[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/lbo/lbowps/2010_02.html
   My bibliography  Save this paper

A Productivity analysis of Eastern European banking taking into account risk decomposition and environmental variables

Author

Listed:
  • Karligash Kenjegalieva

    (Dept of Economics, Loughborough University)

  • Richard Simper

    (Dept of Economics, Loughborough University)

Abstract
This paper develops a new Luenberger productivity which is applied to a technology where the desirable and undesirable outputs are jointly produced and are possibly negative. The components of this Luenberger productivity index - the efficiency change and the components of the technological shift - are then decomposed into factors determined by the technology, adjusted for ‘risk and environment’, ‘risk management’ and ‘environmental effects’. The method is applied to Central and Eastern European banks operating during 1998–2003 utilising three alternative input/output methodologies (intermediation, production and profit/revenue). Additionally, the comparative analysis of the sensitivity of the productivity indices in the choice of the methodologies is undertaken using statistical and kernel density tests. It is found that the main driver of productivity change in Central and Eastern European banks is technological improvement, which, in the beginning of the analysed period, hinged on the banks’ ability to capitalise on advanced technology and successfully take into account risk and environmental factors. Whereas, in the later sampled periods, we show that one of the most important factors of technological improvement/decline is risk management. Finally, the tests employed confirm previous findings, such as Pasiouras (2008) in this journal, that different input/output methodologies produce statistically different productivity results. Indeed, we also find that external factors, such as a risk in the economy and banking production, and a ‘corruption perception’ affect the productivity of banks.

Suggested Citation

  • Karligash Kenjegalieva & Richard Simper, 2010. "A Productivity analysis of Eastern European banking taking into account risk decomposition and environmental variables," Discussion Paper Series 2010_02, Department of Economics, Loughborough University, revised Jan 2010.
  • Handle: RePEc:lbo:lbowps:2010_02
    as

