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An Application of Discriminant Analysis in Classification of Financial Distress of Non-Life Insurance Companies

An Application of Discriminant Analysis in Classification of Financial Distress of Non-Life Insurance Companies

Original Research ArticleMar 30, 2018Vol. 6 No. 2a (2006)

Abstract

The purpose of this research is to study factors affecting financial distress of Non-life Insurance Companies and classify their financial distress into solvent and insolvent insurers using discriminant analysis. The validity of the proposed model is measured by the accuracy rate of classifications. The model gives 88.30% correctly classified with 6.38% type I error and 14.44% type II error. Hence, it can be claimed that the model performs reasonable well in classifying financial distress.

Keywords: Discriminant Analysis, Insolvent Insurer and Solvent Insurer, Financial Distress, Fisher’s Linear Discriminant Analysis, Stepwise Procedures.

Corresponding author: E-mail: rat_kmitl@yahoo.com and walailak_ut@yahoo.com

 

How to Cite

Phanmalee*, R. ., & Atthirawong, W. . (2018). An Application of Discriminant Analysis in Classification of Financial Distress of Non-Life Insurance Companies. CURRENT APPLIED SCIENCE AND TECHNOLOGY, 409-414.

References

  • Altman, E.I. 1968 Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy, Journal of Finance, 23, 589-609.
  • Altman, E.I. and Vanderhoof, I. 1995 The Financial Dynamics of The Insurance Industry. New York, IRWIN Professional.
  • Bajgier, S.M. and Hill, A.V. 1968 An experimental comparison of statistical and linear programming approaches to the discriminant problem, Decision Sciences, 13, 604-618.
  • Pinches, G.E. and Trieschmann, J.S. 1974 Efficiency of Alternative Models for Solvency Sureillance in the Insurance Industry, Journal of Risk and Insurance, 41, 563-577.
  • BarNiv, R. and Hershbarger, R.A. 1990 Classifying Financial Distress in the Life Insurance Industry, Journal of Risk and Insurance, 59, 110-136.

Author Information

R. Phanmalee*

Department of Applied Statistics, Faculty of Science, King Mongkut’s Institute of Technology LadKrabang, Bangkok, Thailand.

W. Atthirawong

Department of Applied Statistics, Faculty of Science, King Mongkut’s Institute of Technology LadKrabang, Bangkok, Thailand.

About this Article

Journal

Vol. 6 No. 2a (2006)

Type of Manuscript

Original Research Article

Keywords

Discriminant Analysis, Insolvent Insurer and Solvent Insurer, Financial Distress, Fisher’s Linear Discriminant Analysis, Stepwise Procedures.

Published

30 March 2018