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Modeling the determinants of meet-or-just-beat behavior in distribution discontinuity tests

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  • Byzalov, Dmitri
  • Basu, Sudipta

Abstract

We develop new distribution discontinuity tests conditional on multiple explanatory variables for analyzing meet-or-just-beat behavior around benchmarks. These tests combine Burgstahler and Dichev's (1997) meet-or-just-beat intuition with a flexible statistical model that addresses important limitations of the existing tests. Our method considerably outperforms logit-based tests of distribution discontinuity determinants and changes the interpretation of a major finding in the earnings discontinuity literature. As a secondary benefit, it also has slightly higher statistical power than histogram-based tests of distribution discontinuity existence. Our method is robust, easy to implement using our publicly available Stata command, and could benefit researchers in many fields.

Suggested Citation

  • Byzalov, Dmitri & Basu, Sudipta, 2019. "Modeling the determinants of meet-or-just-beat behavior in distribution discontinuity tests," Journal of Accounting and Economics, Elsevier, vol. 68(2).
    • Handle: RePEc:eee:jaecon:v:68:y:2019:i:2:s0165410119300618
    DOI: 10.1016/j.jacceco.2019.101266
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    1. Feng Gao & Joanna Shuang Wu & Jerold Zimmerman, 2009. "Unintended Consequences of Granting Small Firms Exemptions from Securities Regulation: Evidence from the Sarbanes‐Oxley Act," Journal of Accounting Research, Wiley Blackwell, vol. 47(2), pages 459-506, May.
    2. Mary E. Barth & Wayne R. Landsman & Mark H. Lang, 2008. "International Accounting Standards and Accounting Quality," Journal of Accounting Research, Wiley Blackwell, vol. 46(3), pages 467-498, June.
    3. 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.
    4. Kausar, Asad & Shroff, Nemit & White, Hal, 2016. "Real effects of the audit choice," Journal of Accounting and Economics, Elsevier, vol. 62(1), pages 157-181.
    5. Abel Brodeur & Mathias Lé & Marc Sangnier & Yanos Zylberberg, 2016. "Star Wars: The Empirics Strike Back," American Economic Journal: Applied Economics, American Economic Association, vol. 8(1), pages 1-32, January.
    6. Foong Soon Cheong & Jacob Thomas, 2011. "Why Do EPS Forecast Error and Dispersion Not Vary with Scale? Implications for Analyst and Managerial Behavior," Journal of Accounting Research, Wiley Blackwell, vol. 49(2), pages 359-401, May.
    7. Jacob, John & Jorgensen, Bjorn N., 2007. "Earnings management and accounting income aggregation," Journal of Accounting and Economics, Elsevier, vol. 43(2-3), pages 369-390, July.
    8. Richard Bellman, 1957. "On a Dynamic Programming Approach to the Caterer Problem--I," Management Science, INFORMS, vol. 3(3), pages 270-278, April.
    9. 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.
    10. 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.
    11. Gelman, Andrew & Stern, Hal, 2006. "The Difference Between," The American Statistician, American Statistical Association, vol. 60, pages 328-331, November.
    12. Nicolas P.B. Bollen & Veronika K. Pool, 2009. "Do Hedge Fund Managers Misreport Returns? Evidence from the Pooled Distribution," Journal of Finance, American Finance Association, vol. 64(5), pages 2257-2288, October.
    13. Lyu, Changjiang & Wang, Kemin & Zhang, Frank & Zhang, Xin, 2018. "GDP management to meet or beat growth targets," Journal of Accounting and Economics, Elsevier, vol. 66(1), pages 318-338.
    14. Subramanyam, K. R., 1996. "The pricing of discretionary accruals," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 249-281, October.
    15. David C. Burgstahler & Michael J. Eames, 2003. "Earnings Management to Avoid Losses and Earnings Decreases: Are Analysts Fooled?," Contemporary Accounting Research, John Wiley & Sons, vol. 20(2), pages 253-294, June.
    16. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(3), pages 933-959.
    17. Atanasov, Vladimir & Black, Bernard, 2016. "Shock-Based Causal Inference in Corporate Finance and Accounting Research," Critical Finance Review, now publishers, vol. 5(2), pages 207-304, December.
    18. Das, Somnath & Zhang, Huai, 2003. "Rounding-up in reported EPS, behavioral thresholds, and earnings management," Journal of Accounting and Economics, Elsevier, vol. 35(1), pages 31-50, April.
    19. Raj Chetty & John N. Friedman & Tore Olsen & Luigi Pistaferri, 2011. "Adjustment Costs, Firm Responses, and Micro vs. Macro Labor Supply Elasticities: Evidence from Danish Tax Records," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(2), pages 749-804.