    Download full text from publisher

    File URL: http://www.lboro.ac.uk/departments/sbe/RePEc/lbo/lbowps/LuenbergerProductivity.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. R. Färe & D. Primont, 2003. "Luenberger Productivity Indicators: Aggregation Across Firms," Journal of Productivity Analysis, Springer, vol. 20(3), pages 425-435, November.
    2. Berger, Allen N. & Mester, Loretta J., 2003. "Explaining the dramatic changes in performance of US banks: technological change, deregulation, and dynamic changes in competition," Journal of Financial Intermediation, Elsevier, vol. 12(1), pages 57-95, January.
    3. Laeven, Luc & Majnoni, Giovanni, 2003. "Loan loss provisioning and economic slowdowns: too much, too late?," Journal of Financial Intermediation, Elsevier, vol. 12(2), pages 178-197, April.
    4. Tortosa-Ausina, Emili, 2002. "Exploring efficiency differences over time in the Spanish banking industry," European Journal of Operational Research, Elsevier, vol. 139(3), pages 643-664, June.
    5. Havrylchyk, Olena, 2004. "Consolidation of the Polish banking sector: consequences for the banking institutions and the public," Economic Systems, Elsevier, vol. 28(2), pages 125-140, June.
    6. Benston, George J & Smith, Clifford W, Jr, 1976. "A Transactions Cost Approach to the Theory of Financial Intermediation," Journal of Finance, American Finance Association, vol. 31(2), pages 215-231, May.
    7. Tortosa-Ausina, Emili, 2003. "Nontraditional activities and bank efficiency revisited: a distributional analysis for Spanish financial institutions," Journal of Economics and Business, Elsevier, vol. 55(4), pages 371-395.
    8. Grifell-Tatje, E. & Lovell, C. A. K., 1997. "The sources of productivity change in Spanish banking," European Journal of Operational Research, Elsevier, vol. 98(2), pages 364-380, April.
    9. Maniadakis, Nikolaos & Thanassoulis, Emmanuel, 2004. "A cost Malmquist productivity index," European Journal of Operational Research, Elsevier, vol. 154(2), pages 396-409, April.
    10. M C A Silva Portela & E Thanassoulis & G Simpson, 2004. "Negative data in DEA: a directional distance approach applied to bank branches," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 55(10), pages 1111-1121, October.
    11. Ana Lozano‐Vivas & Jesús T. Pastor, 2006. "Banking And Economic Activity Performance: An Empirical Study At The Country Level," Manchester School, University of Manchester, vol. 74(4), pages 469-482, July.
    12. Anthony N. Rezitis, 2006. "Productivity growth in the Greek banking industry: A non-parametric approach," Journal of Applied Economics, Universidad del CEMA, vol. 9, pages 119-138, May.
    13. Isik, Ihsan & Kabir Hassan, M., 2003. "Financial deregulation and total factor productivity change: An empirical study of Turkish commercial banks," Journal of Banking & Finance, Elsevier, vol. 27(8), pages 1455-1485, August.
    14. Isik, Ihsan & Hassan, M. Kabir, 2003. "Financial disruption and bank productivity: The 1994 experience of Turkish banks," The Quarterly Review of Economics and Finance, Elsevier, vol. 43(2), pages 291-320.
    15. John P. Bonin & Istvan Abel, 2000. "Retail Banking in Hungary: A Foreign Affair?," William Davidson Institute Working Papers Series 356, William Davidson Institute at the University of Michigan.
    16. José Manuel Pastor Monsálvez, 1998. "- Efficiency And Risk Management In Banking Firms: A Method To Decompose Risk," Working Papers. Serie EC 1998-10, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    17. Emili Tortosa-Ausina, 2002. "Bank Cost Efficiency and Output Specification," Journal of Productivity Analysis, Springer, vol. 18(3), pages 199-222, November.
    18. 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.
    19. Jean‐Philippe Boussemart & Walter Briec & Kristiaan Kerstens & Jean‐Christophe Poutineau, 2003. "Luenberger and Malmquist Productivity Indices: Theoretical Comparisons and Empirical Illustration," Bulletin of Economic Research, Wiley Blackwell, vol. 55(4), pages 391-405, October.
    20. 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.
    21. Fried, Harold O. & Lovell, C. A. Knox & Schmidt, Shelton S. (ed.), 1993. "The Measurement of Productive Efficiency: Techniques and Applications," OUP Catalogue, Oxford University Press, number 9780195072181.
    22. Lozano-Vivas, Ana & Humphrey, David B., 2002. "Bias in Malmquist index and cost function productivity measurement in banking," International Journal of Production Economics, Elsevier, vol. 76(2), pages 177-188, March.
