Adequacy of deterministic and parametric frontiers to analyze the efficiency of Indian commercial banks

被引:11
作者
Silva, Thiago Christiano [1 ,2 ]
Tabak, Benjamin Miranda [3 ]
Cajueiro, Daniel Oliveira [4 ]
Boas Dias, Marina Villas [5 ]
机构
[1] Cent Bank Brazil, Res Dept, Brasilia, DF, Brazil
[2] Univ Sao Paulo, Fac Philosophy Sci & Literatures Ribeirao Preto, Dept Comp & Math, Ribeirao Preto, Brazil
[3] Getulio Vargas Fdn FGV, Sch Publ Policy & Govt, Fundacao Getulio Vargas FGV EPPG, Escola Polit Publ & Governo, Brasilia, DF, Brazil
[4] Univ Brasilia, Dept Econ, Brasilia, DF, Brazil
[5] Univ Calif Berkeley, Berkeley, CA USA
关键词
Bank efficiency; Stochastic frontier approach; Data envelopment analysis; LONG-RANGE DEPENDENCE; DATA ENVELOPMENT ANALYSIS; STOCHASTIC FRONTIER; FINANCIAL NETWORKS; INTEREST-RATES; TERM STRUCTURE; SYSTEMIC RISK; COST-EFFICIENCY; DEA; INSTITUTIONS;
D O I
10.1016/j.physa.2018.04.100
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This study applies data envelopment analysis and the stochastic frontier approach to a sample of Indian commercial banks to discuss the inconsistencies between these models. We find that DEA average efficiency scores are, in general, lower than those from the SFA model. However, both models indicate similar trends on efficiency scores over the years, which we state is more relevant than efficiency levels themselves. We also find that the rank correlation between these efficiency scores is low. This means that the application of only one frontier model may yield misleading conclusions. We point out that a thorough consideration of the suitability of a deterministic or a parametric frontier to the framework in analysis should guide the choice between the application of parametric or non-parametric methodologies. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:1016 / 1025
页数:10
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