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Accruals and firm life cycle: Improving regulatory earnings management detection

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  • Almand, Andrew
  • Cantrell, Brett
  • Dickinson, Victoria

Abstract

Regulators have invested considerable energy into developing analytical tools to better detect earnings management. We propose that firms in similar life cycle stages (LCSs) face similar strategic concerns, managerial pressures, growth prospects, etc., and that the commonality in these factors contribute to the “normal” accruals generating process. Consistent with this prediction, we simulate various earnings management conditions and find that accruals models are misspecified in detecting manipulation within particular LCSs; in particular, introduction, shakeout, and decline firms are over-identified as manipulators, while growth and mature firms are under-identified as manipulators when LCS is not used to estimate accruals. Weighted average performance across life cycle stages reveals that LCS estimation of discretionary accruals substantially improves successful detection and reduces Type I errors relative to other grouping alternatives. The combined improvement across both Type I and Type II errors is over 70% for both the modified Jones and discretionary revenue models of accruals-based earnings management.

Suggested Citation

  • Almand, Andrew & Cantrell, Brett & Dickinson, Victoria, 2023. "Accruals and firm life cycle: Improving regulatory earnings management detection," Advances in accounting, Elsevier, vol. 60(C).
  • Handle: RePEc:eee:advacc:v:60:y:2023:i:c:s0882611023000019
    DOI: 10.1016/j.adiac.2023.100642
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    1. Allen, Eric J. & Larson, Chad R. & Sloan, Richard G., 2013. "Accrual reversals, earnings and stock returns," Journal of Accounting and Economics, Elsevier, vol. 56(1), pages 113-129.
    2. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    3. Daniel Cohen & Shailendra Pandit & Charles E. Wasley & Tzachi Zach, 2020. "Measuring Real Activity Management†," Contemporary Accounting Research, John Wiley & Sons, vol. 37(2), pages 1172-1198, June.
    4. William R. Gebhardt & Charles M. C. Lee & Bhaskaran Swaminathan, 2001. "Toward an Implied Cost of Capital," Journal of Accounting Research, Wiley Blackwell, vol. 39(1), pages 135-176, June.
    5. Healy, P, 1996. "Discussion of a market-based evaluation of discretionary accrual models," Journal of Accounting Research, Wiley Blackwell, vol. 34, pages 107-115.
    6. Subramanyam, K. R., 1996. "The pricing of discretionary accruals," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 249-281, October.
    7. Lewellen, Jonathan & Resutek, Robert J., 2019. "Why do accruals predict earnings?," Journal of Accounting and Economics, Elsevier, vol. 67(2), pages 336-356.
    8. Kang, Sh & Sivaramakrishnan, K, 1995. "Issues In Testing Earnings Management And An Instrumental Variable Approach," Journal of Accounting Research, Wiley Blackwell, vol. 33(2), pages 353-367.
    9. Brett W. Cantrell & Victoria Dickinson, 2020. "Conditional Life Cycle: An Examination of Operating Performance for Leaders and Laggards," Management Science, INFORMS, vol. 66(1), pages 433-451, January.
    10. 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.
    11. Ecker, Frank & Francis, Jennifer & Olsson, Per & Schipper, Katherine, 2013. "Estimation sample selection for discretionary accruals models," Journal of Accounting and Economics, Elsevier, vol. 56(2), pages 190-211.
    12. Tatiana Fedyk & Zvi Singer & Theodore Sougiannis, 2020. "The Accrual Anomaly: Accrual Originations, Accrual Reversals, and Resolution of Uncertainty," Contemporary Accounting Research, John Wiley & Sons, vol. 37(2), pages 885-916, June.
    13. Patricia M. Dechow & Amy P. Hutton & Jung Hoon Kim & Richard G. Sloan, 2012. "Detecting Earnings Management: A New Approach," Journal of Accounting Research, Wiley Blackwell, vol. 50(2), pages 275-334, May.
    14. 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.
    15. 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.
    16. Xie, Xinmei & Chang, Yu-Shan & Shiue, Min-Jeng, 2022. "Corporate life cycle, family firms, and earnings management: Evidence from Taiwan," Advances in accounting, Elsevier, vol. 56(C).
    17. Bagnoli, Mark & Watts, Susan G., 2000. "The effect of relative performance evaluation on earnings management: a game-theoretic approach," Journal of Accounting and Public Policy, Elsevier, vol. 19(4-5), pages 377-397.
    18. DeFond, Mark L. & Jiambalvo, James, 1994. "Debt covenant violation and manipulation of accruals," Journal of Accounting and Economics, Elsevier, vol. 17(1-2), pages 145-176, January.
    19. Anup Srivastava, 2019. "Improving the measures of real earnings management," Review of Accounting Studies, Springer, vol. 24(4), pages 1277-1316, December.
    20. Patricia M. Fairfield & Sundaresh Ramnath & Teri Lombardi Yohn, 2009. "Do Industry‐Level Analyses Improve Forecasts of Financial Performance?," Journal of Accounting Research, Wiley Blackwell, vol. 47(1), pages 147-178, March.
    21. 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.
    22. Paul Hribar & Nir Yehuda, 2015. "The Mispricing of Cash Flows and Accruals at Different Life†Cycle Stages," Contemporary Accounting Research, John Wiley & Sons, vol. 32(3), pages 1053-1072, September.
    23. Shahzad, Farrukh & Lu, Jing & Fareed, Zeeshan, 2019. "Does firm life cycle impact corporate risk taking and performance?," Journal of Multinational Financial Management, Elsevier, vol. 51(C), pages 23-44.
    24. Bernard, Victor L. & Skinner, Douglas J., 1996. "What motivates managers' choice of discretionary accruals?," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 313-325, October.
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    More about this item

    Keywords

    Accruals; Life cycle; Earnings management; Misspecification;
    All these keywords.

    JEL classification:

    • L21 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Business Objectives of the Firm
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

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