    23. Walter Briec & Benoit Dervaux & Hervé Leleu, 2003. "Aggregation of Directional Distance Functions and Industrial Efficiency," Journal of Economics, Springer, vol. 79(3), pages 237-261, July.
    24. Jose Pastor, 2002. "Credit risk and efficiency in the European banking system: A three-stage analysis," Applied Financial Economics, Taylor & Francis Journals, vol. 12(12), pages 895-911.
    25. N/A, 2004. "Index for 2004," European Union Politics, , vol. 5(4), pages 511-512, December.
    26. Drake, Leigh & Hall, Maximilian J.B. & Simper, Richard, 2006. "The impact of macroeconomic and regulatory factors on bank efficiency: A non-parametric analysis of Hong Kong's banking system," Journal of Banking & Finance, Elsevier, vol. 30(5), pages 1443-1466, May.
    27. Chambers, Robert G. & Fare, Rolf & Grosskopf, Shawna, 1996. "Productivity Growth in APEC Countries," Working Papers 197843, University of Maryland, Department of Agricultural and Resource Economics.
    28. World Bank, 2002. "Corporate Governance Country Assessment : Czech Republic," World Bank Publications - Reports 14529, The World Bank Group.
    29. Pasiouras, Fotios, 2008. "Estimating the technical and scale efficiency of Greek commercial banks: The impact of credit risk, off-balance sheet activities, and international operations," Research in International Business and Finance, Elsevier, vol. 22(3), pages 301-318, September.
    30. Zhou, Peng & Poh, Kim Leng & Ang, Beng Wah, 2007. "A non-radial DEA approach to measuring environmental performance," European Journal of Operational Research, Elsevier, vol. 178(1), pages 1-9, April.
    31. Jose Pastor, 1999. "Efficiency and risk management in Spanish banking: a method to decompose risk," Applied Financial Economics, Taylor & Francis Journals, vol. 9(4), pages 371-384.
    32. Barros, Carlos Pestana & Managi, Shunsuke & Matousek, Roman, 2009. "Productivity growth and biased technological change: Credit banks in Japan," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 19(5), pages 924-936, December.
    33. Chen, Yao, 2003. "A non-radial Malmquist productivity index with an illustrative application to Chinese major industries," International Journal of Production Economics, Elsevier, vol. 83(1), pages 27-35, January.
    34. Sturm, Jan-Egbert & Williams, Barry, 2004. "Foreign bank entry, deregulation and bank efficiency: Lessons from the Australian experience," Journal of Banking & Finance, Elsevier, vol. 28(7), pages 1775-1799, July.
    35. Pastor, JoseManuel & Perez, Francisco & Quesada, Javier, 1997. "Efficiency analysis in banking firms: An international comparison," European Journal of Operational Research, Elsevier, vol. 98(2), pages 395-407, April.
    36. Leightner, Jonathan E. & Lovell, C. A. Knox, 1998. "The Impact of Financial Liberalization on the Performance of Thai Banks," Journal of Economics and Business, Elsevier, vol. 50(2), pages 115-131, March.
    37. Tsionas, Efthymios G. & Lolos, Sarantis E. G. & Christopoulos, Dimitris K., 2003. "The performance of the Greek banking system in view of the EMU: results from a non-parametric approach," Economic Modelling, Elsevier, vol. 20(3), pages 571-592, May.
    38. 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.
    39. World Bank, 2002. "Report on the Observance of Standards and Codes : Corporate Governance Country Assessment, Bulgaria," World Bank Publications - Reports 14459, The World Bank Group.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Javier E. Pirateque & José H. Piñeros & Linda Mondragón, 2013. "Eficiencia de los establecimientos bancarios (EB): una aproximación mediante modelos DEA," Borradores de Economia 11103, Banco de la Republica.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kenjegalieva, Karligash A. & Simper, Richard, 2011. "A productivity analysis of Central and Eastern European banking taking into account risk decomposition and environmental variables," Research in International Business and Finance, Elsevier, vol. 25(1), pages 26-38, January.
    2. Fethi, Meryem Duygun & Pasiouras, Fotios, 2010. "Assessing bank efficiency and performance with operational research and artificial intelligence techniques: A survey," European Journal of Operational Research, Elsevier, vol. 204(2), pages 189-198, July.
    3. Fotios Pasiouras & Aggeliki Liadaki & Constantin Zopounidis, 2008. "Bank efficiency and share performance: evidence from Greece," Applied Financial Economics, Taylor & Francis Journals, vol. 18(14), pages 1121-1130.
