Abstract
This study is an extension of current research on insolvency diagnosis. We intend to demonstrate that in small firms, the relevant information for the preventive diagnosis of insolvency can be synthesised in a model built upon a more reduced number of economic and financial ratios than the ones generally used in this kind of study. Our approach produces parsimonious models that can extract information from publicly available accounting-financial data. We demonstrate that using an extensive exploratory stage that will monitor the effects of correlation between financial variables, we will be able to build relatively stable models with a small set of variables.
The results of the models built by resorting to discriminant analysis and to logistic regression present a similar accuracy to models previously developed. Our models present the advantage of including a small number of variables that can be interpreted in the light of current financial theory and therefore it reduces the number of financial data needed to make an insolvency diagnosis. This is particularly decisive when working in an environment of restricted information availability, which is very common in small companies.
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References
Andrade, G. and S. N. Kaplan, 1998, 'How Costly is Financial (Not Economic) Financial Distress — Evidence from Highly Leveraged Transactions that Became Distressed', Journal of Finance (October), 1443-1493.
Altman, E. I., 1968, 'Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy', Journal of Finance 23 (September), 589-609.
Altman, E. I., R. G. Haldeman and P. Narayanan, 1977, 'Zeta Analysis: A New Model to Identify Bankruptcy Risk of Corporation', Journal of Banking and Finance 1 (June), 29-54.
Altman, E. I. and R. A. Einsenbeis, 1978, 'Financial Applications of Discriminant Analysis: A Clarification', Journal of Financial and Quantitative Analysis (March), 185-195.
Altman, E. I. (eds.), 1983, Corporate Financial Distress: A Complete Guide to Predicting, Avoiding and Dealing with Bankruptcy, New York: John Wiley.
Altman, E. I., 1984, 'The Success of Business Failure Prediction Models: An International Survey', Journal of Banking and Finance (June), 171-198.
Altman, E. I. and A. Saunders, 1998, 'Credit Risk Measurement: Developments Over the Last 20 Years', Journal of Banking and Finance 21, 1721-1748.
Banco de Portugal (eds.), 1993, Manual de Análise, Departamento das Operações de Crédito-Central de Balanços.
Bardos, M., 1984, 'Le Risque de Défaillance d' Entreprise', Cahiers Économiques et monétaires no. 19, Banque de France.
Bardos, M., 1991, 'Méthode des Scores de la Central de Bilans', Central de Bilans, Collections Entreprises, Banque de France.
Bardos, M., 1995, 'Les défaillances d'entreprises dans l'Industrie — Ratios significatifs, Processus de défaillance, Détection précoce', Collections Entreprises, Banque de France.
Barnes, P., 1982, 'Methodological Implications of Non-Normaly Distributed Financial Ratios', Journal of Business Finance and Accounting 9(1) (Spring), 51-62.
Barnes, P., 1986, 'The Statistical Validity of the Ratio Method in Financial Analysis: An Empirical Examination — A Comment', Journal of Business Finance and Accounting 13(4) (Winter), 627-632.
Barnes, P., 1987, 'The Analysis and Use of Financial Ratios: A Review Article', Journal of Business Finance and Accounting 14(4) (Winter), 449-461.
Beaver, W. H., 1966, 'Financial Ratios as Predictors of Failure', Journal of Accounting Research Supplement, Empirical Research in Accounting: Selected Studies 4, 71-111.
Courtis, J.K., 1978, 'Modelling a Financial Ratios Categorical Framework', Journal of Business Finance and Accounting 5(4) (Winter), 371-386.
Dhumale, D., 1998, 'Earnings Retention as a Specification Mechanism in Logistic Bankruptcy Models: A Test of the Free Cash Flow Theory', Journal of Business Finance and Accounting (Summer), 1005-1023.
Edmister, R. O., 1972, 'An Empirical Test of Ratio Analysis for Small Business Failure Prediction', Journal of Financial and Quantitative Analysis (March), 1477-1493.
