Two-stage DEA: An application to major Brazilian banks

Expert Systems with Applications

Volumn 41, Issue 5, 2014, Pages 2337-2344

  Wanke, Peter ^a   Barros, Carlos ^b  

^a FEDERAL UNIVERSITY OF RIO DE JANEIRO   (Brazil)

^b UNIVERSITY OF LISBON   (Portugal)

Author keywords

Banking; Brazil; Centralized; DEA; Intermediate measure; Two stage

Indexed keywords

BANKING; BRAZIL; CENTRALIZED; DEA; INTERMEDIATE MEASURE; TWO-STAGE;

COST EFFECTIVENESS; DATA ENVELOPMENT ANALYSIS; PUBLIC POLICY;

EFFICIENCY;

EID: 84890127623     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2013.09.031     Document Type: Article

References (92)

1. Y. Altunbas, S. Carbo, E.P.M. Gardener, and P. Molyneux Examining the relationships between capital, risk and efficiency in European banking European Financial Management 13 1 2007 49 70
2. Y. Altunbas, L. Evans, and P. Molyneux Bank ownership and efficiency Journal of Money, Credit & Banking 33 4 2001 926 954
3. Y. Altunbas, E.P.M. Gardener, P. Molyneux, and B. Moore Efficiency in European banking European Economic Review 45 10 2001 1931 1955 (Pubitemid 33071735)
4. A. Alvarez, and C. Arias Diseconomies of size with fixed managerial ability American Journal of Agricultural Economics 85 1 2003 134 142 (Pubitemid 36238443)
5. R. Alvarez, and G. Crespi Determinant of technical efficiency in small firms Small Business Economics 20 3 2003 233 244
6. G. Andrade, M. Mitchell, and E. Stafford New evidence and perspectives on mergers Journal of Economic Perspectives 15 2 2001 103 120 (Pubitemid 33594764)
7. M. Arpa, I. Giulini, A. Ittner, and F. Pauer The influence of macroeconomic developments on Austrian banks: Implication for banking supervision [Working Paper, N 1] BIS Papers 2001 91 116
8. G.A. Assaf, C.P. Barros, and R. Matousek Technical efficiency in Saudi banks Expert Systems with Applications 38 5 2011 5781 5786
9. R.D. Banker Maximum likelihood, consistency and DEA: A statistical foundation Management Science 39 10 1993 1265 1273
10. T. Beck, A. Demirgüc-Kunt, and R. Levine Law, endowments and finance Journal of Financial Economics 70 2 2003 137 181
11. T. Beck, and R. Levine Stock markets, bank and growth: Panel evidence Journal of Banking and Finance 28 3 2004 423 442 (Pubitemid 38102569)
12. A.N. Berger The profit-structure relationship in banking: Tests of market power and efficient structure hypothesis Journal of Money, Credit & Banking 27 2 1995 404 431
13. A.N. Berger, and D.B. Humphrey The dominance of inefficiencies over scale and product mix economies in banking Journal of Monetary Economics 28 1 1991 117 148
14. A.N. Berger, and D.B. Humphrey Efficiency of financial institutions: International survey and directions for future research European Journal of Operational Research 98 2 1997 175 212 (Pubitemid 127380063)
15. A.N. Berger, and D.B. Humphrey Measurement and efficiency issues in commercial banking Z. Griliches, Output measurement in the service sectors 1992 University of Chicago Press Chicago
16. A.N. Berger, and L.J. Mester Inside the black-box: What explain differences in efficiencies of financial institutions? Journal of Banking and Finance 21 7 1997 895 947 (Pubitemid 127164186)
17. J.A. Bikker, and K. Haaf Competition, concentration and their relationship: An empirical analysis of banking industry Journal of Banking and Finance 26 11 2002 2191 2214
18. J.W.B. Bos, and H. Schmiedel Is there a single frontier in a single European banking market? Journal of Banking & Finance 31 7 2007 2081 2102
19. S. Carbó, D. Humphrey, J. Maudos, and P. Molyneux Cross-country comparisons of competition and pricing power in European banking Journal of International Money and Finance 28 1 2009 115 134
20. Cavallo, M., & Majoni, G. (2002). Do banks provision for bad loans in good time? Empirical evidence and policy implications [Working paper, N 2619]. World Bank Policy Research Working Papers. Washington, D.C.
