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The nexus between CEO incentives and analysts' earnings forecasts

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  • Emmanuel Mamatzakis
  • Anna Bagntasarian

Abstract

In this paper, we examine the nexus between analysts' forecasts and CEO incentives over different forecasting horizons. We assemble a unique analyst‐level sample for US firms covering the period between 1992 and 2015 from three different databases that provide information for CEO incentives and analysts' characteristics. Panel regression results reveal significant effect of CEO incentives and analysts' characteristics on the forecast accuracy of the latter. The reported results suggest that CEO incentives driven by high compensation, restricted stock holdings and stock ownership can correct analysts' optimism, whereas CEO bonus and sensitivity to changes in firm's value exacerbate analysts' optimism. We further examine how CEO incentives affect the impact of earnings management on analysts' forecasts. Results show that CEO incentives can augment the effect of earnings management on analysts' forecasts with CEO bonus being the most deteriorating factor. Our findings also indicate that experienced analysts are more optimistic in their forecasts, while higher forecast frequency can correct this optimism. We further show whether regulations affect forecasts.

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  • Emmanuel Mamatzakis & Anna Bagntasarian, 2021. "The nexus between CEO incentives and analysts' earnings forecasts," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 6205-6248, October.
    • Handle: RePEc:wly:ijfiec:v:26:y:2021:i:4:p:6205-6248
    DOI: 10.1002/ijfe.2117
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    1. Gong, Guojin & Li, Laura Yue & Yin, Huifang, 2019. "Relative performance evaluation and the timing of earnings release," Journal of Accounting and Economics, Elsevier, vol. 67(2), pages 358-386.
    2. Ning Du & David V. Budescu, 2018. "How (Over) Confident Are Financial Analysts?," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 19(3), pages 308-318, July.
    3. Shleifer, Andrei & Vishny, Robert W., 1989. "Management entrenchment : The case of manager-specific investments," Journal of Financial Economics, Elsevier, vol. 25(1), pages 123-139, November.
    4. Mary E. Barth & Wayne R. Landsman & Mark H. Lang, 2008. "International Accounting Standards and Accounting Quality," Journal of Accounting Research, Wiley Blackwell, vol. 46(3), pages 467-498, June.
    5. Pawel Bilinski, 2014. "Do Analysts Disclose Cash Flow Forecasts with Earnings Estimates when Earnings Quality is Low?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 41(3-4), pages 401-434, April.
    6. Brian J. Hall & Kevin J. Murphy, 2003. "The Trouble with Stock Options," Journal of Economic Perspectives, American Economic Association, vol. 17(3), pages 49-70, Summer.
    7. Benjamin E. Hermalin & Michael S. Weisbach, 2012. "Information Disclosure and Corporate Governance," Journal of Finance, American Finance Association, vol. 67(1), pages 195-234, February.
    8. Jeremy C. Stein, 1989. "Efficient Capital Markets, Inefficient Firms: A Model of Myopic Corporate Behavior," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 104(4), pages 655-669.
    9. Robert M. Bushman & Alina Lerman & X. Frank Zhang, 2016. "The Changing Landscape of Accrual Accounting," Journal of Accounting Research, Wiley Blackwell, vol. 54(1), pages 41-78, March.
    10. Ray Ball, 2009. "Market and Political/Regulatory Perspectives on the Recent Accounting Scandals," Journal of Accounting Research, Wiley Blackwell, vol. 47(2), pages 277-323, May.
    11. Lawrence D. Brown, 2001. "A Temporal Analysis of Earnings Surprises: Profits versus Losses," Journal of Accounting Research, Wiley Blackwell, vol. 39(2), pages 221-241, September.
    12. 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.
    13. James G. Combs & David J. Ketchen & Alexa A. Perryman & Maura S. Donahue, 2007. "The Moderating Effect of CEO Power on the Board Composition–Firm Performance Relationship," Journal of Management Studies, Wiley Blackwell, vol. 44(8), pages 1299-1323, December.
