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Research Design Issues in Studies Using Discretionary Accruals

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  • Maureen F. McNichols
  • Stephen R. Stubben

Abstract

Because discretionary accruals are known to be noisy proxies of earnings management that often produce biased results, we argue that a correlation between discretionary accruals and a hypothesized factor is generally not an adequate basis for valid inferences about earnings management. In this commentary, we propose and discuss a set of suggestions for improving the research design of studies on earnings management that use discretionary accruals. Specifically, we discuss suggestions for developing predictions about earnings management, choosing among discretionary accrual proxies, estimating discretionary accruals, addressing potential bias in the estimates, and critically evaluating the results obtained.

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  • Maureen F. McNichols & Stephen R. Stubben, 2018. "Research Design Issues in Studies Using Discretionary Accruals," Abacus, Accounting Foundation, University of Sydney, vol. 54(2), pages 227-246, June.
  • Handle: RePEc:bla:abacus:v:54:y:2018:i:2:p:227-246
    DOI: 10.1111/abac.12128
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    1. Petroni, Kathy Ruby, 1992. "Optimistic reporting in the property- casualty insurance industry," Journal of Accounting and Economics, Elsevier, vol. 15(4), pages 485-508, December.
    2. Keith L. Jones & Gopal V. Krishnan & Kevin D. Melendrez, 2008. "Do Models of Discretionary Accruals Detect Actual Cases of Fraudulent and Restated Earnings? An Empirical Analysis," Contemporary Accounting Research, John Wiley & Sons, vol. 25(2), pages 499-531, June.
    3. Jenny Zha Giedt, 2018. "Modelling Receivables and Deferred Revenues to Detect Revenue Management," Abacus, Accounting Foundation, University of Sydney, vol. 54(2), pages 181-209, June.
    4. 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.
    5. Dechow, Patricia & Ge, Weili & Schrand, Catherine, 2010. "Understanding earnings quality: A review of the proxies, their determinants and their consequences," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 344-401, December.
    6. Patricia M. Dechow & Richard G. Sloan & Amy P. Sweeney, 1996. "Causes and Consequences of Earnings Manipulation: An Analysis of Firms Subject to Enforcement Actions by the SEC," Contemporary Accounting Research, John Wiley & Sons, vol. 13(1), pages 1-36, March.
    7. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    8. Collins, Jh & Shackelford, Da & Wahlen, Jm, 1995. "Bank Differences In The Coordination Of Regulatory Capital, Earnings, And Taxes," Journal of Accounting Research, Wiley Blackwell, vol. 33(2), pages 263-291.
    9. Anastasia A. Zakolyukina, 2018. "How Common Are Intentional GAAP Violations? Estimates from a Dynamic Model," Journal of Accounting Research, Wiley Blackwell, vol. 56(1), pages 5-44, March.
    10. Demetris Christodoulou & Le Ma & Andrey Vasnev, 2018. "Inference†in†residuals as an Estimation Method for Earnings Management," Abacus, Accounting Foundation, University of Sydney, vol. 54(2), pages 154-180, June.
    11. Jung Ho Choi, 2021. "Accrual Accounting and Resource Allocation: A General Equilibrium Analysis," Journal of Accounting Research, Wiley Blackwell, vol. 59(4), pages 1179-1219, September.
    12. Andrew B. Jackson, 2018. "Discretionary Accruals: Earnings Management ... or Not?," Abacus, Accounting Foundation, University of Sydney, vol. 54(2), pages 136-153, June.
    13. Christopher S. Armstrong & Alan D. Jagolinzer & David F. Larcker, 2010. "Chief Executive Officer Equity Incentives and Accounting Irregularities," Journal of Accounting Research, Wiley Blackwell, vol. 48(2), pages 225-271, May.
    14. Sweeney, Amy Patricia, 1994. "Debt-covenant violations and managers' accounting responses," Journal of Accounting and Economics, Elsevier, vol. 17(3), pages 281-308, May.
    15. C. Edward Fee & Charles J. Hadlock & Joshua R. Pierce, 2013. "Managers with and without Style: Evidence Using Exogenous Variation," The Review of Financial Studies, Society for Financial Studies, vol. 26(3), pages 567-601.
    16. 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.
    17. 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.
    18. Charles Ham & Nicholas Seybert & Sean Wang, 2018. "Narcissism is a bad sign: CEO signature size, investment, and performance," Review of Accounting Studies, Springer, vol. 23(1), pages 234-264, March.
    19. (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.
    20. Beatty, A & Chamberlain, Sl & Magliolo, J, 1995. "Managing Financial Reports Of Commercial-Banks - The Influence Of Taxes, Regulatory Capital, And Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 33(2), pages 231-261.
    21. Kasznik, R, 1999. "On the association between voluntary disclosure and earnings management," Journal of Accounting Research, Wiley Blackwell, vol. 37(1), pages 57-81.
    22. 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.
    23. 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.
    24. Dan S. Dhaliwal & Cristi A. Gleason & Lillian F. Mills, 2004. "Last†Chance Earnings Management: Using the Tax Expense to Meet Analysts' Forecasts," Contemporary Accounting Research, John Wiley & Sons, vol. 21(2), pages 431-459, June.
    25. 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.
    26. Caylor, Marcus L., 2010. "Strategic revenue recognition to achieve earnings benchmarks," Journal of Accounting and Public Policy, Elsevier, vol. 29(1), pages 82-95, January.
    27. 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.
    28. Beaver, W & Eger, C & Ryan, S & Wolfson, M, 1989. "Financial-Reporting, Supplemental Disclosures, And Bank Share Prices," Journal of Accounting Research, Wiley Blackwell, vol. 27(2), pages 157-178.
    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. Scholes, Myron S & Wilson, G Peter & Wolfson, Mark A, 1990. "Tax Planning, Regulatory Capital Planning, and Financial Reporting Strategy for Commercial Banks," The Review of Financial Studies, Society for Financial Studies, vol. 3(4), pages 625-650.
    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. Charles Ham & Mark Lang & Nicholas Seybert & Sean Wang, 2017. "CFO Narcissism and Financial Reporting Quality," Journal of Accounting Research, Wiley Blackwell, vol. 55(5), pages 1089-1135, December.
    33. Beaver, William H. & Engel, Ellen E., 1996. "Discretionary behavior with respect to allowances for loan losses and the behavior of security prices," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 177-206, October.
    34. Moyer, Susan E., 1990. "Capital adequacy ratio regulations and accounting choices in commercial banks," Journal of Accounting and Economics, Elsevier, vol. 13(2), pages 123-154, July.
    35. 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.
    36. 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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