Abstract
This paper investigates the relationship between CEO stock options and analysts’ earnings forecast accuracy and bias. A higher level of stock options may induce managers to undertake riskier projects, to change and/or reallocate their effort, and to possibly engage in gaming (such as opportunistic earnings and disclosure management). These managerial behaviors result in an increase in the complexity of forecasting and hence, less accurate analysts’ forecasts. Analysts’ optimistic forecast bias may also increase as the level of stock options pay increases. Because forecast complexity increases with stock options pay, analysts, needing greater access to management’s information to produce accurate forecasts, have incentives to increase the optimistic bias in their forecasts. Alternatively, a higher level of stock options pay may lead to improved disclosure because it better aligns managers’ and shareholders’ interests. The improved disclosure, in turn, may result in more accurate and less biased analysts’ forecasts. Our empirical evidence indicates that analysts’ earnings forecast accuracy decreases and forecast optimism increases as the level of CEO stock options increases. This evidence suggests that the incentive alignment effects of stock options are more than offset by the investment, effort allocation and gaming incentives induced by stock options grants to CEOs.
Similar content being viewed by others
Notes
Other reasons for granting stock options are to attract and retain executives, to conserve cash, to reduce reported accounting expense, and to defer taxes.
Although there is evidence relating earnings management to stock options compensation, little is known about whether this earnings management actually results in higher payouts or about its effect on other goals of the firm.
Furthermore, Feltham and Xie (1994) show that, if there are multiple tasks and multiple public signals that are influenced by the manager’s action, it is unlikely that the market price provides an efficient single performance measure. Therefore, overly relying on stock-based compensation may lead to incongruent behavior by CEOs, further increasing the difficulty of the forecasting task.
However, in related research Hribar and Nichols (2007) provide evidence that not controlling for operating volatility increases the risk of over-rejecting the null hypothesis of no earnings management.
Although Aboody and Kasznik (2000) study only fixed schedule awards, we argue that the incentive to maximize the stock options pay by manipulating the stock price at the grant date is present for all stock options awards, and that the incentive is especially strong for firms that make multiple grants in a given year. We note that a large number of our sample firms made multiple grants in the same fiscal year thus increasing this incentive. It is also interesting to note that the stock options award dates are generally not publicly known until the issue of proxy statements which are available only 2–3 months after the fiscal year end (Yermack 1997).
To be consistent with the prior literature on executive pay (Core et al. 1999; Hanlon et al. 2003), we omit financial institutions and agricultural companies. However, for completeness, we also conducted the analysis with these companies included in the sample. Our main conclusions are unaffected by this inclusion.
We repeat all our analyses using 3-month-ahead forecasts to examine the robustness of our results to the forecast horizon. Most results for the three-month forecasts mirror those presented for the nine-month forecasts.
The sample firms represent a variety of industries, with the largest representation being retail (8%), electronic equipment (6.7%), business services (5.3%) and telecommunications (6%).
As a sensitivity check, when using lagged OPTIONS, we delete observations that have a new CEO in the current year. Our main results are robust to deletion of these observations.
Gu (2003) argues that inclusion of earnings level as a control variable will induce spurious relationships between the variable capturing forecast efficiency and other control variables. Our main results are stronger when we exclude earnings level as a control variable.
Prior research on forecast accuracy and bias (e.g., Duru and Reeb 2002) does not control for differences in growth. Our results are robust to the exclusion of GROWTH as a control variable in the regressions.
The variance inflation factors for variables in our main regressions are all below three, indicating that there are no severe multicollinearity problems.
We also estimate the regression without the absolute value of earnings surprise (ABSESUP) that might be mechanically related to accuracy. The main results are not affected by the exclusion of that variable. We note that inclusion of ABSESUP can only weaken the hypothesized relationship between ACCURACY and OPTIONS because ABSESUP is closely related to ACCURACY.
We also estimate the model without earnings surprise (ESUP), negative earnings surprise (NEGESUP), and level of earnings (LEVEARN) that might be mechanically related to bias. The relationship between level of options and bias is not affected by the omission of those variables.
