SOFT COMPUTING, cilt.26, sa.6, ss.2959-2979, 2022 (SCI-Expanded)
Financial performances of commercial banks are commonly determined with various multi-criteria decision-making (MCDM) models. For example, Analytic Hierarchy Process (AHP) method is one of the most widely used MCDM approaches in the formation of performance measurement models. In this study, a hybrid model is developed with the usage of AHP and Design of Experiments (DOE) to obtain overall financial performance scores by combining performance scores at the financial ratios for 18 Turkish commercial banks and their rankings within the commercial banking sector. In obtaining performance scores of the banks at the financial ratios the rationing process is used. In the applied rationing process, three different thresholds (quartiles: Q(1), Q(2), and Q(3)) are determined for each financial ratio. In the paper, the results of the proposed hybrid model are compared with the results of the AHP approach to determine its advantages over the usage of the AHP approach alone. The comparisons show that the hybrid model provides statistically similar but more robust performance scores and ranking results.