External Two Stage DEA Analysis of Bank Efficiency in West Balkan Countries
Внешний двухэтапный DEA-анализ эффективности банков в странах Западных Балкан
2022-01-16
SCID: 54.1/3p2rhwcc
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Tobit regressionWestern Balkansbank efficiencymergers and acquisitionstwo-stage DEA
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Abstract (AI)
Since the beginning of the application of the Data Envelopment Analysis (DEA) model in various areas of the economy, it has found its wide application in the field of finance, more specifically banks, in the last few years. The focus of this research was to determine the sustainability of the intermediate function of banks, especially in recent years when interest rates on deposits have been at a minimum level. The research was divided into two parts, wherein the first part determined the efficiency of the intermediate function of banks in the countries of the Western Balkans in the period from 2015 to 2019. The second part approached the regression analysis in which we determined the influence of the bank size, type of bank, and mergers and acquisitions (M&A) activity on the defined efficiency. In the first stage we applied the output-oriented DEA model using deposits, labor costs, and capital as input variables; on the other side, we used loans and investments as output variables. We used data from the revised financial statements of the banks operating in Serbia, Bosnia and Herzegovina, Montenegro, North Macedonia, and Albania. The results of our study showed that there is a difference in efficiency levels between countries and within countries in the considered time period. Furthermore, Tobit regression analysis showed a significant and negative influence of the bank type and M&A on relative technical efficiency of banks, and a positive and significant relationship between bank size and relative efficiency. These findings suggest that large commercial banks can sustain on the West Balkan market. It is to be expected that less efficient small banks will be taken over by large and more efficient banks.
Key Findings
1
An output-oriented DEA model measures efficiency using deposits, labor costs, and capital as inputs, with loans and investments as outputs.
2
Bank efficiency levels differ both across countries and among banks within the same country during the examined period.
3
The findings suggest that large commercial banks are more likely to remain sustainable, while less efficient small banks may be acquired by larger, more efficient institutions.
4
The study evaluates the sustainability of banks’ intermediation function across Western Balkan countries from 2015 to 2019 using a two-stage DEA framework.
5
Tobit regression finds that bank size is positively and significantly associated with relative technical efficiency, while bank type and mergers and acquisitions have significant negative effects.
Research Object
The intermediate function of banks operating in Western Balkan countries (Serbia, Bosnia and Herzegovina, Montenegro, North Macedonia, and Albania) during 2015–2019
Research Subject
Relative technical efficiency of banks and its determinants, including bank size, bank type, and mergers and acquisitions activity
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2022-01-16
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