The Prediction Capabilities of Bankruptcy Models in a Different Environment: An example of the Altman Model under the Conditions in the V4 Countries
The Prediction Capabilities of Bankruptcy Models in a Different Environment: An example of the Altman Model under the Conditions in the V4 Countries
Author(s): Mária Režnáková, Michal KarasSubject(s): Economy
Published by: Ekonomický ústav SAV a Prognostický ústav SAV
Keywords: bankruptcy prediction model transferability; linear discrimination analysis; Wilcoxon test; bootstrap
Summary/Abstract: This paper presents the results of research into the discrimination capability of the Altman bankruptcy model. The authors are contributing in this way to discussion of the possible transferability of models that have been created in a different environment or a different time period. Efforts at model transfer are motivated by an assumption to obtain the same or similar discrimination accuracy for the given model as that declared by its creators. The tests performed have clearly shown that the discrimination accuracy of a model falls significantly when it is used in a different environment. This led in turn to an investigation of ways in which the discrimination capability of a model may be increased by means of the determination of new weightings for model variables and grey-zone boundaries. The accuracy of the original models was not attained, although an increase was seen in the discrimination accuracy of these models.
Journal: Ekonomický časopis
- Issue Year: 63/2015
- Issue No: 06
- Page Range: 617-633
- Page Count: 17