    14. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    15. 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.
    16. Carr Bettis & John Bizjak & Jeffrey Coles & Swaminathan Kalpathy, 2010. "Stock and Option Grants with Performance-based Vesting Provisions," Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3849-3888, October.
    17. Chauvin, Keith W. & Shenoy, Catherine, 2001. "Stock price decreases prior to executive stock option grants," Journal of Corporate Finance, Elsevier, vol. 7(1), pages 53-76, March.
    18. Steven A. Frankforter & Shawn L. Berman & Thomas M. Jones, 2000. "Boards of Directors and Shark Repellents:Assessing the Value of an Agency Theory Perspective," Journal of Management Studies, Wiley Blackwell, vol. 37(3), pages 321-348, May.
    19. Liu, Sun, 2017. "The impact of equity incentive plans on analysts’ earnings forecasts and stock recommendations for Chinese listed firms: An empirical study," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 29(C), pages 1-13.
    20. Anna Dodonova & Yuri Khoroshilov, 2006. "Optimal Incentive Contracts for Loss‐Averse Managers: Stock Options versus Restricted Stock Grants," The Financial Review, Eastern Finance Association, vol. 41(4), pages 451-482, November.
    21. James H. Irving & Wayne R. Landsman & Bradley P. Lindsey, 2011. "The Valuation Differences Between Stock Option and Restricted Stock Grants for US Firms," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 38(3-4), pages 395-412, April.
    22. Guay, Wayne R. & Kepler, John D. & Tsui, David, 2019. "The role of executive cash bonuses in providing individual and team incentives," Journal of Financial Economics, Elsevier, vol. 133(2), pages 441-471.
    23. Trueman, Brett, 1994. "Analyst Forecasts and Herding Behavior," Review of Financial Studies, Society for Financial Studies, vol. 7(1), pages 97-124.
    24. Chan, Lilian H. & Chen, Kevin C.W. & Chen, Tai-Yuan & Yu, Yangxin, 2012. "The effects of firm-initiated clawback provisions on earnings quality and auditor behavior," Journal of Accounting and Economics, Elsevier, vol. 54(2), pages 180-196.
    25. Steven A. Frankforter, 2000. "Boards of Directors and Shark Repellents:Assessing the Value of an Agency Theory Perspective," Journal of Management Studies, Wiley Blackwell, vol. 37, pages 321-348, May.
    26. 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.
    27. Clarke, Jonathan & Subramanian, Ajay, 2006. "Dynamic forecasting behavior by analysts: Theory and evidence," Journal of Financial Economics, Elsevier, vol. 80(1), pages 81-113, April.
    28. 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.
    29. Brian J. Hall & Kevin J. Murphy, 2003. "The Trouble with Stock Options," NBER Working Papers 9784, National Bureau of Economic Research, Inc.
    30. 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.
    31. Gorm Gabrielsen & Jeffrey D. Gramlich & Thomas Plenborg, 2002. "Managerial Ownership, Information Content of Earnings, and Discretionary Accruals in a Non–US Setting," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 29(7‐8), pages 967-988.
    32. Ed Dehaan & Frank Hodge & Terry Shevlin, 2013. "Does Voluntary Adoption of a Clawback Provision Improve Financial Reporting Quality?," Contemporary Accounting Research, John Wiley & Sons, vol. 30(3), pages 1027-1062, September.
    33. 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.
    34. S. P. Kothari & Susan Shu & Peter D. Wysocki, 2009. "Do Managers Withhold Bad News?," Journal of Accounting Research, Wiley Blackwell, vol. 47(1), pages 241-276, March.
    35. Abarbanell, Jeffery & Lehavy, Reuven, 2003. "Biased forecasts or biased earnings? The role of reported earnings in explaining apparent bias and over/underreaction in analysts' earnings forecasts," Journal of Accounting and Economics, Elsevier, vol. 36(1-3), pages 105-146, December.
