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Using Data Envelopment Analysis in Credit Risk Evaluation of ICT Companies

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  • Kavčáková, Michaela
  • Kočišová, Kristína

Abstract

The aim of the paper is to explore possibilities of diagnosis corporate credit risk through DEA and design an appropriate model for diagnosis of credit risk, which can be used in different sectors of national economy (e.g. agricultural, service sector or industry and innovation sector). The model differs from the conventional application of DEA because of variables selection and construction of production-possibility frontier. We illustrate application of models on sample 110 randomly selected companies during the 2013-2017 period. The reason for choosing the ICT companies is the fact that this sector is considered to be driving force behind the growth of the economy. The data has been obtained from Finstat. The results are divided into identification of 3 zones of corporate financial health with a different stage of credit risk. They show that DEA achieves a satisfactory value of a correct classification into the relevant zone (financial health, grey, and financial distress zone), but also the relatively high error rate of the DEA in the identification of companies in financial distress.

Suggested Citation

  • Kavčáková, Michaela & Kočišová, Kristína, 2020. "Using Data Envelopment Analysis in Credit Risk Evaluation of ICT Companies," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 12(4), December.
    • Handle: RePEc:ags:aolpei:320237
    DOI: 10.22004/ag.econ.320237
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    1. Channing Arndt & Simon J. Roberts, 2018. "Key issues in regional growth and integration in Southern Africa," Development Southern Africa, Taylor & Francis Journals, vol. 35(3), pages 297-314, May.
    2. Karl Aiginger, 2000. "Specialisation of European Manufacturing," Austrian Economic Quarterly, WIFO, vol. 5(2), pages 81-92, May.
    3. Adriaen, D. & Kleynhans, Theo E. & Tollens, Eric, 2004. "A comparison between South African agricultural exports to the European union and those of other selected southern hemisphere countries," Agrekon, Agricultural Economics Association of South Africa (AEASA), vol. 43(2), pages 1-18, June.
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