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Cost Efficiency Measurement Using Two-Stage Data Envelopment Analysis in the Czech and Slovak Banking Sectors

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  • Iveta Palečková

    (Silesian University, School of Business Administration, Department of Finance and Accounting, Karviná, Czech Republic)

Abstract

The aim of the paper is to estimate cost efficiency and its determinants of the Czech and Slovak commercial banks within the period of 2005–2015. In this paper two-stage Data Envelopment Analysis (DEA) is used. In the first stage, I estimate the relative cost efficiency applying the inputoriented model with variable return to scale and find that the Czech banks were more cost efficient than the Slovak banks. The main reason of cost inefficiency is the excess of clients’ deposits in the banks’ balance sheet. In the second stage, I use the panel data analysis and estimate the determinants of cost efficiency in the two countries. I choose 8 bank-specific and macroeconomic factors that influence cost efficiency. The results show that the larger banks with higher liquidity risk and with a lower value of the net interest margin were more efficient. It confirms the reason of ineffi ciency determined from the DEA model. Banks were highly cost efficient during the economic expansion with a lower value of the inflation rate.

Suggested Citation

  • Iveta Palečková, 2019. "Cost Efficiency Measurement Using Two-Stage Data Envelopment Analysis in the Czech and Slovak Banking Sectors," Acta Oeconomica, Akadémiai Kiadó, Hungary, vol. 69(3), pages 445-466, September.
    • Handle: RePEc:aka:aoecon:v:69:y:2019:i:3:p:445-466
    Note: Research behind this paper was supported by the Czech Science Foundation within the project No. GAČR 16-17796S: “Affiliation with financial conglomerate as a determinant of performance and risk of banks”.
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    1. Mercan, Muhammet & Reisman, Arnold & Yolalan, Reha & Emel, Ahmet Burak, 2003. "The effect of scale and mode of ownership on the financial performance of the Turkish banking sector: results of a DEA-based analysis," Socio-Economic Planning Sciences, Elsevier, vol. 37(3), pages 185-202, September.
    2. Maudos, Joaquin & Pastor, Jose M. & Perez, Francisco & Quesada, Javier, 2002. "Cost and profit efficiency in European banks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 12(1), pages 33-58, February.
    3. Georgios Chortareas & Claudia Girardone & Alexia Ventouri, 2009. "Efficiency and productivity of Greek banks in the EMU era," Applied Financial Economics, Taylor & Francis Journals, vol. 19(16), pages 1317-1328.
    4. Berger, Allen N. & Humphrey, David B., 1997. "Efficiency of financial institutions: International survey and directions for future research," European Journal of Operational Research, Elsevier, vol. 98(2), pages 175-212, April.
    5. Zuzana Irsova & Tomas Havranek, 2011. "Bank Efficiency in Transitional Countries: Sensitivity to Stochastic Frontier Design," Transition Studies Review, Springer;Central Eastern European University Network (CEEUN), vol. 18(2), pages 230-270, December.
    6. Laurent Weill, 2007. "Is there a Gap in Bank Efficiency between CEE and Western European Countries?," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 49(1), pages 101-127, March.
    7. Havrylchyk, Olena, 2006. "Efficiency of the Polish banking industry: Foreign versus domestic banks," Journal of Banking & Finance, Elsevier, vol. 30(7), pages 1975-1996, July.
    8. Berger, Allen N. & Mester, Loretta J., 1997. "Inside the black box: What explains differences in the efficiencies of financial institutions?," Journal of Banking & Finance, Elsevier, vol. 21(7), pages 895-947, July.
    9. Zsuzsanna Hosszú & Bálint Dancsik, 2018. "Measuring Bank Efficiency and Market Power in the Household and Corporate Credit Markets Considering Credit Risks," Acta Oeconomica, Akadémiai Kiadó, Hungary, vol. 68(2), pages 175-207, June.
    10. Williams, Jonathan & Nguyen, Nghia, 2005. "Financial liberalisation, crisis, and restructuring: A comparative study of bank performance and bank governance in South East Asia," Journal of Banking & Finance, Elsevier, vol. 29(8-9), pages 2119-2154, August.
    11. Golany, B & Roll, Y, 1989. "An application procedure for DEA," Omega, Elsevier, vol. 17(3), pages 237-250.
    12. Casu, Barbara & Girardone, Claudia & Molyneux, Philip, 2004. "Productivity change in European banking: A comparison of parametric and non-parametric approaches," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2521-2540, October.
    13. Stefania P.S. Rossi & Markus Schwaiger & Gerhard Winkler, 2005. "Managerial Behavior and Cost/Profit Efficiency in the Banking Sectors of Central and Eastern European Countries," Working Papers 96, Oesterreichische Nationalbank (Austrian Central Bank).
    14. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    15. Emili Tortosa-Ausina, 2002. "Financial costs, operating costs, and specialization of Spanish banking firms as distribution dynamics," Applied Economics, Taylor & Francis Journals, vol. 34(17), pages 2165-2176.
    16. John Ruggiero, 2005. "Impact Assessment Of Input Omission On Dea," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 4(03), pages 359-368.
