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
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.