Determinants of bank efficiencyevidence from the Latin American banking industry

  1. Ignacio Jiménez Hernández 1
  2. Gabriel Palazzo 2
  3. Francisco Javier Sáez Fernández 1
  1. 1 Universidad de Granada
    info

    Universidad de Granada

    Granada, España

    ROR https://ror.org/04njjy449

  2. 2 University of Buenos Aires, Buenos Aires, Argentina
Revista:
Applied economic analysis

ISSN: 2632-7627

Año de publicación: 2019

Volumen: 27

Número: 81

Páginas: 184-206

Tipo: Artículo

DOI: 10.1108/AEA-09-2019-0027 DIALNET GOOGLE SCHOLAR lock_openAcceso abierto editor

Otras publicaciones en: Applied economic analysis

Resumen

Purpose – The purpose of this paper is to analyze a variety of factors that can explain the differences in commercial bank efficiency among 17 countries in Latin America (LatAm). Design/methodology/approach – In a first stage, data envelopment analysis (DEA) and conditional efficiency analysis techniques are used to assess the relative efficiency level of 409 banks for the 2014-2016 period. The conditional efficiency approach considers environmental variables (that are beyond the manager’s control), which could influence the shape and the level of the boundary of the attainable set. In the second stage, the resulting conditional efficiency scores are correlated with internal variables (those that are under the manager’s control), which might affect the distribution of the inefficiencies. For this purpose, an econometric approach developed by Simar and Wilson (2007) is used. Findings – First stage scores reveal the heterogeneity of average efficiency within the region. Regarding the factors that may explain the differences in performance in the LatAm banking sector, the results allow us to state that certain internal variables such as bank size, the ratio of loans to total assets and the ratio of nonperforming loans show the expected relationship to efficiency, in line with much of the previous literature. Originality/value – This is the first time that conditional efficiency and Simar and Wilson (2007) approaches have been applied at the same time to analyse the LatAm banking industry

Información de financiación

This research was funded by the European Regional Development Fund (project ECO2016-75237-R) and Spanish Ministry of Economy and Competitiveness.