21. P.S. Ceretta, and C.A.P. Niederauer Rentabilidade e eficiência no setor bancário brasileiro Revista de Administração Contemporânea 5 3 2001 7 26
22. Y. Chen, W.D. Cook, C. Kao, and J. Zhu Network DEA pitfalls: Divisional efficiency and frontier projection under general network structures European Journal of Operational Research 226 3 2012 507 515
23. Y. Chen, W.D. Cook, N. Li, and J. Zhu Additive efficiency decomposition in two-stage DEA European Journal of Operational Research 196 3 2009 1170 1176
24. Y. Chen, L. Liang, and J. Zhu Equivalence in two-stage DEA approaches European Journal of Operational Research 193 2 2009 600 604
25. Y. Chen, J. Zhu, and W.D. Cook Deriving the DEA frontier for two-stage processes European Journal of Operational Research 202 1 2010 138 142
26. Y.-H. Chiu, C. Yan, D.B. Shen, and P.C. Wang Efficiency and capital adequacy in Taiwan banking: BCC and super DEA estimation The Service Industries Journal 28 4 2008 479 496
27. K.R. Cho Foreign banking presence and banking market concentration: The case of Indonesia Journal of Development Studies 27 1 2007 98 110
28. W.D. Cook, L. Liang, and J. Zhu Measuring performance of two stage network structures by DEA: A review and future perspective Omega 38 6 2010 423 430
29. W.W. Cooper, S. Li, L.M. Seiford, R.M. Thrall, and J. Zhu Sensitivity and stability analysis in DEA: Some recent developments Journal of Productivity Analysis 15 3 2001 217 246
30. W.W. Cooper, L.M. Seiford, and K. Tone Data envelopment analysis: A comprehensive text with models, applications, references and DEA-solver software 2007 Springer New York
31. M. Dellis, P. Molyneux, and F. Pasioura Regulations and productivity growth in banking: Evidence from transition economies Journal of Money, Credit & Banking 43 4 2011 735 764
32. L. Drake, M. Hall, and R. Simper Bank modelling methodologies: A comparative non-parametric analysis of efficiency in the Japanese banking sector Journal of International Financial Institutions and Money 19 1 2009 1 15
33. R. Färe Measuring Farrell efficiency for a firm with intermediate inputs Academia Economic Papers 19 12 1991 329 340
34. R. Färe, and S. Grosskopf Intertemporal production frontiers: With dynamic DEA 1996 Kluwer Academic Boston
35. R. Färe, and S. Grosskopf Productivity and intermediate products: A frontier approach Economics Letters 50 1 1996 65 70
36. R. Färe, and S. Grosskopf Network DEA Socio-Economic Planning Sciences 34 1 2000 35 49 (Pubitemid 30069407)
37. R. Färe, and G. Whittaker An intermediate input model of dairy production using complex survey data Journal of Agricultural Economics 46 2 1995 201 213 (Pubitemid 26428582)
38. Fiorentino, E., Karmann, A., & Koetter, M. (2006). The cost efficiency of German banks: a comparison of DEA and SFA. [Working Paper N 10/2006]. Deutsche Bundesbank, Frankfurt am Main, Germany.
39. H.O. Fried, C.A.K. Lovell, S.S. Schmidt, and S. Yaisawarng Accounting for environmental effects and statistical noise in data envelopment analysis Journal of Productivity Analysis 17 1/2 2002 157 174 (Pubitemid 37131035)
40. H. Fukuyama, and W.L. Weber Estimating indirect allocative inefficiency and productivity change Journal of the Operational Research Society 60 11 2009 1594 1608
41. H. Fukuyama, and W.L. Weber A directional slacks-based measure of technical inefficiency Socio-Economic Planning Sciences 43 4 2009 274 287
42. H. Fukuyama, and L.W. Weber A slacks-based inefficiency measure for a two-stage system with bad outputs Omega 38 5 2010 239 410
43. B. Garette, and P. Dussauge Alliances versus acquisitions: Choosing the right option European Management Journal 18 1 2000 63 69
44. P. Ghemawat, and T. Khanna The nature of diversified business groups: A research design and two case studies The Journal of Industrial Economics 46 1 1998 35 61 (Pubitemid 128344242)
