Towards an improved credit scoring system: the Greek case
Panagiota Giannouli, Christos E. Kountzakis
Abstract
Panagiota Giannouli, Christos E. Kountzakis
Abstract
During the development of credit risk assessment models, it is very important to find variables that allow the evaluation of a company's credit risk accurately, as the classification results depend on the appropriate characteristics for a selected data set. In this paper, new credit risk models tested on real data, which evaluate credit risk of Greek companies are introduced. These models use a combination of financial and credit behaviour data. The credit risk models, which are introduced in this paper, do have some important additional advantages: 1) they contain a relatively small number of variables; 2) their stability is tested on samples after the time-period of the time period of data-collection; 3) the characterisation of 'good' and 'bad' credit behaviour is strictly defined.
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During the development of credit risk assessment models, it is very important to find variables that allow the evaluation of a company's credit risk accurately, as the classification results depend on the appropriate characteristics for a selected data set. In this paper, new credit risk models tested on real data, which evaluate credit risk of Greek companies are introduced. These models use a combination of financial and credit behaviour data. The credit risk models, which are introduced in this paper, do have some important additional advantages: 1) they contain a relatively small number of variables; 2) their stability is tested on samples after the time-period of the time period of data-collection; 3) the characterisation of 'good' and 'bad' credit behaviour is strictly defined.
Key concepts: Credit risk, Credit history, Actuarial science, Credit reference, Stability (learning theory), Credit score, Financial stability, Econometrics