Referencias bibliográficas

  • Aiello, F. and Bonanno, G. (2018), “On the sources of heterogeneity in banking efficiency literature”, Journal of Economic Surveys, Vol. 32 No. 1, pp. 194-225.
  • Aragon, Y., Daouia, A. and Thomas-Agnan, C. (2005), “Nonparametric frontier estimation: a conditional quantile-based approach”, Econometric Theory, Vol. 21 No. 2, pp. 358-389.
  • Badin, L., Daraio, C. and Simar, L. (2014), “Explaining inefficiency in nonparametric production models: the state of the art”,Annals of Operations Research, Vol. 214 No. 1, pp. 5-30.
  • Banker, R.D., Charnes, A. and Cooper, W.W. (1984), “Some models for estimating technical and scale inefficiencies in data envelopment analysis”, Management Science, Vol. 30 No. 9, pp. 1078-1092.
  • Barth, J.R., Caprio, G., Jr and Levine, R. (2013), “Bank regulation and supervision in 180 countries from 1999 to 2011”, Journal of Financial Economic Policy, Vol. 5 No. 2, pp. 111-219.
  • Barth, J.R., Lin, C., Ma, Y., Seade, J. and Song, F.M. (2013), “Do bank regulation, supervision and monitoring enhance or impede bank efficiency?”, Journal of Banking and Finance, Vol. 37 No. 8, pp. 2879-2892.
  • Beck, T., Demirgüç-Kunt, A. and Merrouche, O. (2013), “Islamic vs. conventional banking: business model, efficiency and stability”, Journal of Banking and Finance, Vol. 37 No. 2, pp. 433-447.
  • Berger, A.N. (2007), “International comparisons of banking efficiency”, Financial Markets, Institutions and Instruments, Vol. 16 No. 3, pp. 119-144.
  • Berger, A.N. and Humphrey, D.B. (1992), “Measurement and efficiency issues in commercial banking”, in Output Measurement in the Service Sectors, University of Chicago Press, Chicago, London, pp. 245-300.
  • Berger, A.N. and Humphrey, D.B. (1997), “Efficiency of financial institutions: international survey and directions for future research”, European Journal of Operational Research, Vol. 98 No. 2, pp. 175-212.
  • Bhatia, V., Basu, S., Mitra, S.K. and Dash, P. (2018), “A review of bank efficiency and productivity”, OPSEARCH, Vol. 55 Nos 3/4, pp. 557-600.
  • Bhimjee, D.C., Ramos, S.B. and Dias, J.G. (2016), “Banking industry performance in the wake of the global financial crisis”, International Review of Financial Analysis, Vol. 48, pp. 376-387.
  • Bonin, J.P., Hasan, I. and Wachtel, P. (2005), “Bank performance, efficiency and ownership in transition countries”, Journal of Banking and Finance, Vol. 29 No. 1, pp. 31-53.
  • Carbo, S., Gardener, E.P. and Williams, J. (2002), “Efficiency in banking: empirical evidence from the savings banks sector”,TheManchester School, Vol. 70 No. 2, pp. 204-228.
  • Carvallo, O. and Kasman, A. (2017), “Convergence in bank performance: evidence from Latin american banking”,The North American Journal of Economics and Finance, Vol. 39, pp. 127-142.
  • Cazals, C., Florens, J.P. and Simar, L. (2002), “Nonparametric frontier estimation: a robust approach”, Journal of Econometrics, Vol. 106 No. 1, pp. 1-25.
  • Charnes, A., Cooper, W.W. and Rhodes, E. (1978), “Measuring the efficiency of decision making units”, European Journal of Operational Research, Vol. 2 No. 6, pp. 429-444.
  • Chortareas, G.E., Garza-Garcia, J.G. and Girardone, C. (2011), “Banking sector performance in Latin America: market power versus efficiency”, Review of Development Economics, Vol. 15 No. 2, pp. 307-325.
  • Cooper, W.W., Huang, Z., Li, S.X., Parker, B.R. and Pastor, J.T. (2007), “Efficiency aggregation with enhanced Russell measures in data envelopment analysis”, Socio-Economic Planning Sciences, Vol. 41 No. 1, pp. 1-21.
  • Cordero, J.M., Polo, C., Santín, D. and Sicilia, G. (2016), “Monte-Carol comparison of conditional nonparametric methods and traditional approaches to include exogenous variables”, Pacific Economic Review, Vol. 21 No. 4, pp. 483-497.
  • Daraio, C. and Simar, L. (2005), “Introducing environmental variables in nonparametric frontier models: a probabilistic approach”, Journal of Productivity Analysis, Vol. 24 No. 1, pp. 93-121.
  • Daraio, C. and Simar, L. (2007), “Conditional nonparametric frontier models for convex and nonconvex technologies: a unifying approach”, Journal of Productivity Analysis, Vol. 28 Nos 1/2, pp. 13-32.
