Productivity and efficiency at large and community banks in the US: A Bayesian true random effects stochastic distance frontier analysis
AbstractThis paper compares the productivity and efficiency of large banks and community banks in the United States over the period 1997–2006. This comparison is performed by estimating a true random effects stochastic distance frontier model—a model that is capable of disentangling unobserved heterogeneity from inefficiency—within a Bayesian framework. We find that failure to consider unobserved heterogeneity results in a misleading ranking of banks and mismeasured technical efficiency, productivity growth, and returns to scale. Our results show that, compared with community banks, large banks have experienced much higher productivity growth and higher levels of returns to scale. Our estimates of total factor productivity growth show a clear downward trend for both large and community banks, and our decomposition of the output-distance-function-based Divisia productivity index indicates that technical change is the driving force behind this trend.
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Bibliographic InfoArticle provided by Elsevier in its journal Journal of Banking & Finance.
Volume (Year): 36 (2012)
Issue (Month): 7 ()
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Web page: http://www.elsevier.com/locate/jbf
Productivity; True random effects stochastic distance frontier; Bayesian estimation;
Find related papers by JEL classification:
- C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
- D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
- G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
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- van den Broeck, Julien & Koop, Gary & Osiewalski, Jacek & Steel, Mark F. J., 1994.
"Stochastic frontier models : A Bayesian perspective,"
Journal of Econometrics,
Elsevier, vol. 61(2), pages 273-303, April.
- Koop, Gary & Osiewalski, Jacek & Steel, Mark F.J. & Broeck, Julien Van den, . "Stochastic frontier models: a bayesian perspective," Open Access publications from Universidad Carlos III de Madrid info:hdl:10016/2823, Universidad Carlos III de Madrid.
- Greene, William, 2005. "Reconsidering heterogeneity in panel data estimators of the stochastic frontier model," Journal of Econometrics, Elsevier, vol. 126(2), pages 269-303, June.
- Allen N. Berger & Nathan H. Miller & Mitchell A. Petersen & Raghuram G. Rajan & Jeremy C. Stein, 2002.
"Does Function Follow Organzizational Form? Evidence From the Lending Practices of Large and Small Banks,"
Harvard Institute of Economic Research Working Papers
1976, Harvard - Institute of Economic Research.
- Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
- Allen N. Berger & Nathan H. Miller & Mitchell A. Petersen & Raghuram G. Rajan & Jeremy C. Stein, 2002. "Does Function Follow Organizational Form? Evidence From the Lending Practices of Large and Small Banks," NBER Working Papers 8752, National Bureau of Economic Research, Inc.
- Allen N. Berger & Nathan H. Miller & Mitchell A. Petersen & Raghuran G. Rajan & Jeremy C. Stein, 2002. "Does function follow organizational form? evidence from the lending practices of large and small banks," Proceedings 815, Federal Reserve Bank of Chicago.
- Feng, Guohua & Serletis, Apostolos, 2010.
"A primal Divisia technical change index based on the output distance function,"
Journal of Econometrics,
Elsevier, vol. 159(2), pages 320-330, December.
- Guohua Feng & Apostolos Serletis, 2010. "A Primal Divisia Technical Change Index Based on the Output Distance Function," Monash Econometrics and Business Statistics Working Papers 7/10, Monash University, Department of Econometrics and Business Statistics.
- Guohua Feng & Apostolos Serletis, 2009.
"Efficiency, Technical Change, and Returns to Scale in Large U.S. Banks: Panel Data Evidence from an Output Distance Function Satisfying Theoretical Regularity,"
Monash Econometrics and Business Statistics Working Papers
5/09, Monash University, Department of Econometrics and Business Statistics.
- Feng, Guohua & Serletis, Apostolos, 2010. "Efficiency, technical change, and returns to scale in large US banks: Panel data evidence from an output distance function satisfying theoretical regularity," Journal of Banking & Finance, Elsevier, vol. 34(1), pages 127-138, January.
