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Some Statistical Properties of Models of Transitory Earnings

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  • Miroslava Vlčková

    (Department of Accounting and Finance, Faculty of Economics, University of South Bohemia in České Budějovice, Studentská 13, 370 05 České Budějovice, Czech Republic)

  • Tomáš Buus

    (Department of Corporate Finance and Business Valuation, University of Economics, W. Churchill sq. 4, 130 67 Prague, Czech Republic)

Abstract

The fact that most of the financial ratios are mean-reverting, is well known. Due to the importance of earnings forecast accuracy, relevant scientific literature in this area concentrates on transitory earnings. The main models used for description of earnings and/or profitability time series are adaptive expectation, autoregressive and partial adjustment models. However, their construction implies severe drawbacks like assumption of intentional adjustment of earnings, sometimes even towards unknown target or towards company-specific target uninfluenced by market, instead of rather realistic assumption of random push of market forces, as we found earlier. This paper proposes a model of mechanical mean reversion of earnings (and/or other company financial data, including ratios). Simulation-based tests of accuracy in a cyclical environment and robustness to input variables non-normality show that the proposed model is more accurate and less biased in capturing the reversion of earnings to industry averages, compared to the most commonly used partial adjustment models.

Suggested Citation

  • Miroslava Vlčková & Tomáš Buus, 2021. "Some Statistical Properties of Models of Transitory Earnings," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 69(2), pages 189-198.
  • Handle: RePEc:mup:actaun:2021.015
    DOI: 10.11118/actaun.2021.015
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    References listed on IDEAS

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    1. Christos Ioannidis & David A. Peel & Michael J. Peel, 2003. "The Time Series Properties of Financial Ratios: Lev Revisited," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 30(5‐6), pages 699-714, June.
    2. Lev, B, 1969. "Industry Averages As Targets For Financial Ratios," Journal of Accounting Research, Wiley Blackwell, vol. 7(2), pages 290-299.
    3. Volker Herrmann & Frank Richter, 2003. "Pricing With Performance-Controlled Multiples," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 55(3), pages 194-219, July.
    4. Jozef, Filip Konings Roodhooft, 1997. "Financial Ratio Cross‐section Dynamics: a Non‐parametric Approach," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 24(9‐10), pages 1331-1342, October.
    5. Fama, Eugene F & French, Kenneth R, 2000. "Forecasting Profitability and Earnings," The Journal of Business, University of Chicago Press, vol. 73(2), pages 161-175, April.
    6. Penman, SH, 1996. "The articulation of price-earnings ratios and market-to-book ratios and the evaluation of growth," Journal of Accounting Research, Wiley Blackwell, vol. 34(2), pages 235-259.
    7. Frankel, Richard & Litov, Lubomir, 2009. "Earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 47(1-2), pages 182-190, March.
    8. Dechow, Patricia M. & Hutton, Amy P. & Sloan, Richard G., 1999. "An empirical assessment of the residual income valuation model1," Journal of Accounting and Economics, Elsevier, vol. 26(1-3), pages 1-34, January.
    9. John Goddard & Manouche Tavakoli & John Wilson, 2005. "Determinants of profitability in European manufacturing and services: evidence from a dynamic panel model," Applied Financial Economics, Taylor & Francis Journals, vol. 15(18), pages 1269-1282.
    10. 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.
    11. Qi, Howard, 2011. "Value and capacity of tax shields: An analysis of the slicing approach," Journal of Banking & Finance, Elsevier, vol. 35(1), pages 166-173, January.
    12. Dichev, Ilia D. & Tang, Vicki Wei, 2009. "Earnings volatility and earnings predictability," Journal of Accounting and Economics, Elsevier, vol. 47(1-2), pages 160-181, March.
    13. Christos Ioannidis & David A. Peel & Michael J. Peel, 2003. "The Time Series Properties of Financial Ratios: Lev Revisited," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 30(5‐6), pages 699-714, June.
    14. John A. Doukas & Chansog (Francis) Kim & Christos Pantzalis, 2002. "A Test of the Errors‐in‐Expectations Explanation of the Value/Glamour Stock Returns Performance: Evidence from Analysts' Forecasts," Journal of Finance, American Finance Association, vol. 57(5), pages 2143-2165, October.
    15. William H. Beaver & Maureen F. McNichols & Zach Z. Wang, 2018. "The information content of earnings announcements: new insights from intertemporal and cross-sectional behavior," Review of Accounting Studies, Springer, vol. 23(1), pages 95-135, March.
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