' earnings forecasts: Do commissions sharing agreements reduce conflicts of interest?," Economic Modelling, Elsevier, vol. 67(C), pages 325-337.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:reaccs:v:27:y:2022:i:2:d:10.1007_s11142-021-09619-3. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.