    36. Dechun Wang, 2006. "Founding Family Ownership and Earnings Quality," Journal of Accounting Research, Wiley Blackwell, vol. 44(3), pages 619-656, June.
    37. Graham, John R. & Harvey, Campbell R. & Rajgopal, Shiva, 2005. "The economic implications of corporate financial reporting," Journal of Accounting and Economics, Elsevier, vol. 40(1-3), pages 3-73, December.
    38. 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.
    39. Byard, Donal & Li, Ying & Weintrop, Joseph, 2006. "Corporate governance and the quality of financial analysts' information," Journal of Accounting and Public Policy, Elsevier, vol. 25(5), pages 609-625.
    40. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    41. Aboody, David & Kasznik, Ron, 2000. "CEO stock option awards and the timing of corporate voluntary disclosures," Journal of Accounting and Economics, Elsevier, vol. 29(1), pages 73-100, February.
    42. Scharfstein, David S & Stein, Jeremy C, 1990. "Herd Behavior and Investment," American Economic Review, American Economic Association, vol. 80(3), pages 465-479, June.
    43. David Burgstahler & Michael Eames, 2006. "Management of Earnings and Analysts' Forecasts to Achieve Zero and Small Positive Earnings Surprises," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(5-6), pages 633-652.
    44. 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.
    45. Yu, Minna, 2010. "Analyst forecast properties, analyst following and governance disclosures: A global perspective," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 19(1), pages 1-15.
    46. Bergstresser, Daniel & Philippon, Thomas, 2006. "CEO incentives and earnings management," Journal of Financial Economics, Elsevier, vol. 80(3), pages 511-529, June.
    47. Burns, Natasha & Kedia, Simi, 2006. "The impact of performance-based compensation on misreporting," Journal of Financial Economics, Elsevier, vol. 79(1), pages 35-67, January.
    48. Ulf Von Lilienfeld-Toal & Stefan Ruenzi, 2014. "CEO Ownership, Stock Market Performance, and Managerial Discretion," Journal of Finance, American Finance Association, vol. 69(3), pages 1013-1050, June.
    49. Bartov, Eli & Givoly, Dan & Hayn, Carla, 2002. "The rewards to meeting or beating earnings expectations," Journal of Accounting and Economics, Elsevier, vol. 33(2), pages 173-204, June.
    50. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    51. Farrell, Kathleen A. & Whidbee, David A., 2003. "Impact of firm performance expectations on CEO turnover and replacement decisions," Journal of Accounting and Economics, Elsevier, vol. 36(1-3), pages 165-196, December.
    52. Butler, Kc & Lang, Lhp, 1991. "The Forecast Accuracy Of Individual Analysts - Evidence Of Systematic Optimism And Pessimism," Journal of Accounting Research, Wiley Blackwell, vol. 29(1), pages 150-156.
    53. Efendi, Jap & Srivastava, Anup & Swanson, Edward P., 2007. "Why do corporate managers misstate financial statements? The role of option compensation and other factors," Journal of Financial Economics, Elsevier, vol. 85(3), pages 667-708, September.
    54. Mauri, Alfredo J. & Lin, Jing & Neiva De Figueiredo, João, 2013. "The influence of strategic patterns of internationalization on the accuracy and bias of earnings forecasts by financial analysts," International Business Review, Elsevier, vol. 22(4), pages 725-735.
    55. Leuz, Christian & Nanda, Dhananjay & Wysocki, Peter D., 2003. "Earnings management and investor protection: an international comparison," Journal of Financial Economics, Elsevier, vol. 69(3), pages 505-527, September.
    56. Gu, Zhaoyang & Wu, Joanna Shuang, 2003. "Earnings skewness and analyst forecast bias," Journal of Accounting and Economics, Elsevier, vol. 35(1), pages 5-29, April.