References
Aboody D, Kaznik R (2000) CEO stock option awards and the timing of corporate voluntary disclosures. J Account Econ 29(1):73–100
Aggarwal R, Samwick A (1999) The other side of the trade-off: the impact of risk on executive compensation. J Polit Econ 107:65–105
Atan R, Jasni NR, Shahwan Y (2010) The impact of IFRS 2 “share-based payment” on Malaysian companies. Rev Pacific Basin Financ Markets Policies 13(3):449–468
Bandyopadhyay S, Brown L, Richardson G (1995) Analysts’ use of earnings forecasts in predicting stock returns: forecast horizon effects. Int J Forecast 11:429–445
Banker R, Datar S (1989) Sensitivity, precision, and linear aggregation of signals for performance evaluation. J Account Res 27(1):21–39
Barber B, Lehavy R, McNichols M, Trueman B (2001) Can investors profit from the prophets? Security analyst recommendations and stock returns. J Financ 56:531–563
Bartov E, Mohanram P (2004) Private information, earnings manipulations, and executive stock-option exercises. The Account Rev 79(4):889–920
Bauman MP, Shaw KW (2006) Stock option compensation and the likelihood of meeting analysts’ quarterly earnings targets. Rev Quant Financ Acc 26:301–319
Bergstresser D, Philippon T (2006) CEO incentives and earnings management. J Financ Econ 80:511–529
Bizjak J, Brickley J, Coles J (1993) Stock-based incentive compensation and investment behavior. J Account Econ 16(1–3):349–372
Brown L (2001) A temporal analysis of earnings surprises: Profit vs. losses. J Account Res 39(2):221–241
Bushman R, Indjejikian R (1993) Accounting income, stock price, and managerial compensation. J Account Econ 16(1–3):3–23
Byard D, Li Y, Weintrop J (2006) Corporate governance and the quality of financial analysts’ information. J Account Public Policy 25:609–625
Cao J, Laksmana I (2010) The effect of capital market on the association between R&D spending and CEO option compensation. Rev Quant Financ Acc 34:273–300
Chen CY (2002) Additional evidence on the association between director stock ownership and incentive compensation. Rev Quant Financ Acc 19:21–44
Chen S, Matsumoto D (2006) Favorable versus unfavorable recommendations: the Impact on analyst access to management-provided information. J Account Res 44(5):657–689
Cheng Q, Warfield T (2005) Equity incentives and earnings management. The Account Rev 80(2):441–476
Conger J, Finegold D, Lawler E III (1998) Appraising boardroom performance. Harvard Bus Rev 76:136–148
Core J, Holthausen R, Larcker D (1999) Corporate governance, chief executive officer compensation, and firm performance. J Financ Econ 51(3):371–406
Daily CM, Dalton DR (1997) Separate, but not independent: board leadership structure in large corporations. Corporate Governance: An Int Rev 5(3):126–136
Das S, Levine C, Sivaramakrishnan K (1998) Earnings predictability and bias in analysts’ earnings forecast. The Account Rev 73(2):277–294
Duru A, Reeb D (2002) International diversification and analysts’ forecast accuracy and bias. The Account Rev 77(2):415–433
Eames M, Glover S (2003) Earnings predictability and the direction of analysts’ earnings forecast errors. The Account Rev 78(3):707–724
Easton P, Taylor G, Shroff P, Sougiannis T (2002) Using forecasts of earnings to simultaneously estimate growth and the rate of return on equity investment. J Account Res 40:657–676
Efendi J, Srivastava A, Swanson E (2007) Why do corporate managers misstate financial statements? The role of option compensation and other factors. J Financ Econ 85(3):667–708
Fama E, French K (1997) Industry costs of equity. J Financ Econ 43:153–193
Fama E, MacBeth J (1973) Risk, return and equilibrium: empirical tests. J Polit Econ 81:607–636
Feltham G, Xie J (1994) Performance measure congruity and diversity in multi-task principal/agent relations. The Account Rev 69(3):429–453
Frankel R, Lee C (1998) Accounting valuation, market expectation, and cross-sectional stock returns. J Account Econ 25:283–319
Givoly D, Lakonishok J (1979) The information content of financial analysts’ forecasts of earnings: some evidence on semi-strong efficiency. J Account Econ 1:165–185
Gu Z (2003) Controlling for actual earnings: does it mitigate or create spurious relations in analyst forecast efficiency? Working paper, Carnegie Mellon University
Gu Z, Wu JS (2003) Earnings skewness and analyst forecast bias. J Account Econ 35(1):5–29
Guay W (1999) The sensitivity of CEO wealth to equity risk: an analysis of the magnitude and determinants. J Financ Econ 53:43–71
Hall B (2002) Six challenges in designing equity-based pay. J Appl Corp Finance 15(3):21–33
Hall B, Murphy K (2002) The trouble with stock options. Harvard NOM working paper No. 03-33
Hanlon M, Rajgopal S, Shevlin T (2003) Are executive stock options associated with future earnings? J Account Econ 36:3–43
