Abstract
Principal component analysis is integrated with cluster analysis to assess the performance of two different branches of the greek manufacturing sector, i.e. the pharmaceutical and the olive and seed oil industries. The factors of size, profitability and financial status are extracted by applying the principal component analysis. Cluster analysis is then applied to form homogenous groups of firms corresponding to a set of similar characteristics and patterns of behaviour. Common patterns that influence corporate performance in the period 1981–91 are established and compared between these two sectors. Results show that a good financial status is a sufficient but not a necessary condition for a good profitability record in the case of both sectors. It also appears that size affects the profitability of a greek pharmaceutical firm whereas there is no evidence of a clear relationship between these two factors in the case of the olive and seed oil industry. The results are interpreted in the framework of the relevant Greek state and European Union policies and are inagreement to other empirical research findings.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Barnes, P. The analysis of financial ratios: A review article. J. Bus. Fin. Acctng. 1987, 14(4):449–461.
Lev, B. Financial statement analysis. Prentice-Hall, Englewood Cliffs, NJ, 1974.
Smith, P. Data envelopment analysis applied to financial statements. Omega 1990, 18(2): 131–138.
Zopounidis C, Dimitras AI. Evaluating bankruptcy risks: A multicriteria decision support approach. Proceedings of the EURO XIV Symposium, Israel, 1995.
Zopounidis C, Dimitras AI. The forecasting of business failures: Overview of methods and new avenues. In Applied stochastic models and data analysis, Janssen J, Skiadas C, eds, World Scientific Publ. Co, 1993.
Diakoulaki D, Mavrotas G, Papagiannakis L. Determining objective weights in multiple criteria problems: The CRITIC method. Computers Ops. Res. 1995, 22(7): 763–770.
Dambolena, IG. Prediction of corporate failures. Omega 1983, 11(4):355–364.
Keasey K, McGuiness P, Short H. Multilogit approach to predicting corporate failure-Further analysis and the issue of signal consistency. Omega 1990, 18(1): 85–94.
Van der Wijst, D. Modelling interfirm comparisons in small business. Omega 1990, 18(2): 123–129.
Meric I, Eichhom BH, Welsh C, Meric G. A multivariate comparison of the financial characteristics of French, German and UK manufacturing firms. Proceedings of the EURO XIV Symposium, Israel, 1995.
Baourakis G, Matsatsinis NF, Siskos Y. The contribution of data analysis models to agricultural marketing. In Applied stochastic models and data analysis, Janssen J, Skiadas C, eds, World Scientific Publ. Co, 1993.
Janssen D, Janssen J, Troussart J. Principal component analysis of the economic behaviour of the building activities industrial linkages in Belgium during the last important economic crisis. In Applied stochastic models and data analysis, Janssen J, Skiadas C, eds, World Scientific Publ. Co, 1993.
ICAP. Financial directories of Greek industrial and commercial firms, Athens, 1980–1993.
Sizer, J. An insight into management accounting, Pelican, 1987.
Zopounidis C, Skiadas C Principal component analysis of the economic behaviour of the Greek industry. Proceedings of the 2nd symposimum on the future of Greek industry, Technical Chamber of Greece, Vol 1 (in greek), 1989.
Calithrakas-Kontos N, Dimitras AI, Zopounidis C. Cluster analysis of the economic behaviour of the Greek chemical production industry. Draft Paper, Technical University of Crete, Department of Production Engineering and Management (in greek), 1994.
StatSoft SA, User’s Manual of Statistica, NY, 1993.
Mossialos E, Kanavos P, Abel-Smith B. The impact of the single European market on the pharmaceutical sector. In Cost containement, pricing and financing of pharmaceuticals in the European Community: The policy-makers’ view, Mossialos E, Ranos C, Abel-Smith B, eds, LSE Health & Pharmetrica SA, Athens, 1994.
Papagiannakis, L. The Greek pharmaceutical industry. Farmetrica (National Organization of Drugs). Athens, 1990.
Diakoulaki D, Mavrotas G, Papagiannakis L. A multicriteria approach for evaluating the performance of industrial firms. Omega 1992, 20(4): 467–474.
Caloghirou Y, Diakoulaki D, Mavrotas G. An objective multicriteria evaluation of industrial firms. Proceedings of the 2nd Balkan conference on OR, Thessaloniki 1993.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1998 Springer Science+Business Media New York
About this chapter
Cite this chapter
Caloghirou, Y., Mourelatos, A., Papagiannakis, L. (1998). Multivariate Analysis for the Assessment of Corporate Performance: The Case of Greece. In: Zopounidis, C. (eds) Operational Tools in the Management of Financial Risks. Springer, Boston, MA. https://doi.org/10.1007/978-1-4615-5495-0_5
Download citation
DOI: https://doi.org/10.1007/978-1-4615-5495-0_5
Publisher Name: Springer, Boston, MA
Print ISBN: 978-1-4613-7510-4
Online ISBN: 978-1-4615-5495-0
eBook Packages: Springer Book Archive