Bank efficiency and risk during the financial crisis: Evidence from weight restricted DEA models
AbstractThe recent nancial crisis highlighted how banks' funding and investment portfolios are associated with their risk taking. In a "normal" DEA banking efficiency model this risk element, embedded in banks' business models, is indicated by possibly inappropriate mixes of funding portfolio and/or investment portfolio which, in turn, is revealed by the weights assigned by each bank to the inputs and outputs in the model. Using the crisis as a natural experiment, we defie weight restrictions to be imposed on all banks by using the banks that were not bailed out during the crisis, or with relatively higher external rating, and which are efficient in the normal DEA model, as our model banks. Thus, banks seemingly taking excessive risks by using inappropriate weights to make themselves look efficient, are restricted to only applying weights also used by efficient non-bailed-out banks. Analysing data collected from audited financial statements of around 70 of the largest EU banks from 2006 to 2009, we find a clear pattern indicating that non-bailed-out banks with relatively high external rating become significantly more efficient than the other banks once weight restrictions are applied to control for risk, even if this pattern was not clear from the models without weight restrictions. In models already incorporating some risk elements, the non-bailed-out banks are significantly more efficient even before weight restrictions are included, but the imposition of weight restrictions makes the pattern even stronger.
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Bibliographic InfoPaper provided by University of Copenhagen, Department of Food and Resource Economics in its series MSAP Working Paper Series with number 03_2012.
Length: 26 pages
Date of creation: Jul 2012
Date of revision:
Data Envelopment Analysis (DEA); weight restrictions; banking; efficiency; risk; financial crisis.;
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- H. Semih Yildirim & George Philippatos, 2007. "Efficiency of Banks: Recent Evidence from the Transition Economies of Europe, 1993-2000," European Journal of Finance, Taylor and Francis Journals, vol. 13(2), pages 123-143.
- Joseph P. Hughes & Loretta J. Mester & Choon-Geol Moon, 2000.
"Are scale economies in banking elusive or illusive? Evidence obtained by incorporating capital structure and risk-taking into models of bank production,"
00-4, Federal Reserve Bank of Philadelphia.
- Hughes, Joseph P. & Mester, Loretta J. & Moon, Choon-Geol, 2001. "Are scale economies in banking elusive or illusive?: Evidence obtained by incorporating capital structure and risk-taking into models of bank production," Journal of Banking & Finance, Elsevier, vol. 25(12), pages 2169-2208, December.
- Brockett, P. L. & Charnes, A. & Cooper, W. W. & Huang, Z. M. & Sun, D. B., 1997. "Data transformations in DEA cone ratio envelopment approaches for monitoring bank performances," European Journal of Operational Research, Elsevier, vol. 98(2), pages 250-268, April.
- Koutsomanoli-Filippaki, Anastasia I. & Mamatzakis, Emmanuel C., 2011. "Efficiency under quantile regression: What is the relationship with risk in the EU banking industry?," Review of Financial Economics, Elsevier, vol. 20(2), pages 84-95, May.
- Berg, Sigbjorn Atle & Forsund, Finn R & Jansen, Eilev S, 1992. " Malmquist Indices of Productivity Growth during the Deregulation of Norwegian Banking, 1980-89," Scandinavian Journal of Economics, Wiley Blackwell, vol. 94(0), pages S211-28, Supplemen.
- Fiordelisi, Franco & Marques-Ibanez, David & Molyneux, Phil, 2011.
"Efficiency and risk in European banking,"
Journal of Banking & Finance,
Elsevier, vol. 35(5), pages 1315-1326, May.
- Williams, Jonathan, 2004. "Determining management behaviour in European banking," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2427-2460, October.
- Altunbas, Y. & Gardener, E. P. M. & Molyneux, P. & Moore, B., 2001. "Efficiency in European banking," European Economic Review, Elsevier, vol. 45(10), pages 1931-1955, December.
- Jose Pastor & Lorenzo Serrano, 2005.
"Efficiency, endogenous and exogenous credit risk in the banking systems of the Euro area,"
Applied Financial Economics,
Taylor and Francis Journals, vol. 15(9), pages 631-649.
- José Manuel Pastor Monsálvez & Lorenzo Serrano Martínez, 2000. "Efficiency, Endogenous And Exogenous Credit Risk In The Banking Systems Of The Euro Area," Working Papers. Serie EC 2000-17, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
- Simon Kwan & Robert Eisenbeis, 1997. "Bank Risk, Capitalization, and Operating Efficiency," Journal of Financial Services Research, Springer, vol. 12(2), pages 117-131, October.
- Ching-Cheng Chang, 1999. "The Nonparametric Risk-Adjusted Efficiency Measurement: An Application to Taiwan's Major Rural Financial Intermediaries," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 81(4), pages 902-913.
- Yener Altunbas & Santiago Carbo & Edward P.M. Gardener & Philip Molyneux, 2007. "Examining the Relationships between Capital, Risk and Efficiency in European Banking," European Financial Management, European Financial Management Association, vol. 13(1), pages 49-70.
- Charnes, A. & Cooper, W. W. & Huang, Z. M. & Sun, D. B., 1990. "Polyhedral Cone-Ratio DEA Models with an illustrative application to large commercial banks," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 73-91.
- 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.
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