PREDICTION OF GREEK COMPANY TAKEOVERS VIA MULTIVARIATE-ANALYSIS OF FINANCIAL RATIOS

Citation
Sh. Zanakis et C. Zopounidis, PREDICTION OF GREEK COMPANY TAKEOVERS VIA MULTIVARIATE-ANALYSIS OF FINANCIAL RATIOS, The Journal of the Operational Research Society, 48(7), 1997, pp. 678-687
Citations number
29
Categorie Soggetti
Management,"Operatione Research & Management Science","Operatione Research & Management Science
ISSN journal
01605682
Volume
48
Issue
7
Year of publication
1997
Pages
678 - 687
Database
ISI
SICI code
0160-5682(1997)48:7<678:POGCTV>2.0.ZU;2-P
Abstract
This case study evaluates the financial features of Greek firms that w ere taken over during the period 1983-1990. A sample of acquired firms and a sample of equivalent non-acquired firms are considered with the objective of distinguishing between them, based upon their difference s in sixteen financial characteristics 1-3 years prior to each takeove r. Linear and quadratic discriminant analysis and logit models are dev eloped with factor analysis input. Prediction results are mixed, mainl y due to the similar financial ratio profiles between acquired and non -acquired firms. Most models classify correctly a significant proporti on of acquired or non-acquired firms, but not both (with one exception ). The only model that provides significantly correct predictions for both acquired and non-acquired firms in either the calibration or hold out sample is a linear discriminant function with six financial ratios (two from each of the three years prior to takeover). The reasons for these modelling difficulties are discussed.