  • Daraio, C., Simar, L. and and Wilson, P.W. (2015), “Testing the ‘separability’ condition in two-stage nonparametric models of production (no. 2015/21)”, LEMworking paper series.
  • Debreu, G. (1951), “The coefficient of resource utilization”, Econometrica, Vol. 19 No. 3, pp. 273-292. Delis, M.D. and Papanikolaou, N.I. (2009), “Determinants of bank efficiency: evidence from a semiparametric methodology”,Managerial Finance, Vol. 35 No. 3, pp. 260-275.
  • Deprins D., Simar J., Tulkens, H. (Eds) (1984), Measuring Labor-Efficiency in Post Offices in the Performance of Public Enterprises: Concepts and Measurement, Tulkens H., NorthHolland.
  • Dietsch, M. and Lozano-Vivas, A. (2000), “How the environment determines banking efficiency: a comparison between French and Spanish industries”, Journal of Banking and Finance, Vol. 24 No. 6, pp. 985-1004.
  • Emrouznejad, A. and Yang, G.L. (2018), “A survey and analysis of the first 40 years of scholarly literature in DEA: 1978-2016”, Socio-Economic Planning Sciences, Vol. 61, pp. 4-8.
  • Farrell, M.J. (1957), “The measurement of productive efficiency”, Journal of the Royal Statistical Society Series A-General, Vol. 120 No. 3, pp. 253-290.
  • Figueira, C., Nellis, J. and Parker, D. (2009), “The effects of ownership on bank efficiency in Latin America”,Applied Economics, Vol. 41 No. 18, pp. 2353-2368.
  • Fries, S. and Taci, A. (2005), “Cost efficiency of banks in transition: evidence from 289 banks in 15 postcommunist countries”, Journal of Banking and Finance, Vol. 29 No. 1, pp. 55-81.
  • Grigorian, D.A. and Manole, V. (2002), Determinants of Commercial Bank Performance in Transition: An Application of Data Envelopment Analysis, TheWorld Bank.
  • Havrylchyk, O. (2006), “Efficiency of the polish banking industry: foreign versus domestic banks”, Journal of Banking and Finance, Vol. 30 No. 7, pp. 1975-1996.
  • Huang, T.H. (2005), “A study on the productivities of it capital and computer labor: firm-level evidence from Taiwan’s banking industry”, Journal of Productivity Analysis, Vol. 24 No. 3, pp. 241-257.
  • Huang, M.Y. and Fu, T.T. (2013), “An examination of the cost efficiency of banks in Taiwan and China using the metafrontier cost function”, Journal of Productivity Analysis, Vol. 40 No. 3, pp. 387-406.
  • Jiménez-Hernández, I., Picazo-Tadeo, A.J. and Sáez-Fernández, F.J. (2019), “Are Lac cooperative and commercial banks so different in their management of non-performing loans?”, Annals of Public and Cooperative Economics, Vol. 90 No. 3, pp. 419-440.
  • Kaffash, S. and Marra, M. (2017), “Data envelopment analysis in financial services: a citations network analysis of banks, insurance companies and money market funds”, Annals of Operations Research, Vol. 253 No. 1, pp. 307-344.
  • Kasman, A. and Carvallo, O. (2013), “Efficiency and risk in Latin american banking: explaining resilience”, EmergingMarkets Finance and Trade, Vol. 49 No. 2, pp. 105-130.
  • Kasman, A. and Yildirim, C. (2006), “Cost and profit efficiencies in transition banking: the case of new EUmembers”,Applied Economics, Vol. 38 No. 9, pp. 1079-1090.
  • Koopmans, T.C. (1951), “Efficient allocation of resources”, Econometrica, Vol. 19 No. 4, pp. 455-465.
  • Lang, G. and Welzel, P. (1996), “Efficiency and technical progress in banking empirical results for a panel of German cooperative banks”, Journal of Banking and Finance, Vol. 20 No. 6, pp. 1003-1023.
  • Leightner, J.E. and Lovell, C.K. (1998), “The impact of financial liberalization on the performance of Thai banks”, Journal of Economics and Business, Vol. 50 No. 2, pp. 115-131.
  • Lin, X. and Zhang, Y. (2009), “Bank ownership reform and bank performance in China”, Journal of Banking and Finance, Vol. 33 No. 1, pp. 20-29.
  • Lozano-Vivas, A. and Pasiouras, F. (2010), “The impact of non-traditional activities on the estimation of bank efficiency: international evidence”, Journal of Banking and Finance, Vol. 34 No. 7, pp. 1436-1449.
  • Lozano-Vivas, A., Pastor, J.T. and Pastor, J.M. (2002), “An efficiency comparison of European banking systems operating under different environmental conditions”, Journal of Productivity Analysis, Vol. 18 No. 1, pp. 59-77.