Einsenbeis, R. A, 1977, 'Pitfalls in the Application of Discriminant Analysis in Business Finance and Economics', Journal of Finance 32(3) (June), 875-899.
Foster, G. (eds.), 1986, Financial Statement Analysis, New Jersey: Prentice-Hall International.
Horrigan, J. O., 1965, 'Some Empirical Bases of Financial Ratio Analysis', Accounting Review (40) (July), 558-568.
Houghton, K. A. and D. R. Woodliff, 1987, 'Financial Ratios the Prediction of Corporate Success and Failure', Journal of Business Finance and Accounting 14(4) (Winter), 537-554.
Joy, O. M. and J. O. Tollefson, 1975, 'On Financial Application of Discriminant Analysis', Journal of Financial and Quantitative Analysis (December), 723-739.
Keasey, K. and R. Watson, 1986, 'The Prediction of Small Company Failure: Some Behavioural Evidence for the U.K.', Accounting and Business Research (Winter), 49-57.
Keasey, K. and R. Watson, 1987, 'Non-Financial Symptoms and the Prediction of Small Company: A Test of Argenti's Hypotheses', Journal of Business Finance and Accounting 14(3) (Fall), 335-353.
Keasey, K. and R. Watson, 1991, 'Financial Distress Prediction Models. A Review of their Usefulness', British Journal of Management 2, 89-102.
Klecka, W. R. (eds.), 1980, Discriminant Analysis, Sage University Papers.
Lachenbruch, P. A., 1967, 'On Expected Probabilities of Misclassification in Discriminant Analysis', Biometrics (23), 639-645.
Lachenbruch, P. A. and M. R. Mickey, 1968, 'Estimation of Error Rates in Discriminant Analysis', Technometrics 10(1), 1-11.
Laitinen, E. K., 1992, 'Financial Processes in Newly-Founded Firms', International Small Business Journal 10 (July–September), 47-54.
Lo, A., 1986, 'Logit Versus Discriminant Analysis: A Specification Test and Application to Corporate Bankruptcy', Journal of Econometrics 31, 151-178.
McFadden, D, 1976, 'A Comment on Discriminant Analysis 'Versus' Logit Analysis', Annals of Economic and Social Measurement 5(4), 511-523.
Moyer, R. C., 1977 'Forecasting Financial Failure: A Re-Examination', Financial Management (Spring), 11-17.
Myers, S. C., 1984, 'The Capital Structure Puzzle', The Journal of Finance 39(3), 575-592.
Opler, Tim and S. Titman, 1996, The Debt-equity Choice, Unpublished manuscript, Ohio State University.
Pinches, G. E., K. A. Mingo and J. K. Carruthers, 1973, 'The Stability of Financial Patterns in Industrial Organizations', Journal of Finance (June), 389-396.
Platt, D. H. and M. B. Platt, 1990, 'Development of a Stable Predictive Variables: the Case of Bankruptcy Prediction', Journal of Business Finance and Accounting 17 (Spring), 31-51.
Sudarsanam, P. S. and R. J. Taffler, 1995, 'Financial Ratio Proportionality and Inter-temporal Stability: An Empirical Analysis', Journal of Banking and Finance 19, 45-60.
Watson, J. and J. Everett, 1999, 'Small Business Failure Rates: Choice of Definition and Industry Effects', International Small Business Journal 10(2), 31-47.
Zavgren, C. V., 1985, 'Assessing the Vulnerability to Failure of American Industrial Firms: A Logistic Analysis', Journal of Business Finance and Accounting 12(1) (Spring), 19-45.
Zmijewski, M. E., 1984, 'Methodological Issues Related to the Estimation of Financial Distress Prediction Models', Journal of Accounting Research, Supplement 22, 59-86.
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Pindado, J., Rodrigues, L.F. Parsimonious Models of Financial Insolvency in Small Companies. Small Business Economics 22, 51–66 (2004). https://doi.org/10.1023/B:SBEJ.0000011572.14143.be
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DOI: https://doi.org/10.1023/B:SBEJ.0000011572.14143.be