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An Empirical Test of Financial Ratio Analysis for Small Business Failure Prediction

Published online by Cambridge University Press:  19 October 2009

Robert O. Edmister
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Extract

This study develops and empirically tests a number of methods of analyzing financial ratios to predict small business failure. Although not all of the methods and ratios are predictors of failure, many ratio variables are found which do predict failure of Small Business Administration borrowers and guarantee recipients. Using step-wise multiple discriminant analysis with a restriction on the simple correlation of the entering variable with the included variables, a function of independent ratio variables, which is highly accurate in classifying borrowers in the test sample, is developed. Methods of analysis found useful are (1) classification of a borrower's ratio into quartiles relative to other borrowers in the sample, (2) observation of an up- or down-trend for a three-year period, (3) combinatorial analysis of a ratio's trend and recent level, (A) calculation of the three-year average, and (5) division of a ratio by its respective RMA industry average ratio. The discriminant function demonstrates an ability as great as those functions recently estimated for much larger firms. However, the small business function fails to discriminate when only one statement is available, whereas Altman [1] and Beaver [4, 5] show that one financial statement is sufficient for a highly discriminant function for large businesses. This leads the author to qualify his conclusion above with the provision that at least three consecutive financial statements be available for analysis of a small business.

Type
Research Article
Information
Journal of Financial and Quantitative Analysis , Volume 7 , Issue 2 , March 1972 , pp. 1477 - 1493
Copyright
Copyright © School of Business Administration, University of Washington 1972

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References

[1]Altman, Edward I. “Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy.” The Journal of Finance, XXIII, September 1968.Google Scholar
[2]Altman, Edward I. “A Reply” (to “Ratios Analysis and the Prediction of Firm Failure”). The Journal of Finance, Vol. XXV, No. 5, December 1970, pp. 1169–1172.Google Scholar
[3]Anderson, T. W.An Introduction to Multivariate Statistical Analysis. New York: John Wiley & Sons, Inc., 1958.Google Scholar
[4]Beaver, William H. “Financial Ratios as Predictors of Failure.” Empirical Research in Accounting: Selected Studies, 1966, University of Chicago, 1967, pp. 71–111.Google Scholar
[5]Beaver, William H. “Alternative Accounting Measures as Predictors of Failure.” The Accounting Review, XLIII, January 1968.Google Scholar
[6]Blum, Marc Paul. “The Failing Company Doctrine.” Ph.D. diss., Columbia University, 1969.Google Scholar
[7]Cooley, William W., and Lohnes, Paul R.. Multivariate Procedures for the Behavioral Sciences. New York: John Wiley & Sons, Inc., 1962.Google Scholar
[8]Edmister, Robert O. “Financial Ratios as Discriminant Predictors of Small Business Failure.” Ph.D. diss., Ohio State University, 1970.Google Scholar
[9]Farrar, Donald E., and Glauber, Robert R.. “Multicollinearity in Regression Analysis: The Problem Revisited.” The Review of Economics and Statistics, Vol. XLIX, No. 1, February 1967, pp. 92–107.CrossRefGoogle Scholar
[10]Fisher, R. A. “The Use of Multiple Measurements in Taxonomic Problems.” Annuals of Eugenics, No. 7, September 1936.CrossRefGoogle Scholar
[11]Frank, Ronald E., Massy, William R., and Morrison, Donald G.. “Bias in Multiple Discriminant Analysis.” Journal of Marketing Research II, August 1965.CrossRefGoogle Scholar
[12]Johnson, Craig G. “Ratio Analysis and the Prediction of Firm Failure.” The Journal of Finance, Vol. XXV, No. 5, December 1970, pp. 1166–1168.CrossRefGoogle Scholar
[13]Key Business Ratios in 125 Lines – 1964. New York: Dun & Bradstreet, Inc., 1966.Google Scholar
[14]Merwin, Charles L.Financing Small Corporations. New York: National Bureau of Economic Research, 1942.Google Scholar
[15]Robert Morris Associates Annual Statement Studies. Philadelphia: Robert Morris Associates, 1958–1966.Google Scholar
[16]Smith, Raymond F., and Winakor, Arthur H.. “Changes in the Financial Structure of Unsuccessful Corporations.” University of Illinois Bulletin No. 51, University of Illinois Bureau of Business Research, 1935.Google Scholar
[17]Sonquist, John A.Multivariate Model Building. Ann Arbor, Michigan: Institute for Social Research, The University of Michigan, 1970.Google Scholar
[18]Weston, J. Fred, and Brigham, Eugene F.. Managerial Finance. 2nd ed.New York: Holt, Rinehart and Winston, 1966.Google Scholar