- Rosen, Richard J, 2003.
" Is Three a Crowd? Competition among Regulators in Banking,"
Journal of Money, Credit and Banking,
Blackwell Publishing, vol. 35(6), pages 967-98, December.
- Richard J. Rosen, 2002. "Is three a crowd? competition among regulators in banking," Proceedings 906, Federal Reserve Bank of Chicago.
- Kevin J. Fox & W. Erwin Diewert, 2004.
"On the Estimation of Returns to Scale, Technical Progress and Monopolistic Markups,"
Econometric Society 2004 Australasian Meetings
310, Econometric Society.
- Diewert, W. Erwin & Fox, Kevin J., 2008. "On the estimation of returns to scale, technical progress and monopolistic markups," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 174-193, July.
- Fernandez, Carmen & Osiewalski, Jacek & Steel, Mark F. J., 1997. "On the use of panel data in stochastic frontier models with improper priors," Journal of Econometrics, Elsevier, vol. 79(1), pages 169-193, July.
- Luis Orea, 2002. "Parametric Decomposition of a Generalized Malmquist Productivity Index," Journal of Productivity Analysis, Springer, vol. 18(1), pages 5-22, July.
- 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.
- Allen N. Berger & Loretta J. Mester, 2001. "Explaining the Dramatic Changes in Performance of U.S. Banks: Technological Change, Deregulation and Dynamic Changes in Competition," Center for Financial Institutions Working Papers 01-22, Wharton School Center for Financial Institutions, University of Pennsylvania.
- Allen N. Berger & Loretta J. Mester, 2002. "Explaining the dramatic changes in performance of U.S. banks: technological change, deregulation, and dynamic changes in competition," Working Papers 01-6, Federal Reserve Bank of Philadelphia.
- David J. Spiegelhalter & Nicola G. Best & Bradley P. Carlin & Angelika van der Linde, 2002. "Bayesian measures of model complexity and fit," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(4), pages 583-639.
- Mitchell A. Petersen & Raghuram G. Rajan, 2002.
"Does Distance Still Matter? The Information Revolution in Small Business Lending,"
Journal of Finance,
American Finance Association, vol. 57(6), pages 2533-2570, December.
- Mitchell A. Petersen & Raghuram G. Rajan, 2000. "Does Distance Still Matter? The Information Revolution in Small Business Lending," NBER Working Papers 7685, National Bureau of Economic Research, Inc.
- 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 1251-66, September.
- Guohua Feng & Apostolos Serletis, 2009. "Efficiency and productivity of the US banking industry, 1998-2005: evidence from the Fourier cost function satisfying global regularity conditions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(1), pages 105-138.
- Stiroh, Kevin J., 2000. "How did bank holding companies prosper in the 1990s?," Journal of Banking & Finance, Elsevier, vol. 24(11), pages 1703-1745, November.
- Cole, Rebel A. & Goldberg, Lawrence G. & White, Lawrence J., 2004. "Cookie Cutter vs. Character: The Micro Structure of Small Business Lending by Large and Small Banks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(02), pages 227-251, June.
- O'Donnell, Christopher J. & Coelli, Timothy J., 2005.
"A Bayesian approach to imposing curvature on distance functions,"
Journal of Econometrics,
Elsevier, vol. 126(2), pages 493-523, June.
- Tim J. Coelli & Chris O'Donnell, 2003. "A Bayesian Approach To Imposing Curvature On Distance Functions," CEPA Working Papers Series WP032003, School of Economics, University of Queensland, Australia.
- Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "The Economic Theory of Index Numbers and the Measurement of Input, Output, and Productivity," Econometrica, Econometric Society, vol. 50(6), pages 1393-1414, November.
- Cristina Bernini & Paola Brighi, 2012. "Modeling the effects of Geographical Expansion Strategies on the Italian Minor Banks’ Efficiency," Working Paper Series 72_12, The Rimini Centre for Economic Analysis.
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