    17. Hasan, Iftekhar & Wachtel, Paul & Zhou, Mingming, 2009. "Institutional development, financial deepening and economic growth: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 33(1), pages 157-170, January.
    18. Brissimis, Sophocles N. & Delis, Manthos D. & Papanikolaou, Nikolaos I., 2008. "Exploring the nexus between banking sector reform and performance: Evidence from newly acceded EU countries," Journal of Banking & Finance, Elsevier, vol. 32(12), pages 2674-2683, December.
    19. Dimitris Chronopoulos & Claudia Girardone & John Nankervis, 2011. "Are there any cost and profit efficiency gains in financial conglomeration? Evidence from the accession countries," The European Journal of Finance, Taylor & Francis Journals, vol. 17(8), pages 603-621.
    20. Florin Aliu & Besnik Krasniqi & Adriana Knapkova & Fisnik Aliu, 2019. "Interdependence and Risk Comparison of Slovak, Hungarian and Polish Stock Markets: Policy and Managerial Implications," Acta Oeconomica, Akadémiai Kiadó, Hungary, vol. 69(2), pages 273-287, June.
    21. Rajiv D. Banker & Ram Natarajan, 2008. "Evaluating Contextual Variables Affecting Productivity Using Data Envelopment Analysis," Operations Research, INFORMS, vol. 56(1), pages 48-58, February.
    22. Hancock, Diana, 1985. "The Financial Firm: Production with Monetary and Nonmonetary Goods," Journal of Political Economy, University of Chicago Press, vol. 93(5), pages 859-880, October.
    23. Isik, Ihsan & Hassan, M. Kabir, 2002. "Technical, scale and allocative efficiencies of Turkish banking industry," Journal of Banking & Finance, Elsevier, vol. 26(4), pages 719-766, April.
    24. Sealey, Calvin W, Jr & Lindley, James T, 1977. "Inputs, Outputs, and a Theory of Production and Cost at Depository Financial Institutions," Journal of Finance, American Finance Association, vol. 32(4), pages 1251-1266, September.
    25. Martin Boďa & Emília Zimková, 2015. "Efficiency in the Slovak Banking Industry: A Comparison of Three Approaches," Prague Economic Papers, Prague University of Economics and Business, vol. 2015(4), pages 434-451.
    26. Ariff, Mohamed & Can, Luc, 2008. "Cost and profit efficiency of Chinese banks: A non-parametric analysis," China Economic Review, Elsevier, vol. 19(2), pages 260-273, June.
    27. William W. Cooper & Lawrence M. Seiford & Kaoru Tone, 2007. "Data Envelopment Analysis," Springer Books, Springer, edition 0, number 978-0-387-45283-8, June.
    28. Luis R. Murillo‐Zamorano, 2004. "Economic Efficiency and Frontier Techniques," Journal of Economic Surveys, Wiley Blackwell, vol. 18(1), pages 33-77, February.
    29. H. Semih Yildirim & George Philippatos, 2007. "Efficiency of Banks: Recent Evidence from the Transition Economies of Europe, 1993-2000," The European Journal of Finance, Taylor & Francis Journals, vol. 13(2), pages 123-143.
    30. McDonald, John, 2009. "Using least squares and tobit in second stage DEA efficiency analyses," European Journal of Operational Research, Elsevier, vol. 197(2), pages 792-798, September.
    31. repec:onb:oenbwp:y::i:96:b:1 is not listed on IDEAS
    32. Laurent Weill, 2007. "Is there a lasting gap in bank efficiency between western and eastern european countries," ULB Institutional Repository 2013/14337, ULB -- Universite Libre de Bruxelles.
    33. Brissimis, Sophocles N. & Delis, Manthos D. & Papanikolaou, Nikolaos I., 2008. "Exploring the nexus between banking sector reform and performance: Evidence from newly acceded EU countries," Journal of Banking & Finance, Elsevier, vol. 32(12), pages 2674-2683, December.
    34. Fries, Steven & Taci, Anita, 2005. "Cost efficiency of banks in transition: Evidence from 289 banks in 15 post-communist countries," Journal of Banking & Finance, Elsevier, vol. 29(1), pages 55-81, January.
    35. Seiford, Lawrence M. & Thrall, Robert M., 1990. "Recent developments in DEA : The mathematical programming approach to frontier analysis," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 7-38.
    36. Ha Vu & Daehoon Nahm, 2013. "The determinants of profit efficiency of banks in Vietnam," Journal of the Asia Pacific Economy, Taylor & Francis Journals, vol. 18(4), pages 615-631.
    37. Camanho, A. S. & Dyson, R. G., 2005. "Cost efficiency measurement with price uncertainty: a DEA application to bank branch assessments," European Journal of Operational Research, Elsevier, vol. 161(2), pages 432-446, March.
    38. Hancock, Diana, 1986. "A model of the financial firm with imperfect asset and deposit elasticities," Journal of Banking & Finance, Elsevier, vol. 10(1), pages 37-54, March.
    39. Laura Cavallo & Stefania Rossi, 2002. "Do environmental variables affect the performance and technical efficiency of the European banking systems? A parametric analysis using the stochastic frontier approach," The European Journal of Finance, Taylor & Francis Journals, vol. 8(1), pages 123-146.
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    More about this item

    Keywords

    commercial bank; cost efficiency; Czech Republic; Data Envelopment Analysis; efficiency determinants; panel data analysis; Slovakia;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General

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