Aiello, Francesco and Bonanno, Graziella (2014): On the Sources of Heterogeneity in Banking Efficiency Literature.
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Abstract
One learns two main lessons from studying the great quantity of banking efficiency literature. These lessons regard the heterogeneity in results and the absence of a comprehensive review aimed at understanding the reasons for this variability. Surprisingly, although this issue is wellknown, it has not been systematically analyzed before. In order to fill this gap, we perform a MetaRegressionAnalysis (MRA) by examining 1,661 efficiency scores retrieved from 120 papers published over the period 20002014. The metaregression is estimated by using the Random Effects Multilevel Model (REML), because it controls for withinstudy and betweenstudy heterogeneity. The analysis yields four main results. Firstly, parametric methods yield lower levels of banking efficiency than nonparametric studies. This holds true even after controlling for the approach used in selecting the inputs and outputs of the frontier. Secondly, we show that banking efficiency is highest when using the value added approach, followed by estimates from studies based on the intermediation method, whereas those based on the hybrid approach are the lowest. Thirdly, efficiency scores also depend on the quality of studies and on the number of observations and variables used in the primary papers. As far as the effects of sample size, dimension and quality of papers are concerned, there are significant differences in sign and magnitude between parametric and nonparametric studies. Finally, cost efficiency is found to be higher than profit and production efficiency. Interestingly, MRA results are robust to the potential outliers in efficiency and sample size distributions
Item Type:  MPRA Paper 

Original Title:  On the Sources of Heterogeneity in Banking Efficiency Literature 
Language:  English 
Keywords:  Banking industry, Frontier Models, Efficiency, Metaanalysis, Study design 
Subjects:  C  Mathematical and Quantitative Methods > C1  Econometric and Statistical Methods and Methodology: General > C13  Estimation: General C  Mathematical and Quantitative Methods > C1  Econometric and Statistical Methods and Methodology: General > C14  Semiparametric and Nonparametric Methods: General C  Mathematical and Quantitative Methods > C8  Data Collection and Data Estimation Methodology ; Computer Programs > C80  General D  Microeconomics > D2  Production and Organizations > D23  Organizational Behavior ; Transaction Costs ; Property Rights G  Financial Economics > G2  Financial Institutions and Services > G21  Banks ; Depository Institutions ; Micro Finance Institutions ; Mortgages L  Industrial Organization > L2  Firm Objectives, Organization, and Behavior > L25  Firm Performance: Size, Diversification, and Scope 
Item ID:  68300 
Depositing User:  Aiello Francesco 
Date Deposited:  10 Dec 2015 07:04 
Last Modified:  01 Oct 2019 23:22 
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URI:  https://mpra.ub.unimuenchen.de/id/eprint/68300 
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