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Income Classification Shifting and Financial Analysts’ Forecasts

Author

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  • Shanshan Pan

    (University of Houston-Clear Lake, 2700 Bay Area Boulevard, Houston, TX 77058, USA)

  • Michael Lacina

    (University of Houston-Clear Lake, 2700 Bay Area Boulevard, Houston, TX 77058, USA)

  • Haeyoung Shin

    (University of Houston-Clear Lake, 2700 Bay Area Boulevard, Houston, TX 77058, USA)

Abstract

Income classification shifting involves misclassifying core expenses into non-core items to boost core earnings. Managers engage in classification shifting because they believe they can manage the perceptions of investors and financial analysts. We examine analysts’ earnings forecasts to determine whether analysts can identify classification shifting ex post and how they respond to shifted income statement components. Analysts play a role as information intermediaries between firms and investors. We find that analysts respond less to increased core earnings from classification shifting. However, analysts fail to gauge the full impact of classification shifting, leading to more optimistically biased and less accurate forecasts.

Suggested Citation

  • Shanshan Pan & Michael Lacina & Haeyoung Shin, 2019. "Income Classification Shifting and Financial Analysts’ Forecasts," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 22(02), pages 1-48, June.
    • Handle: RePEc:wsi:rpbfmp:v:22:y:2019:i:02:n:s0219091519500103
    DOI: 10.1142/S0219091519500103
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    as
    1. Lin, Hsiou-wei & McNichols, Maureen F., 1998. "Underwriting relationships, analysts' earnings forecasts and investment recommendations," Journal of Accounting and Economics, Elsevier, vol. 25(1), pages 101-127, February.
    2. Doyle, Jeffrey T. & Jennings, Jared N. & Soliman, Mark T., 2013. "Do managers define non-GAAP earnings to meet or beat analyst forecasts?," Journal of Accounting and Economics, Elsevier, vol. 56(1), pages 40-56.
    3. Graham, John R. & Harvey, Campbell R. & Rajgopal, Shiva, 2005. "The economic implications of corporate financial reporting," Journal of Accounting and Economics, Elsevier, vol. 40(1-3), pages 3-73, December.
    4. Mest, David P & Plummer, Elizabeth, 2003. "Analysts' Rationality and Forecast Bias: Evidence from Sales Forecasts," Review of Quantitative Finance and Accounting, Springer, vol. 21(2), pages 103-122, September.
    5. Bartov, Eli & Givoly, Dan & Hayn, Carla, 2002. "The rewards to meeting or beating earnings expectations," Journal of Accounting and Economics, Elsevier, vol. 33(2), pages 173-204, June.
    6. Lawrence D. Brown & Mark E. Zmijewski, 1987. "The effect of labor strikes on security analysts' forecast superiority and on the association between risk†adjusted stock returns and unexpected earnings," Contemporary Accounting Research, John Wiley & Sons, vol. 4(1), pages 61-75, September.
    7. Vasiliki Athanasakou & Norman C. Strong & Martin Walker, 2011. "The Market Reward for Achieving Analyst Earnings Expectations: Does Managing Expectations or Earnings Matter?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 38(1-2), pages 58-94, January.
    8. Fama, Eugene F. & French, Kenneth R., 1997. "Industry costs of equity," Journal of Financial Economics, Elsevier, vol. 43(2), pages 153-193, February.
    9. Elliott, JA & Hanna, JD, 1996. "Repeated accounting write-offs and the information content of earnings," Journal of Accounting Research, Wiley Blackwell, vol. 34, pages 135-155.
    10. In†Mu Haw & Simon S.M. Ho & Annie Yuansha Li, 2011. "Corporate Governance and Earnings Management by Classification Shifting," Contemporary Accounting Research, John Wiley & Sons, vol. 28(2), pages 517-553, June.
    11. 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.
    12. Mark C. Anderson & Rajiv D. Banker & Surya N. Janakiraman, 2003. "Are Selling, General, and Administrative Costs “Sticky”?," Journal of Accounting Research, Wiley Blackwell, vol. 41(1), pages 47-63, March.
    13. Lawrence D. Brown, 2001. "A Temporal Analysis of Earnings Surprises: Profits versus Losses," Journal of Accounting Research, Wiley Blackwell, vol. 39(2), pages 221-241, September.
