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Analyst ability and research effort: non-EPS forecast provision as a research quality signal

Author

Listed:
  • Peter F. Pope

    (Bocconi University)

  • Tong Wang

    (Barclays Bank plc)

Abstract

The range of non-EPS forecast types provided by individual analysts to I/B/E/S has increased dramatically over time but varies considerably across firms. We propose that in providing a broader range of forecast types, analysts can signal superior research ability and research effort. Consistent with this hypothesis, we document positive associations between the number of forecast types (NFT) an analyst provides and common proxies for research quality, including earnings forecast accuracy, price target accuracy, stock recommendation profitability, market reactions to stock recommendation revisions, and analyst career outcomes. The effects of NFT are incremental to other quality proxies used in the literature and are distinct from the issuance of specific non-EPS forecast types studied previously (e.g., cash flow forecasts). We demonstrate the information value of NFT to investors by examining the out-of-sample performance of portfolios formed conditional on NFT and exploiting revisions in consensus earnings forecasts and individual analysts’ stock recommendations. We conclude that the number of forecast types an analyst provides for a firm is a readily available proxy for the quality of her research.

Suggested Citation

  • Peter F. Pope & Tong Wang, 2023. "Analyst ability and research effort: non-EPS forecast provision as a research quality signal," Review of Accounting Studies, Springer, vol. 28(3), pages 1263-1315, September.
    • Handle: RePEc:spr:reaccs:v:28:y:2023:i:3:d:10.1007_s11142-023-09791-8
    DOI: 10.1007/s11142-023-09791-8
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    1. Yonca Ertimur & Jayanthi Sunder & Shyam V. Sunder, 2007. "Measure for Measure: The Relation between Forecast Accuracy and Recommendation Profitability of Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 45(3), pages 567-606, June.
    2. Efthimios Demirakos & Norman Strong & Martin Walker, 2010. "Does Valuation Model Choice Affect Target Price Accuracy?," European Accounting Review, Taylor & Francis Journals, vol. 19(1), pages 35-72.
    3. Womack, Kent L, 1996. "Do Brokerage Analysts' Recommendations Have Investment Value?," Journal of Finance, American Finance Association, vol. 51(1), pages 137-167, March.
    4. Roger K. Loh & René M. Stulz, 2011. "When Are Analyst Recommendation Changes Influential?," Review of Financial Studies, Society for Financial Studies, vol. 24(2), pages 593-627.
    5. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    6. Noor A. Hashim & Norman C. Strong, 2018. "Do Analysts’ Cash Flow Forecasts Improve Their Target Price Accuracy?," Contemporary Accounting Research, John Wiley & Sons, vol. 35(4), pages 1816-1842, December.
    7. Pervin K. Shroff & Ramgopal Venkataraman & Baohua Xin, 2014. "Timeliness of Analysts' Forecasts: The Information Content of Delayed Forecasts," Contemporary Accounting Research, John Wiley & Sons, vol. 31(1), pages 202-229, March.
    8. Jin Kyung Choi & Rebecca N. Hann & Musa Subasi & Yue Zheng, 2020. "An Empirical Analysis of Analysts' Capital Expenditure Forecasts: Evidence from Corporate Investment Efficiency," Contemporary Accounting Research, John Wiley & Sons, vol. 37(4), pages 2615-2648, December.
    9. Jarrad Harford & Feng Jiang & Rong Wang & Fei Xie, 2019. "Analyst Career Concerns, Effort Allocation, and Firms’ Information Environment," Review of Financial Studies, Society for Financial Studies, vol. 32(6), pages 2179-2224.
    10. 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.
    11. 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.
    12. 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 1933-1968, October.
    13. 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.
    14. Jacob, John & Lys, Thomas Z. & Neale, Margaret A., 1999. "Expertise in forecasting performance of security analysts," Journal of Accounting and Economics, Elsevier, vol. 28(1), pages 51-82, November.
    15. Cristi A. Gleason & W. Bruce Johnson & Haidan Li, 2013. "Valuation Model Use and the Price Target Performance of Sell†Side Equity Analysts," Contemporary Accounting Research, John Wiley & Sons, vol. 30(1), pages 80-115, March.
    16. Harrison Hong & Jeffrey D. Kubik & Amit Solomon, 2000. "Security Analysts' Career Concerns and Herding of Earnings Forecasts," RAND Journal of Economics, The RAND Corporation, vol. 31(1), pages 121-144, Spring.
    17. Zhi Da & Keejae P. Hong & Sangwoo Lee, 2016. "What Drives Target Price Forecasts and Their Investment Value?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 43(3-4), pages 487-510, March.
    18. 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.
    19. Mikhail, MB & Walther, BR & Willis, RH, 1997. "Do security analysts improve their performance with experience?," Journal of Accounting Research, Wiley Blackwell, vol. 35, pages 131-157.
    20. Clement, Michael B. & Koonce, Lisa & Lopez, Thomas J., 2007. "The roles of task-specific forecasting experience and innate ability in understanding analyst forecasting performance," Journal of Accounting and Economics, Elsevier, vol. 44(3), pages 378-398, December.
    21. Qi Chen & Wei Jiang, 2006. "Analysts' Weighting of Private and Public Information," Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 319-355.
    22. 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.
    23. Dan Givoly & Yifan Li & Ben Lourie & Alexander Nekrasov, 2019. "Key performance indicators as supplements to earnings: Incremental informativeness, demand factors, measurement issues, and properties of their forecasts," Review of Accounting Studies, Springer, vol. 24(4), pages 1147-1183, December.
    24. Scott Richardson & Siew Hong Teoh & Peter D. Wysocki, 2004. "The Walk†down to Beatable Analyst Forecasts: The Role of Equity Issuance and Insider Trading Incentives," Contemporary Accounting Research, John Wiley & Sons, vol. 21(4), pages 885-924, December.
    25. Stickel, Scott E, 1992. "Reputation and Performance among Security Analysts," Journal of Finance, American Finance Association, vol. 47(5), pages 1811-1836, December.
    26. Jung, Boochun & Shane, Philip B. & Sunny Yang, Yanhua, 2012. "Do financial analysts' long-term growth forecasts matter? Evidence from stock recommendations and career outcomes," Journal of Accounting and Economics, Elsevier, vol. 53(1), pages 55-76.
    27. Mikhail, Michael B. & Walther, Beverly R. & Willis, Richard H., 2003. "The effect of experience on security analyst underreaction," Journal of Accounting and Economics, Elsevier, vol. 35(1), pages 101-116, April.
    28. 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.
    29. Christophe, Stephen E. & Ferri, Michael G. & Hsieh, Jim, 2010. "Informed trading before analyst downgrades: Evidence from short sellers," Journal of Financial Economics, Elsevier, vol. 95(1), pages 85-106, January.
    30. Gilles Hilary & Charles Hsu, 2013. "Analyst Forecast Consistency," Journal of Finance, American Finance Association, vol. 68(1), pages 271-297, February.
    31. 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.
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    More about this item

    Keywords

    Analysts; Earnings forecasts; Forecasting ability; I/B/E/S; Price target forecasts; Stock recommendations; Capital market reactions; Analyst career outcomes;
    All these keywords.

    JEL classification:

    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

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