    20. Bernard, Darren & Burgstahler, David & Kaya, Devrimi, 2018. "Size management by European private firms to minimize proprietary costs of disclosure," Journal of Accounting and Economics, Elsevier, vol. 66(1), pages 94-122.
    21. Scott D. Dyreng & William J. Mayew & Katherine Schipper, 2017. "Evidence of Manager Intervention to Avoid Working Capital Deficits," Contemporary Accounting Research, John Wiley & Sons, vol. 34(2), pages 697-725, June.
    22. Stiving, Mark & Winer, Russell S, 1997. "An Empirical Analysis of Price Endings with Scanner Data," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 24(1), pages 57-67, June.
    23. David Hirshleifer & Angie Low & Siew Hong Teoh, 2012. "Are Overconfident CEOs Better Innovators?," Journal of Finance, American Finance Association, vol. 67(4), pages 1457-1498, August.
    24. Leamer, Edward E, 1983. "Let's Take the Con Out of Econometrics," American Economic Review, American Economic Association, vol. 73(1), pages 31-43, March.
    25. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    26. Dechow, Patricia M., 1994. "Accounting earnings and cash flows as measures of firm performance : The role of accounting accruals," Journal of Accounting and Economics, Elsevier, vol. 18(1), pages 3-42, July.
    27. 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.
    28. 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.
    29. Burgstahler, David & Chuk, Elizabeth, 2015. "Do scaling and selection explain earnings discontinuities?," Journal of Accounting and Economics, Elsevier, vol. 60(1), pages 168-186.
    30. (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.
    31. David Burgstahler & Elizabeth Chuk, 2017. "What Have We Learned About Earnings Management? Integrating Discontinuity Evidence," Contemporary Accounting Research, John Wiley & Sons, vol. 34(2), pages 726-749, June.
    32. Eric J. Allen & Patricia M. Dechow & Devin G. Pope & George Wu, 2017. "Reference-Dependent Preferences: Evidence from Marathon Runners," Management Science, INFORMS, vol. 63(6), pages 1657-1672, June.
    33. 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.
    34. Thomas Hemmer & Eva Labro, 2019. "Management by the Numbers: A Formal Approach to Deriving Informational and Distributional Properties of “Unmanaged” Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 57(1), pages 5-51, March.
    35. Henry Lahr, 2014. "An Improved Test for Earnings Management Using Kernel Density Estimation," European Accounting Review, Taylor & Francis Journals, vol. 23(4), pages 559-591, December.
    36. Cindy Durtschi & Peter Easton, 2009. "Earnings Management? Erroneous Inferences Based on Earnings Frequency Distributions," Journal of Accounting Research, Wiley Blackwell, vol. 47(5), pages 1249-1281, December.
    37. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    38. Henrik J. Kleven & Mazhar Waseem, 2013. "Using Notches to Uncover Optimization Frictions and Structural Elasticities: Theory and Evidence from Pakistan," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 669-723.
    39. Ilia D. Dichev & Douglas J. Skinner, 2002. "Large–Sample Evidence on the Debt Covenant Hypothesis," Journal of Accounting Research, Wiley Blackwell, vol. 40(4), pages 1091-1123, September.
    40. Bjorn N. Jorgensen & Yong Gyu Lee & Steve Rock, 2014. "The Shapes of Scaled Earnings Histograms Are Not Due to Scaling and Sample Selection: Evidence from Distributions of Reported Earnings per Share," Contemporary Accounting Research, John Wiley & Sons, vol. 31(2), pages 498-521, June.
    41. Gaver, Jennifer J. & Paterson, Jeffrey S., 2004. "Do insurers manipulate loss reserves to mask solvency problems?," Journal of Accounting and Economics, Elsevier, vol. 37(3), pages 393-416, September.
    42. Kumar Sivakumar & Gregory Waymire, 2003. "Enforceable Accounting Rules and Income Measurement by Early 20th Century Railroads," Journal of Accounting Research, Wiley Blackwell, vol. 41(2), pages 397-432, May.
    43. 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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    2. Naser Makarem & Frank Hong Liu & Lei Chen, 2023. "Evidence that financing decisions contribute to the zero-earnings discontinuity," Review of Quantitative Finance and Accounting, Springer, vol. 60(1), pages 231-257, January.

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    More about this item

    Keywords

    Standardized difference test; Performance benchmark; Bright-line rule; Smooth distribution; Non-linear interpolation; Conditional distribution;
    All these keywords.

    JEL classification:

    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting
    • C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities

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