  • Miller, S.M. and Noulas, A.G. (1996), “The technical efficiency of large bank production”, Journal of Banking and Finance, Vol. 20 No. 3, pp. 495-509.
  • Pancurova, D. and Lyocsa, S. (2013), “Determinants of commercial banks’ efficiency: evidence from 11 CEE countries”, Finance a Uver, Vol. 63 No. 2, p. 152.
  • Pasiouras, F., Gaganis, C. and Zopounidis, C. (2006), “The impact of bank regulations, supervision, market structure, and bank characteristics on individual bank ratings: a crosscountry analysis”, Review of Quantitative Finance and Accounting, Vol. 27 No. 4, pp. 403-438.
  • Prior, D. (2003), “Long-and short-run non-parametric cost frontier efficiency: an application to Spanish savings banks”, Journal of Banking and Finance, Vol. 27 No. 4, pp. 655-671.
  • Ray, S.C. and Das, A. (2010), “Distribution of cost and profit efficiency: evidence from Indian banking”, European Journal of Operational Research, Vol. 201 No. 1, pp. 297-307.
  • Sáez-Fernández, F.J., Picazo-Tadeo, A.J. and Beltrán-Esteve, M. (2015), “Assessing the performance of the Latin american and Caribbean banking industry: Are domestic and foreign banks so different?”, Cogent Economics and Finance, Vol. 3 No. 1, p. 1006976.
  • Saona, P. (2016), “Intra-and extra-bank determinants of Latin american banks’ profitability”, International Review of Economics and Finance, Vol. 45, pp. 197-214.
  • Sathye, M. (2001), “X-efficiency in Australian banking: an empirical investigation”, Journal of Banking and Finance, Vol. 25 No. 3, pp. 613-630.
  • Sealey, C.W. and Lindley, J.T. (1977), “Inputs, outputs, and a theory of production and cost at depository financial institutions”,The Journal of Finance, Vol. 32 No. 4, pp. 1251-1266.
  • Shephard, R.W. (1970),Theory of Cost and Production Functions, Princeton University Press. Princeton, NJ. Simar, L. and Wilson, P.W. (2007), “Estimation and inference in two-stage, semi-parametric models of production processes”, Journal of Econometrics, Vol. 136 No. 1, pp. 31-64.
  • Simar, L. and Wilson, P.W. (2011), “Two-stage DEA: caveat emptor”, Journal of Productivity Analysis, Vol. 36 No. 2, p. 205.
  • Staub, R.B., e Souza, G.D.S. and Tabak, B.M. (2010), “Evolution of bank efficiency in Brazil: a DEA approach”, European Journal of Operational Research, Vol. 202 No. 1, pp. 204-213.
  • Stewart, C., Matousek, R. and Nguyen, T.N. (2016), “Efficiency in the Vietnamese banking system: a DEA double bootstrap approach”, Research in International Business and Finance, Vol. 36, pp. 96-111.
  • Tabak, B.M., Fazio, D.M. and Cajueiro, D.O. (2013), “Systemically important banks and financial stability: the case of Latin America”, Journal of Banking and Finance, Vol. 37 No. 10, pp. 3855-3866.
  • Tauchmann, H. (2012), “Partial frontier efficiency analysis”, The Stata Journal: Promoting Communications on Statistics and Stata, Vol. 12 No. 3, pp. 461-478.
  • Tecles, P.L. and Tabak, B.M. (2010), “Determinants of bank efficiency: the case of Brazil”, European Journal of Operational Research, Vol. 207 No. 3, pp. 1587-1598.
  • Tone, K. (2001), “A slacks-based measure of efficiency in data envelopment analysis”, European Journal of Operational Research, Vol. 130 No. 3, pp. 498-509.
  • Tortosa-Ausina, E. (2002), “Bank cost efficiency and output specification”, Journal of Productivity Analysis, Vol. 18 No. 3, pp. 199-222.
  • Vianna, A.C. and Mollick, A.V. (2018), “Institutions: Key variable for economic development in Latin America”, Journal of Economics and Business, Vol. 96, pp. 42-58.
  • Weill, L. (2003), “Banking efficiency in transition economies”, The Economics of Transition, Vol. 11 No. 3, pp. 569-592.
  • Williams, J. (2012), “Efficiency and market power in Latin american banking”, Journal of Financial Stability, Vol. 8 No. 4, pp. 263-276.
  • Yeyati, E.L. and Micco, A. (2007), “Concentration and foreign penetration in Latin american banking sectors: impact on competition and risk”, Journal of Banking and Finance, Vol. 31 No. 6, pp. 1633-1647.
  • Yildirim, H.S. and Philippatos, G.C. (2007), “Restructuring, consolidation and competition in Latin American banking markets”, Journal of Banking and Finance, Vol. 31 No. 3, pp. 629-639.