45. Ghilardi, W. J. (2006). Avaliação não- paramétrica de desempenho do setor bancário brasileiro. (Dissertação de mestrado). Universidade Federal de Santa Maria, RS, Brasil.
46. J.A. Goddard, P. Molyneux, and J.O.S. Wilson European banking: Efficiency, technology and growth 2001 John Wiley Chichester; New York
47. F. González Determinants of bank-market structure: Efficiency and political economy variable Journal of Money, Credit & Banking 41 4 2009 735 754
48. S. Griffith-Jones The growth of multinational banking, the Euro-currency market and their effects on developing countries Journal of Development Studies 16 2 2007 204 223
49. O.K. Gupta, Y. Doshit, and A. Chinubhai Dynamics of productive efficiency of Indian banks International Journal of Operations Research 5 2 2008 78 90
50. Henningsen, A. (2012). Estimating censored regression models in R using the censReg Package. Available at: < http://cran.rproject.org/web/packages/ censReg/vignettes/censReg.pdf >.
51. R. Jimborean, and E. Brack The cost-efficiency of French banks Bankers, Markets and Investors 105 2010 21 38
52. Jorge, P. M. N., & Wichmann, B. M. (2006). Eficiência e competição bancária no Brasil. Anais do Encontro Nacional de Economia, Fortaleza, CE, Brasil, p. 34.
53. C. Kao Efficiency decomposition in network data envelopment analysis: A relational model European Journal of Operational Research 192 3 2009 949 962
54. C. Kao, and S.-N. Hwang Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan European Journal of Operational Research 185 1 2008 418 429 (Pubitemid 47418455)
55. C. Kao, and S.-N. Hwang Decomposition of technical and scale efficiencies in two-stage production systems European Journal of Operational Research 211 3 2011 515 519
56. T. Khanna, and K. Palepu Is group affiliation profitable in emerging markets? An analysis of diversified Indian business groups Journal of Finance 55 2 2000 867 891
57. S. Kumar, and R. Gulati Measuring efficiency, effectiveness and performance of Indian public sector banks International Journal of Productivity and Performance Management 59 1 2010 51 74
58. S.C. Kumbhakar, and C.A. Lovell Stochastic frontier analysis 2003 Cambridge University Press Cambridge
59. L. Laeven, and G. Majnoni Loan loss provisions and economic slowdowns: Too much too late? Journal of Financial Intermediation 12 2 2003 178 197 (Pubitemid 36836821)
60. R. Levine Bank-based or market-based financial systems: Which is better? Journal of Financial Intermediation 11 4 2003 398 428 (Pubitemid 36100366)
61. L. Liang, W. Cook, and J. Zhu DEA models for two-stage processes: Game approach and efficiency decomposition Naval Research Logistics 55 7 2008 643 653
62. L. Liang, F. Yang, W.D. Cook, and J. Zhu DEA models for supply chain efficiency evaluation Annals of Operations Research 145 1 2006 35 49 (Pubitemid 44286417)
63. S.L. Lin A new two-stage hybrid approach of credit risk in banking industry Expert Systems with Applications 36 4 2009 8333 8341
64. T.T. Lin, C.C. Lee, and T.F. Chiu Application of DEA in analyzing a bank's operating performance Expert Systems with Applications 36 5 2009 8883 8891
65. S.T. Liu Slacks-based efficiency measures for predicting bank performance Expert Systems with Applications Part 36 2 2009 2813 2818 Part 2
66. S.T. Liu Measuring and categorizing technical efficiency and productivity change of commercial banks in Taiwan Expert Systems with Applications 37 4 2010 2783 2789
67. S. Lozano Scale and cost efficiency analysis of networks of processes Expert Systems with Applications 38 6 2011 6612 6617
68. Y. Luo, G. Bi, and L. Liang Input/output indicator selection for DEA efficiency evaluation: An empirical study of Chinese commercial banks Expert Systems with Applications 39 1 2012 1118 1123
69. Macedo, M. A. S., Santos, R. M., & Silva, F. F. (2005). Desempenho organizacional no setor bancário brasileiro: uma aplicação da análise envoltória de dados. ANPAD, Angra dos Reis, RJ, Brasil.