    57. (Xuefeng) Jiang, John & Petroni, Kathy R. & Yanyan Wang, Isabel, 2010. "CFOs and CEOs: Who have the most influence on earnings management?," Journal of Financial Economics, Elsevier, vol. 96(3), pages 513-526, June.
    58. Mary E. Barth & Greg Clinch & Doron Israeli, 2016. "What do accruals tell us about future cash flows?," Review of Accounting Studies, Springer, vol. 21(3), pages 768-807, September.
    59. David Burgstahler & Michael Eames, 2006. "Management of Earnings and Analysts' Forecasts to Achieve Zero and Small Positive Earnings Surprises," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(5‐6), pages 633-652, June.
    60. Ron Kasznik & Maureen F. McNichols, 2002. "Does Meeting Earnings Expectations Matter? Evidence from Analyst Forecast Revisions and Share Prices," Journal of Accounting Research, Wiley Blackwell, vol. 40(3), pages 727-759, June.
    61. Kris Boudt & Peter Goeij & James Thewissen & Geert Van Campenhout & Anne Wyatt, 2015. "Analysts' forecast error: a robust prediction model and its short-term trading profitability," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 55(3), pages 683-715, September.
    62. Vivek Mande & Myungsoo Son, 2012. "CEO Centrality and Meeting or Beating Analysts’ Earnings Forecasts," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 39(1-2), pages 82-112, January.
    63. Cohen, Daniel A. & Lys, Thomas Z., 2003. "A note on analysts' earnings forecast errors distribution," Journal of Accounting and Economics, Elsevier, vol. 36(1-3), pages 147-164, December.
    64. Cohen, Daniel A. & Zarowin, Paul, 2010. "Accrual-based and real earnings management activities around seasoned equity offerings," Journal of Accounting and Economics, Elsevier, vol. 50(1), pages 2-19, May.
    65. Bennett, Benjamin & Bettis, J. Carr & Gopalan, Radhakrishnan & Milbourn, Todd, 2017. "Compensation goals and firm performance," Journal of Financial Economics, Elsevier, vol. 124(2), pages 307-330.
    66. Gauri Bhat & Ole‐Kristian Hope & Tony Kang, 2006. "Does corporate governance transparency affect the accuracy of analyst forecasts?," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 46(5), pages 715-732, December.
    67. Gorm Gabrielsen & Jeffrey D. Gramlich & Thomas Plenborg, 2002. "Managerial Ownership, Information Content of Earnings, and Discretionary Accruals in a Non-US Setting," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 29(7&8), pages 967-988.
    68. Adut, Davit & Duru, Augustine & Galpin, Wendy Liu, 2011. "The role of corporate governance in meeting or beating analysts' forecast," Journal of Accounting and Public Policy, Elsevier, vol. 30(2), pages 188-198, March.
    69. Warfield, Terry D. & Wild, John J. & Wild, Kenneth L., 1995. "Managerial ownership, accounting choices, and informativeness of earnings," Journal of Accounting and Economics, Elsevier, vol. 20(1), pages 61-91, July.
    70. Lustgarten, Steven & Mande, Vivek, 1995. "Financial analysts' earnings forecasts and insider trading," Journal of Accounting and Public Policy, Elsevier, vol. 14(3), pages 233-261.
    71. Mark T. Bradshaw & Scott A. Richardson & Richard G. Sloan, 2001. "Do Analysts and Auditors Use Information in Accruals?," Journal of Accounting Research, Wiley Blackwell, vol. 39(1), pages 45-74, June.
    72. 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.
    73. Kiridaran Kanagaretnam & Gerald Lobo & Robert Mathieu, 2012. "CEO stock options and analysts’ forecast accuracy and bias," Review of Quantitative Finance and Accounting, Springer, vol. 38(3), pages 299-322, April.
    74. 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.
    75. Friesen, Geoffrey & Weller, Paul A., 2006. "Quantifying cognitive biases in analyst earnings forecasts," Journal of Financial Markets, Elsevier, vol. 9(4), pages 333-365, November.
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