    4. Pasiouras, Fotios, 2008. "Estimating the technical and scale efficiency of Greek commercial banks: The impact of credit risk, off-balance sheet activities, and international operations," Research in International Business and Finance, Elsevier, vol. 22(3), pages 301-318, September.
    5. Meryem Duygun Fethi & Mohamed Shaban & Thomas Weyman-Jones, 2009. "Liberalisation, privatisation and the productivity of Egyptian banks: a non-parametric approach," The Service Industries Journal, Taylor & Francis Journals, vol. 31(7), pages 1143-1163, September.
    6. Arjomandi, Amir & Valadkhani, Abbas & O’Brien, Martin, 2014. "Analysing banks’ intermediation and operational performance using the Hicks–Moorsteen TFP index: The case of Iran," Research in International Business and Finance, Elsevier, vol. 30(C), pages 111-125.
    7. Kenjegalieva, Karligash & Simper, Richard & Weyman-Jones, Tom & Zelenyuk, Valentin, 2009. "Comparative analysis of banking production frameworks in eastern european financial markets," European Journal of Operational Research, Elsevier, vol. 198(1), pages 326-340, October.
    8. Casu, Barbara & Ferrari, Alessandra & Girardone, Claudia & Wilson, John O.S., 2016. "Integration, productivity and technological spillovers: Evidence for eurozone banking industries," European Journal of Operational Research, Elsevier, vol. 255(3), pages 971-983.
    9. Avkiran, Necmi K. & Thoraneenitiyan, Nakhun, 2010. "Purging data before productivity analysis," Journal of Business Research, Elsevier, vol. 63(3), pages 294-302, March.
    10. Sailesh Tanna & Fotios Pasiouras & Matthias Nnadi, 2011. "The Effect of Board Size and Composition on the Efficiency of UK Banks," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 18(3), pages 441-462, November.
    11. Mai, Nhat Chi, 2015. "Efficiency of the banking system in Vietnam under financial liberalization," OSF Preprints qsf6d, Center for Open Science.
    12. Athanasoglou, Panayiotis P. & Georgiou, Evangelia A. & Staikouras, Christos C., 2009. "Assessing output and productivity growth in the banking industry," The Quarterly Review of Economics and Finance, Elsevier, vol. 49(4), pages 1317-1340, November.
    13. Cristian Barra & Sergio Destefanis & Giuseppe Lubrano Lavadera, 2013. "Regulation and the Crisis: The Efficiency of Italian Cooperative Banks," CSEF Working Papers 338, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    14. Juo, Jia-Ching & Fu, Tsu-Tan & Yu, Ming-Miin & Lin, Yu-Hui, 2015. "Profit-oriented productivity change," Omega, Elsevier, vol. 57(PB), pages 176-187.
    15. Hall, Maximilian J.B. & Kenjegalieva, Karligash A. & Simper, Richard, 2012. "Environmental factors affecting Hong Kong banking: A post-Asian financial crisis efficiency analysis," Global Finance Journal, Elsevier, vol. 23(3), pages 184-201.
    16. Carlos Pestana Barros & Guglielmo Maria Caporale & Luis A. Gil-Alana, 2007. "Identification of Segments of European Banks with a Latent Class Frontier Model," CESifo Working Paper Series 2110, CESifo.
    17. Sufian, Fadzlan & Abdul Majid, Muhamed Zulkhibri, 2007. "Bank Ownership, Characteristics and Performance: A Comparative Analysis of Domestic and Foreign Islamic Banks in Malaysia," MPRA Paper 12131, University Library of Munich, Germany, revised 01 Jun 2007.
    18. Jiang, Chunxia & Yao, Shujie & Zhang, Zongyi, 2009. "The effects of governance changes on bank efficiency in China: A stochastic distance function approach," China Economic Review, Elsevier, vol. 20(4), pages 717-731, December.
    19. Chih-Ching Yang, 2010. "Service, investment, and risk management performance in commercial banks," The Service Industries Journal, Taylor & Francis Journals, vol. 32(12), pages 2005-2025, December.
    20. Alves, André Bernardo & Wanke, Peter & Antunes, Jorge & Chen, Zhongfei, 2020. "Endogenous network efficiency, macroeconomy, and competition: Evidence from the Portuguese banking industry," The North American Journal of Economics and Finance, Elsevier, vol. 52(C).

    More about this item

    Keywords

    Luenberger productivity index; DEA; banking; undesirable outputs; negative data.;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • G2 - Financial Economics - - Financial Institutions and Services
    • L1 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:lbo:lbowps:2010_02. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Huw Edwards (email available below). General contact details of provider: https://edirc.repec.org/data/delbouk.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.