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Scale and the Scale Effect in Market‐based Accounting Research

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  • Peter D. Easton
  • Gregory A. Sommers

Abstract

The nature of the data we usually encounter in market‐based accounting research is such that the results of the regressions of market capitalization on financial statement variables (referred to ‘price‐levels’ regressions) are driven by a relatively small subset of the very largest firms in the sample. We refer to this overwhelming influence of the largest firms as the ‘scale effect’. This effect is more than heteroscedasticity. It arises due to the non‐linearity in the relation between market capitalization and the financial statement variables. We present the case that scale is market capitalization rather than a correlated omitted variable. Since scale is market capitalization, we advocate its use as a deflator in a regression estimated using weighted least squares. This regression overcomes the scale effect and the resultant regression residuals are more economically meaningful. Christie's (1987) depiction of scale is the same as ours but he advocates the use of the returns regression specification in order to avoid scale effects. We agree that returns regressions should be used unless the research question calls for a price‐levels regression.

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  • Peter D. Easton & Gregory A. Sommers, 2003. "Scale and the Scale Effect in Market‐based Accounting Research," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 30(1‐2), pages 25-56, January.
    • Handle: RePEc:bla:jbfnac:v:30:y:2003:i:1-2:p:25-56
    DOI: 10.1111/1468-5957.00482
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    1. Brown, Stephen & Lo, Kin & Lys, Thomas, 1999. "Use of R2 in accounting research: measuring changes in value relevance over the last four decades," Journal of Accounting and Economics, Elsevier, vol. 28(2), pages 83-115, December.
    2. Easton, Pd & Harris, Ts, 1991. "Earnings As An Explanatory Variable For Returns," Journal of Accounting Research, Wiley Blackwell, vol. 29(1), pages 19-36.
    3. Barth, ME & Clinch, G, 1998. "Revalued financial, tangible, and intangible assets: Associations with share prices and non-market-based value estimates," Journal of Accounting Research, Wiley Blackwell, vol. 36, pages 199-233.
    4. Francis, J & Schipper, K, 1999. "Have financial statements lost their relevance?," Journal of Accounting Research, Wiley Blackwell, vol. 37(2), pages 319-352.
    5. Easton, PD, 1998. "Discussion of revalued financial, tangible, and intangible assets: Association with share prices and non-market-based value estimates," Journal of Accounting Research, Wiley Blackwell, vol. 36, pages 235-247.
    6. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    7. Mary E. Barth & Sanjay Kallapur, 1996. "The Effects of Cross†Sectional Scale Differences on Regression Results in Empirical Accounting Research," Contemporary Accounting Research, John Wiley & Sons, vol. 13(2), pages 527-567, September.
    8. Easton, Peter D. & Harris, Trevor S. & Ohlson, James A., 1992. "Aggregate accounting earnings can explain most of security returns : The case of long return intervals," Journal of Accounting and Economics, Elsevier, vol. 15(2-3), pages 119-142, August.
    9. Collins, Daniel W. & Maydew, Edward L. & Weiss, Ira S., 1997. "Changes in the value-relevance of earnings and book values over the past forty years," Journal of Accounting and Economics, Elsevier, vol. 24(1), pages 39-67, December.
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