Ho LCJ, Tsay J (2004) Analysts’ forecasts of Taiwanese firms’ earnings: some empirical evidence. Rev Pacific Basin Financ Markets Policies 7(4):571–597
Holmstrom B, Milgrom P (1991) Multi-task principal–agent analyses: incentive contracts, asset ownership, and job design. J Law Econ Organ 7:24–52
Hribar P, Nichols C (2007) 0 The use of unsigned earnings quality measures in tests of earnings management. J Account Res 45:1017–1053
Imhoff E, Lobo G (1984) Information content of analysts’ composite forecast revisions. J Account Res 22(2):541–554
Ittner C, Lambert R, Larcker D (2003) The structure and performance consequences of equity grants to employees of new economy firms. J Account Econ 34(1–3):89–127
Jegadeesh N, Kim J, Krische S, Lee C (2004) Analyzing the analysts: when do recommendations add value? J Financ 59:1083–1124
Jensen MC (1993) The modern industrial revolution, exit, and the failure of internal control systems. J Financ 48(3):831–880
Ke B, Yu Y (2006) The effect of issuing biased earnings forecasts on analysts’ access to management and survival. J Account Res 44(5):965–999
Klassen K, Mawani A (2000) The impact of financial and tax reporting incentives on option grants to Canadian CEOs. Contemp Account Res 17(2):227–262
Kross W, Ro B, Schroeder D (1990) Earnings expectations: the analysts’ information advantage. The Account Rev 65(2):1124–1131
Lam SS, Chng BF (2006) Do executive stock option grants have value implications for firm performance? Rev Quant Financ Acc 26:249–274
Lambert R (2001) Contracting theory and accounting. J Account Econ 32(3):3–87
Lambert RA, Lanen WN, Larcker DF (1989) Executive stock option plans and corporate dividend policy. J Financ Quant Anal 24:409–425
Lang M, Lundholm R (1996) Corporate disclosure policy and analyst behavior. The Account Rev 71(4):467–493
Lim T (2001) Rationality and analysts’ forecast bias. J Financ 56(1):369–385
Loh R, Mian G (2006) Do accurate earnings forecasts facilitate superior investment recommendations? J Financ Econ 80:455–483
McConnell J, Servaes H (1990) Additional evidence on equity ownership and corporate value. J Financ Econ 27:595–612
Murphy K (1999) Executive compensation. In Ashenfleter O, Card D (eds) Handbook of labor economics. Amsterdam, North Holland
Murphy K (2003) Stock-based pay in new economy firms. J Account Econ 34(1–3):129–147
Philbrick D, Ricks W (1991) Using value line and IBES analyst forecasts in accounting research. J Account Res 29(2):397–417
Rajgopal S, Shevlin T (2002) Empirical evidence on the relation between stock option compensation and risk taking. J Account Econ 33(2):145–171
Ross SA (2004) Compensation, incentives, and the duality of risk aversion and riskiness. J Financ 59(1):207–225
Smith C, Stulz R (1985) The determinants of firms’ hedging policies. J Financ Quant Anal 20:391–405
Smith C, Watts R (1992) The investment opportunity set and corporate financing, dividend, and compensation policies. J Financ Econ 32(3):117–161
Stickel S (1991) Common stock returns surrounding earnings forecast revisions: More puzzling evidence. The Account Rev 66:402–416
Warfield T, Wild J, Wild K (1995) Managerial ownership, accounting choices, and informativeness of earnings. J Account Econ 20:61–91
Xie B, Davidson W, DaDalt P (2003) Earnings management and corporate governance: the role of the board and the audit committee. J Corporate Financ 9:295–316
Yermack D (1997) Good timing: CEO stock option awards and company news announcements. J Financ 52(2):449–476
Acknowledgments
We thank Zhaoyang Gu, Emad Mohd, Mohamed Shehata, K. (Shiva) Sivaramakrishnan, Scott Whisenant, Yoonseok Zang, Jian Zhou, the anonymous reviewers, and workshop participants at the University of Houston, Drexel University, Wilfrid Laurier University, the 2005 American Accounting Association Meeting, the 2005 Canadian Academic Accounting Association Meeting, and the 2005 European Accounting Association Meeting, for helpful comments, and Alper Ozesen and Li Wang for research assistance. We gratefully acknowledge the contribution of Thompson Financial for providing forecast data, available through the Institutional Brokers Estimate System (I/B/E/S). These data have been provided as part of a broad academic program to encourage earnings expectations research. We also thank the Social Sciences and Humanities Research Council of Canada (SSHRC) for their financial support.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Kanagaretnam, K., Lobo, G.J. & Mathieu, R. CEO stock options and analysts’ forecast accuracy and bias. Rev Quant Finan Acc 38, 299–322 (2012). https://doi.org/10.1007/s11156-011-0229-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11156-011-0229-0