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Income smoothing from a Census X-12 perspective

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  • Silhan, Peter A.

Abstract

Corporate income smoothing has been the focus of much attention, yet relatively little is known about the key characteristics of income-smoothing firms. To address this issue, the current study uses quarterly data with Census X-12 analysis in a novel way to identify firms where the degree of random variability in earnings is less than the degree of random variability in sales (EVARSVAR). Large-sample US results identify these exceptions throughout a broad cross section of firms, but smaller and less profitable firms tended to have a higher incidence rate. Results also indicate that effective smoothers exhibited higher earnings persistence.

Suggested Citation

  • Silhan, Peter A., 2014. "Income smoothing from a Census X-12 perspective," Advances in accounting, Elsevier, vol. 30(1), pages 106-115.
  • Handle: RePEc:eee:advacc:v:30:y:2014:i:1:p:106-115
    DOI: 10.1016/j.adiac.2014.04.004
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    as
    1. Boochun Jung & Naomi Soderstrom & Yanhua Sunny Yang, 2013. "Earnings Smoothing Activities of Firms to Manage Credit Ratings," Contemporary Accounting Research, John Wiley & Sons, vol. 30(2), pages 645-676, June.
    2. Ryan Baxter & Jean C. Bedard & Rani Hoitash & Ari Yezegel, 2013. "Enterprise Risk Management Program Quality: Determinants, Value Relevance, and the Financial Crisis," Contemporary Accounting Research, John Wiley & Sons, vol. 30(4), pages 1264-1295, December.
    3. Kenneth Lorek & G. Willinger & Allen Bathke, 2008. "Statistically based quarterly earnings expectation models for nonseasonal firms," Review of Quantitative Finance and Accounting, Springer, vol. 31(1), pages 105-119, July.
    4. Everett, Jim & Watson, John, 1998. "Small Business Failure and External Risk Factors," Small Business Economics, Springer, vol. 11(4), pages 371-390, December.
    5. Miron, Jeffrey A & Zeldes, Stephen P, 1988. "Seasonality, Cost Shocks, and the Production Smoothing Models of Inventories," Econometrica, Econometric Society, vol. 56(4), pages 877-908, July.
    6. Pawan Madhogarhia & Ninon Sutton & Theodor Kohers, 2009. "Earnings management practices among growth and value firms," Applied Financial Economics, Taylor & Francis Journals, vol. 19(22), pages 1767-1778.
    7. Bala G. Dharan, 1987. "The effect of sales and collection disclosures on cash flow forecasting and income smoothing," Contemporary Accounting Research, John Wiley & Sons, vol. 3(2), pages 445-459, March.
    8. Yakov Amihud & Baruch Lev, 1981. "Risk Reduction as a Managerial Motive for Conglomerate Mergers," Bell Journal of Economics, The RAND Corporation, vol. 12(2), pages 605-617, Autumn.
    9. 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.
    10. Findley, David F, et al, 1998. "New Capabilities and Methods of the X-12-ARIMA Seasonal-Adjustment Program," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(2), pages 127-152, April.
    11. Fudenberg, Drew & Tirole, Jean, 1995. "A Theory of Income and Dividend Smoothing Based on Incumbency Rents," Journal of Political Economy, University of Chicago Press, vol. 103(1), pages 75-93, February.
    12. Hopwood, Ws & Mckeown, Jc & Newbold, P, 1982. "The Additional Information-Content Of Quarterly Earnings Reports - Intertemporal Disaggregation," Journal of Accounting Research, Wiley Blackwell, vol. 20(2), pages 343-349.
    13. Diane M. Mayorga & Baljit K. Sidhu, 2012. "Corporate Disclosures of the Major Sources of Estimation Uncertainties," Australian Accounting Review, CPA Australia, vol. 22(1), pages 25-39, March.
    14. Lorek, Ks & Bathke, Aw, 1984. "A Time-Series Analysis Of Nonseasonal Quarterly Earnings Data," Journal of Accounting Research, Wiley Blackwell, vol. 22(1), pages 369-379.
    15. Steven J. Carlson & Chenchuramaiah T. Bathala, 1997. "Ownership Differences and Firms' Income Smoothing Behavior," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 24(2), pages 179-196.
    16. Ball, Ray & Watts, Ross, 1972. "Some Time Series Properties of Accounting Income," Journal of Finance, American Finance Association, vol. 27(3), pages 663-681, June.
