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Predicting earnings management: A nonlinear approach

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  • Wu, Ruei-Shian

Abstract

This study compares conventional linear and nonlinear accrual models to evaluate their ability to predict earnings management when applied to firm experiencing different performance levels. Linear models, which ignore the nonlinear relation between performance and accruals, result in measurement errors and, in turn, biased inferences. Using financial restatement as a proxy for earnings management, I show that a nonlinear expense-related model is best-specified and enhances the reliability of inferences in earnings management issues. The results echo the increasing cost- or expense-related earnings management after July 2002. When firms engage in downward earnings management after the passage of the SOX Act, the other models are also statistically reliable.

Suggested Citation

  • Wu, Ruei-Shian, 2014. "Predicting earnings management: A nonlinear approach," International Review of Economics & Finance, Elsevier, vol. 30(C), pages 1-25.
  • Handle: RePEc:eee:reveco:v:30:y:2014:i:c:p:1-25
    DOI: 10.1016/j.iref.2013.11.001
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    1. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    2. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W, 1994. "Contrarian Investment, Extrapolation, and Risk," Journal of Finance, American Finance Association, vol. 49(5), pages 1541-1578, December.
    3. Guay, WR & Kothari, SP & Watts, RL, 1996. "A market-based evaluation of discretionary accrual models," Journal of Accounting Research, Wiley Blackwell, vol. 34, pages 83-105.
    4. Ray Ball & Lakshmanan Shivakumar, 2006. "The Role of Accruals in Asymmetrically Timely Gain and Loss Recognition," Journal of Accounting Research, Wiley Blackwell, vol. 44(2), pages 207-242, May.
    5. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    6. DeAngelo, Harry & DeAngelo, Linda & Skinner, Douglas J., 1994. "Accounting choice in troubled companies," Journal of Accounting and Economics, Elsevier, vol. 17(1-2), pages 113-143, January.
    7. Kothari, S.P. & Leone, Andrew J. & Wasley, Charles E., 2005. "Performance matched discretionary accrual measures," Journal of Accounting and Economics, Elsevier, vol. 39(1), pages 163-197, February.
    8. Guay, W. & Kothari, S.P. & Watts, R.L., 1996. "A Market-Based Evaluation of Discretionary-Accrual Models," Papers 96-01, Rochester, Business - Financial Research and Policy Studies.
    9. Rees, L & Gill, S & Gore, R, 1996. "An investigation of asset write-downs and concurrent abnormal accruals," Journal of Accounting Research, Wiley Blackwell, vol. 34, pages 157-169.
    10. Paul Hribar & Daniel W. Collins, 2002. "Errors in Estimating Accruals: Implications for Empirical Research," Journal of Accounting Research, Wiley Blackwell, vol. 40(1), pages 105-134, March.
    11. Bartov, Eli & Gul, Ferdinand A. & Tsui, J.S.L.Judy S. L., 2000. "Discretionary-accruals models and audit qualifications," Journal of Accounting and Economics, Elsevier, vol. 30(3), pages 421-452, December.
    12. Beneish, Messod D., 1997. "Detecting GAAP violation: implications for assessing earnings management among firms with extreme financial performance," Journal of Accounting and Public Policy, Elsevier, vol. 16(3), pages 271-309.
    13. Debra Jeter & Lakshmanan Shivakumar, 1999. "Cross-sectional estimation of abnormal accruals using quarterly and annual data: effectiveness in detecting event-specific earnings management," Accounting and Business Research, Taylor & Francis Journals, vol. 29(4), pages 299-319.
    14. Holthausen, Robert W. & Larcker, David F. & Sloan, Richard G., 1995. "Annual bonus schemes and the manipulation of earnings," Journal of Accounting and Economics, Elsevier, vol. 19(1), pages 29-74, February.
    15. Cheng, Louis T.W. & Davidson III, Wallace N. & Leung, T.Y., 2011. "Insider trading returns and dividend signals," International Review of Economics & Finance, Elsevier, vol. 20(3), pages 421-429, June.
    16. 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.
    17. 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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    Cited by:

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    3. Hu, May & Muhammad, Abdul & Yang, Jingjing, 2022. "Ownership concentration, modified audit opinion, and auditor switch: New evidence and method," The North American Journal of Economics and Finance, Elsevier, vol. 61(C).

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