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The frequency and magnitude of earnings management: Time-series and multi-threshold comparisons

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  • Chen, Shaw K.
  • Lin, Bing-Xuan
  • Wang, Yaping
  • Wu, Liansheng

Abstract

We measure the frequency and magnitude of earnings management assuming earnings follow a mixed-normal distribution. We show that the frequency of earnings management is the highest when firms try to meet analysts' forecasted earnings and furthermore the trend is magnified in recent years. Additionally, more firms manage earnings to avoid earnings decreases rather than to avoid negative earnings. Furthermore, the magnitude of earnings management is the greatest when firms try to avoid earnings decreases. Earnings managements to avoid negative and decreased earnings are lower in recent years, and the magnitude of earnings management to meet forecasted earnings became dominant after 2001.

Suggested Citation

  • Chen, Shaw K. & Lin, Bing-Xuan & Wang, Yaping & Wu, Liansheng, 2010. "The frequency and magnitude of earnings management: Time-series and multi-threshold comparisons," International Review of Economics & Finance, Elsevier, vol. 19(4), pages 671-685, October.
  • Handle: RePEc:eee:reveco:v:19:y:2010:i:4:p:671-685
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    as
    1. Agarwal, Sumit & Chomsisengphet, Souphala & Liu, Chunlin & Ghon Rhee, S., 2007. "Earnings management behaviors under different economic environments: Evidence from Japanese banks," International Review of Economics & Finance, Elsevier, vol. 16(3), pages 429-443.
    2. Ittner, Christopher D. & Lambert, Richard A. & Larcker, David F., 2003. "The structure and performance consequences of equity grants to employees of new economy firms," Journal of Accounting and Economics, Elsevier, vol. 34(1-3), pages 89-127, January.
    3. Hall, Brian J. & Murphy, Kevin J., 2002. "Stock options for undiversified executives," Journal of Accounting and Economics, Elsevier, vol. 33(1), pages 3-42, February.
    4. Louis, Henock, 2004. "Earnings management and the market performance of acquiring firms," Journal of Financial Economics, Elsevier, vol. 74(1), pages 121-148, October.
    5. Murphy, Kevin J., 2003. "Stock-based pay in new economy firms," Journal of Accounting and Economics, Elsevier, vol. 34(1-3), pages 129-147, January.
    6. Sweeney, Amy Patricia, 1994. "Debt-covenant violations and managers' accounting responses," Journal of Accounting and Economics, Elsevier, vol. 17(3), pages 281-308, May.
    7. DeAngelo, Linda Elizabeth, 1988. "Managerial competition, information costs, and corporate governance : The use of accounting performance measures in proxy contests," Journal of Accounting and Economics, Elsevier, vol. 10(1), pages 3-36, January.
    8. De Bondt, Werner F M & Thaler, Richard H, 1990. "Do Security Analysts Overreact?," American Economic Review, American Economic Association, vol. 80(2), pages 52-57, May.
    9. Shen, Chung-Hua & Chih, Hsiang-Lin, 2005. "Investor protection, prospect theory, and earnings management: An international comparison of the banking industry," Journal of Banking & Finance, Elsevier, vol. 29(10), pages 2675-2697, October.
    10. Cindy Durtschi & Peter Easton, 2005. "Earnings Management? The Shapes of the Frequency Distributions of Earnings Metrics Are Not Evidence Ipso Facto," Journal of Accounting Research, Wiley Blackwell, vol. 43(4), pages 557-592, September.
    11. Barth, ME & Elliott, JA & Finn, MW, 1999. "Market rewards associated with patterns of increasing earnings," Journal of Accounting Research, Wiley Blackwell, vol. 37(2), pages 387-413.
    12. 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.
    13. 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.
    14. DuCharme, Larry L. & Malatesta, Paul H. & Sefcik, Stephan E., 2004. "Earnings management, stock issues, and shareholder lawsuits," Journal of Financial Economics, Elsevier, vol. 71(1), pages 27-49, January.
    15. Mark C. Anderson & Rajiv D. Banker & Sury Ravindran, 2000. "Executive Compensation in the Information Technology Industry," Management Science, INFORMS, vol. 46(4), pages 530-547, April.
    16. Siew Hong Teoh & T. J. Wong, 2002. "Why New Issues and High-Accrual Firms Underperform: The Role of Analysts' Credulity," The Review of Financial Studies, Society for Financial Studies, vol. 15(3), pages 869-900.
    17. Dubin, Robin A., 1992. "Spatial autocorrelation and neighborhood quality," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 433-452, September.
    18. Kim, Yongtae & Park, Myung Seok, 2005. "Pricing of Seasoned Equity Offers and Earnings Management," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(2), pages 435-463, June.
    19. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    20. Qi Chen & Wei Jiang, 2006. "Analysts' Weighting of Private and Public Information," The Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 319-355.
    21. 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.
    22. Burgstahler, David & Dichev, Ilia, 1997. "Earnings management to avoid earnings decreases and losses," Journal of Accounting and Economics, Elsevier, vol. 24(1), pages 99-126, December.
    23. repec:bla:jfinan:v:53:y:1998:i:6:p:1935-1974 is not listed on IDEAS
    24. Dechow, Patricia M. & Sloan, Richard G., 1991. "Executive incentives and the horizon problem : An empirical investigation," Journal of Accounting and Economics, Elsevier, vol. 14(1), pages 51-89, March.
    25. Degeorge, Francois & Patel, Jayendu & Zeckhauser, Richard, 1999. "Earnings Management to Exceed Thresholds," The Journal of Business, University of Chicago Press, vol. 72(1), pages 1-33, January.
    26. DeAngelo, Harry & DeAngelo, Linda & Skinner, Douglas J., 1996. "Reversal of fortune Dividend signaling and the disappearance of sustained earnings growth," Journal of Financial Economics, Elsevier, vol. 40(3), pages 341-371, March.
    27. Teoh, Siew Hong & Welch, Ivo & Wong, T. J., 1998. "Earnings management and the underperformance of seasoned equity offerings," Journal of Financial Economics, Elsevier, vol. 50(1), pages 63-99, October.
    28. Gaver, Jennifer J. & Gaver, Kenneth M. & Austin, Jeffrey R., 1995. "Additional evidence on bonus plans and income management," Journal of Accounting and Economics, Elsevier, vol. 19(1), pages 3-28, February.
    29. Healy, Paul M. & Palepu, Krishna G., 1990. "Effectiveness of accounting-based dividend covenants," Journal of Accounting and Economics, Elsevier, vol. 12(1-3), pages 97-123, January.
    30. Akinobu Shuto, 2005. "Earnings Management to Exceed the Threshold: A Comparative Analysis of Consolidated and Parent-only Earnings," Discussion Paper Series 224, Research Institute for Economics & Business Administration, Kobe University, revised Jul 2008.
    31. McNichols, Maureen F., 2000. "Research design issues in earnings management studies," Journal of Accounting and Public Policy, Elsevier, vol. 19(4-5), pages 313-345.
    32. Rangan, Srinivasan, 1998. "Earnings management and the performance of seasoned equity offerings," Journal of Financial Economics, Elsevier, vol. 50(1), pages 101-122, October.
    33. X. Frank Zhang, 2006. "Information Uncertainty and Analyst Forecast Behavior," Contemporary Accounting Research, John Wiley & Sons, vol. 23(2), pages 565-590, June.
    34. Healy, Paul M., 1985. "The effect of bonus schemes on accounting decisions," Journal of Accounting and Economics, Elsevier, vol. 7(1-3), pages 85-107, April.
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