    17. Baginski, Stephen P. & Lorek, Kenneth S. & Willinger, G. Lee, 1993. "Economic determinants of quarterly earnings data," The Quarterly Review of Economics and Finance, Elsevier, vol. 33(1), pages 87-100.
    18. 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.
    19. Behn, Bruce K. & Carver, Brian T. & Neal, Terry L., 2013. "Small firms and the value of improvements in corporate governance mechanisms," Advances in accounting, Elsevier, vol. 29(2), pages 171-179.
    20. Peter A. Silhan & Howard Thomas, 1986. "Using simulated mergers to evaluate corporate diversification strategies," Strategic Management Journal, Wiley Blackwell, vol. 7(6), pages 523-534, November.
    21. Kenneth Lorek & G. Willinger, 2007. "The contextual nature of the predictive power of statistically-based quarterly earnings models," Review of Quantitative Finance and Accounting, Springer, vol. 28(1), pages 1-22, January.
    22. 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.
    23. Findley, David F, et al, 1998. "New Capabilities and Methods of the X-12-ARIMA Seasonal-Adjustment Program: Reply," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(2), pages 169-177, April.
    24. Miihkinen, Antti, 2013. "The usefulness of firm risk disclosures under different firm riskiness, investor-interest, and market conditions: New evidence from Finland," Advances in accounting, Elsevier, vol. 29(2), pages 312-331.
    25. Silhan, Pa, 1982. "Simulated Mergers Of Existent Autonomous Firms - A New Approach To Segmentation Research," Journal of Accounting Research, Wiley Blackwell, vol. 20(1), pages 255-262.
    26. Ben‐Hsien Bao & Da‐Hsien Bao, 2004. "Income Smoothing, Earnings Quality and Firm Valuation," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 31(9‐10), pages 1525-1557, November.
    27. Hwee C. Tan & Baljit Sidhu, 2012. "Sources of earnings variability and their effect on earnings forecasts," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 52, pages 343-371, October.
    28. Jarrett, J, 1989. "Forecasting monthly earnings per share--Time series models," Omega, Elsevier, vol. 17(1), pages 37-44.
    29. Stuart Michelson & James Jordan-Wagner & Charles Wootton, 2000. "The relationship between the smoothing of reported income and risk-adjusted returns," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 24(2), pages 141-159, June.
    30. Raul Iniguez & Francisco Poveda, 2004. "Long-run abnormal returns and income smoothing in the Spanish stock market," European Accounting Review, Taylor & Francis Journals, vol. 13(1), pages 105-130.
    31. Lev, Baruch, 1983. "Some economic determinants of time-series properties of earnings," Journal of Accounting and Economics, Elsevier, vol. 5(1), pages 31-48, April.
    32. Donald D. Bergh & Michael W. Lawless, 1998. "Portfolio Restructuring and Limits to Hierarchical Governance: The Effects of Environmental Uncertainty and Diversification Strategy," Organization Science, INFORMS, vol. 9(1), pages 87-102, February.
    33. Bhushan, Ravi, 1989. "Firm characteristics and analyst following," Journal of Accounting and Economics, Elsevier, vol. 11(2-3), pages 255-274, July.
    34. Chi‐Yih Yang & Boon Leing Tan & Xiaoming Ding, 2012. "Corporate governance and income smoothing in China," Journal of Financial Reporting and Accounting, Emerald Group Publishing Limited, vol. 10(2), pages 120-139, October.
    35. Bell, William R & Hillmer, Steven C, 1984. "Issues Involved with the Seasonal Adjustment of Time Series: Reply," Journal of Business & Economic Statistics, American Statistical Association, vol. 2(4), pages 343-349, October.
    36. Scott, Stuart, 1992. "An extended review of the X11ARIMA seasonal adjustment package," International Journal of Forecasting, Elsevier, vol. 8(4), pages 627-633, December.
    37. Zmijewski, Mark E. & Hagerman, Robert L., 1981. "An income strategy approach to the positive theory of accounting standard setting/choice," Journal of Accounting and Economics, Elsevier, vol. 3(2), pages 129-149, August.
    38. Lee, Cheng F. & Wu, Chunchi & Djarraya, Mohamed, 1987. "A further empirical investigation of the dividend adjustment process," Journal of Econometrics, Elsevier, vol. 35(2-3), pages 267-285, July.