    14. 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.
    15. Beixin Lin & Rong Yang, 2006. "The effect of repeat restructuring charges on analysts’ forecast revisions and accuracy," Review of Quantitative Finance and Accounting, Springer, vol. 27(3), pages 267-283, November.
    16. Bhushan, Ravi, 1989. "Firm characteristics and analyst following," Journal of Accounting and Economics, Elsevier, vol. 11(2-3), pages 255-274, July.
    17. 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.
    18. Hoskin, Re & Hughes, Js & Ricks, We, 1986. "Evidence On The Incremental Information-Content Of Additional Firm Disclosures Made Concurrently With Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 24, pages 1-32.
    19. 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.
    20. Linda H. Chen, 2013. "Income Smoothing, Information Uncertainty, Stock Returns, and Cost of Equity," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 16(03), pages 1-34.
    21. Cohen, Daniel A. & Zarowin, Paul, 2010. "Accrual-based and real earnings management activities around seasoned equity offerings," Journal of Accounting and Economics, Elsevier, vol. 50(1), pages 2-19, May.
    22. Lipe, Rc, 1986. "The Information Contained In The Components Of Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 24, pages 37-64.
    23. Brown, Ld & Richardson, Gd & Schwager, Sj, 1987. "An Information Interpretation Of Financial Analyst Superiority In Forecasting Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 25(1), pages 49-67.
    24. Gu, Zhaoyang & Chen, Ting, 2004. "Analysts' treatment of nonrecurring items in street earnings," Journal of Accounting and Economics, Elsevier, vol. 38(1), pages 129-170, December.
    25. Terence Lim, 2001. "Rationality and Analysts' Forecast Bias," Journal of Finance, American Finance Association, vol. 56(1), pages 369-385, February.
    26. Ayres, Douglas & Huang, Xuerong (Sharon) & Myring, Mark, 2017. "Fair value accounting and analyst forecast accuracy," Advances in accounting, Elsevier, vol. 37(C), pages 58-70.
    27. Mian, G. Mujtaba & Teo, Terence G. L., 2004. "Do errors in expectations explain the cross-section of stock returns?," Pacific-Basin Finance Journal, Elsevier, vol. 12(2), pages 197-217, April.
    28. Mark T. Bradshaw & Richard G. Sloan, 2002. "GAAP versus The Street: An Empirical Assessment of Two Alternative Definitions of Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 40(1), pages 41-66, March.
    29. Clement, Michael B., 1999. "Analyst forecast accuracy: Do ability, resources, and portfolio complexity matter?," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 285-303, July.
    30. Klein, April, 1990. "A direct test of the cognitive bias theory of share price reversals," Journal of Accounting and Economics, Elsevier, vol. 13(2), pages 155-166, July.
    31. Michaely, Roni & Womack, Kent L, 1999. "Conflict of Interest and the Credibility of Underwriter Analyst Recommendations," The Review of Financial Studies, Society for Financial Studies, vol. 12(4), pages 653-686.
    32. 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.
    33. Mark T. Bradshaw & Scott A. Richardson & Richard G. Sloan, 2001. "Do Analysts and Auditors Use Information in Accruals?," Journal of Accounting Research, Wiley Blackwell, vol. 39(1), pages 45-74, June.
    34. Scott Richardson & Siew Hong Teoh & Peter D. Wysocki, 2004. "The Walk†down to Beatable Analyst Forecasts: The Role of Equity Issuance and Insider Trading Incentives," Contemporary Accounting Research, John Wiley & Sons, vol. 21(4), pages 885-924, December.
    35. Chaney, Paul K. & Hogan, Chris E. & Jeter, Debra C., 1999. "The effect of reporting restructuring charges on analysts' forecast revisions and errors," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 261-284, July.
    36. Chae, Soo-Joon & Nakano, Makoto & 中野, 誠, 2015. "The Effect Of Classification Shifting On Analyst Forecast Accuracy: Evidence From Japan," Hitotsubashi Journal of commerce and management, Hitotsubashi University, vol. 49(1), pages 25-35, October.
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