70. J. Maudos, J. Pastor, F. Perez, and J. Quesada Cost and profit efficiency in European banks Journal of International Financial Markets Institutions and Money 12 1 2002 33 58 (Pubitemid 39659528)
71. J. Maudos, and L. Solís Deregulation, liberalization and consolidation of the Mexican banking system: Effects on competition Journal of International Money and Finance 30 2 2011 337 353
72. Mohan, T. R., & Ray, S. C. (2004). Technical efficiency in public and private sectors in India: Evidence from the post-reform years. [Working Paper, N 2003-22], Economics Working Paper. University of Connecticut, Department of Economics.
73. P. Molyneux, Y. Altunbas, and E. Gardener Efficiency in European banking 1996 Wiley Chichester; New York
74. R.l. Porta, F. Lopez-De-Silanes, A. Shleifer, and R.W. Vishny Legal determinants of external finance Journal of Finance 52 3 1997 1131 1150
75. J. Puri, and S.P. Yadav A concept of fuzzy input mix-efficiency in fuzzy DEA and its application in banking sector Expert Systems with Applications 40 5 2013 1437 1450
76. S. Samoilenko, and K.M. Osei-Bryson Increasing the discriminatory power of DEA in the presence of the sample heterogeneity with cluster analysis and decision trees Expert Systems with Applications 34 2 2008 1568 1581 (Pubitemid 350117522)
77. P. Schure, R. Wagenvoort, and D. O'Brien The efficiency and the conduct of European banks: Developments after 1992 Review of Financial Economics 13 4 2004 371 396 (Pubitemid 39541337)
78. C. Sealey, and J.T. Lindley Inputs, outputs and a theory of production and cost at depository financial institutions Journal of Finance 33 4 1977 1251 1266
79. Silva, T. L. (2001). Análise da eficiência do sistema bancário brasileiro -1994/1999: abordagem da fronteira estocástica de custo. (Dissertação de mestrado). Universidade Federal do Ceará, Ceará, Brasil.
80. L. Simar, and P.W. Wilson Estimation and inference in two-stage, semi-parametric models of production processes Journal of Econometrics 136 1 2007 31 64 (Pubitemid 44380324)
81. R.B. Staub, G.S. Souza, and B.M. Tabak Evolution of bank efficiency in Brazil: A DEA approach European Journal of Banking and Finance 202 1 2010 204 213
82. R.M. Stulz, and R. Williamson Culture, openness, and finance Journal of Financial Economics 70 3 2003 313 349 (Pubitemid 37378892)
83. K. Tone, and M. Tsutsui Network DEA: A slacks-based measure approach European Journal of Operational Research 197 1 2009 243 252
84. K. Tone, and M. Tsutsui Dynamic DEA: A slacks-based measure approach Omega 38 3/4 2010 145 156
85. H. Turner, R. Windle, and M. Dressner North American container port productivity: 1984-1997 Transportation Research Part E 40 4 2004 339 356 (Pubitemid 38688819)
86. Y.M. Wang, and K.S. Chin Some alternative DEA models for two-stage process Expert Systems with Applications 37 12 2010 8799 8808
87. W.-K. Wang, W.-M. Lu, and C.J. Tsai The relationship between airline performance and corporate governance amongst US Listed companies Journal of Air Transport Management 17 2 2011 148 152
88. D.C. Wheelock, and P.W. Wilson Do large banks have lower costs? New estimates of returns to scale for US banks Journal of Money, Credit & Banking 44 1 2012 171 199
89. D. Wu, Z. Yang, and L. Liang Using DEA-neural network approach to evaluate branch efficiency of a large Canadian bank Expert Systems with Applications 31 1 2006 108 115 (Pubitemid 43344267)
90. Z. Yang A two-stage DEA model to evaluate the overall performance of Canadian life and health insurance companies Mathematical and Computer Modelling 43 7/8 2006 910 919
91. Y. Zha, and L. Liang Two-stage cooperation model with input freely distributed among the stages European Journal of Operational Research 205 2 2010 332 338
92. J. Zhu Airlines performance via two-stage network DEA approach Journal of CENTRUM Cathedra 4 2 2011 260 269