    39. Dopuch, N & Watts, R, 1972. "Using Time-Series Models To Assess Significance Of Accounting Changes," Journal of Accounting Research, Wiley Blackwell, vol. 10(1), pages 180-194.
    40. Blankley, Alan I. & Comprix, Joseph & Hong, Keejae P., 2013. "Earnings management and the allocation of net periodic pension costs to interim periods," Advances in accounting, Elsevier, vol. 29(1), pages 27-35.
    41. Ghosh, Dipankar & Olsen, Lori, 2009. "Environmental uncertainty and managers' use of discretionary accruals," Accounting, Organizations and Society, Elsevier, vol. 34(2), pages 188-205, February.
    42. Bell, William R & Hillmer, Steven C, 1984. "Issues Involved with the Seasonal Adjustment of Economic Time Series," Journal of Business & Economic Statistics, American Statistical Association, vol. 2(4), pages 291-320, October.
    43. Chen, Changling & Huang, Alan Guoming & Jha, Ranjini, 2012. "Idiosyncratic Return Volatility and the Information Quality Underlying Managerial Discretion," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(4), pages 873-899, August.
    44. Gonedes, Nicholas J, 1972. "Incoming-smoothing Behavior under Selected Stochastic Processes," The Journal of Business, University of Chicago Press, vol. 45(4), pages 570-584, October.
    45. Lorek, Ks, 1979. "Predicting Annual Net Earnings With Quarterly Earnings Time-Series Models," Journal of Accounting Research, Wiley Blackwell, vol. 17(1), pages 190-204.
    46. White, Ge, 1970. "Discretionary Accounting Decisions And Income Normalization," Journal of Accounting Research, Wiley Blackwell, vol. 8(2), pages 260-273.
    47. Ozaki, Tohru & Thomson, Peter, 2002. "A Non-linear Dynamic Model for Multiplicative Seasonal-Trend Decomposition," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 21(2), pages 107-124, March.
    48. Michael Kirschenheiter & Nahum D. Melumad, 2002. "Can “Big Bath” and Earnings Smoothing Co‐exist as Equilibrium Financial Reporting Strategies?," Journal of Accounting Research, Wiley Blackwell, vol. 40(3), pages 761-796, June.
    49. Anand Mohan Goel, 2003. "Why Do Firms Smooth Earnings?," The Journal of Business, University of Chicago Press, vol. 76(1), pages 151-192, January.
    50. Subramanyam, K. R., 1996. "The pricing of discretionary accruals," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 249-281, October.
    51. Frankel, Richard & Litov, Lubomir, 2009. "Earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 47(1-2), pages 182-190, March.
    52. Dascher, Pe & Malcom, Re, 1970. "Note On Income Smoothing In Chemical Industry," Journal of Accounting Research, Wiley Blackwell, vol. 8(2), pages 253-259.
    53. Bonin, Joseph M. & Moses, Edward A., 1974. "Seasonal Variations in Prices of Individual Dow Jones Industrial Stocks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 9(6), pages 963-991, December.
    54. 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.
    55. Brown, Ld & Rozeff, Ms, 1979. "Univariate Time-Series Models Of Quarterly Accounting Earnings Per Share - Proposed Model," Journal of Accounting Research, Wiley Blackwell, vol. 17(1), pages 179-189.
    56. Ben-Hsien Bao & Da-Hsien Bao, 2004. "Income Smoothing, Earnings Quality and Firm Valuation," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 31(9-10), pages 1525-1557.
    57. Chaney, Paul K. & Lewis, Craig M., 1995. "Earnings management and firm valuation under asymmetric information," Journal of Corporate Finance, Elsevier, vol. 1(3-4), pages 319-345, April.
    58. DeFond, Mark L. & Park, Chul W., 1997. "Smoothing income in anticipation of future earnings," Journal of Accounting and Economics, Elsevier, vol. 23(2), pages 115-139, July.
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    More about this item

    Keywords

    Income smoothing; X-12-ARIMA; Earnings variability; Earnings persistence;
    All these keywords.

    JEL classification:

    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting
    • C87 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Econometric Software

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