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
相关论文
共 50 条
  • [1] Labour use efficiency in the Indian and Pakistani commercial banks
    Jaffry, Shabbar
    Ghulam, Yaseen
    Cox, Joe
    JOURNAL OF ASIAN ECONOMICS, 2008, 19 (03) : 259 - 293
  • [2] Assessment of revenue efficiency of Indian scheduled commercial banks
    Bhatia, Aparna
    Mahendru, Megha
    INTERNATIONAL JOURNAL OF LAW AND MANAGEMENT, 2018, 60 (06) : 1234 - 1254
  • [3] The impact of liberalization on the productive efficiency of Indian commercial banks
    Bhattacharyya, A
    Lovell, CAK
    Sahay, P
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1997, 98 (02) : 332 - 345
  • [5] Input oriented super efficiency evaluation of Indian commercial banks
    Yadav, Renu
    Garg, Mahesh Chand
    Banerji, Priyanka
    Yadav, Mansi
    Lamba, Jonika
    JOURNAL OF INFORMATION & OPTIMIZATION SCIENCES, 2024, 45 (08): : 2421 - 2442
  • [6] Artificial intelligence and technical efficiency: The case of Indian commercial banks
    Mor, Surender
    Gupta, Geetu
    STRATEGIC CHANGE-BRIEFINGS IN ENTREPRENEURIAL FINANCE, 2021, 30 (03): : 235 - 245
  • [7] Dynamic Adjustment Towards Target Capital Adequacy Ratio: Evidence from Indian Commercial Banks
    Mohanty, Seba
    Mahakud, Jitendra
    GLOBAL BUSINESS REVIEW, 2019, 20 (03) : 757 - 768
  • [8] A parallel production frontiers approach for intertemporal efficiency analysis: The case of Taiwanese commercial banks
    Kao, Chiang
    Liu, Shiang-Tai
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2016, 255 (02) : 411 - 421
  • [9] Financial deregulation, competition and cost efficiency of Indian commercial banks: is there any convergence?
    Zaman M.S.
    Bhandari A.K.
    Indian Economic Review, 2020, 55 (2) : 283 - 312
  • [10] Trends in efficiency in response to regulatory reforms: The case of Indian and Pakistani commercial banks
    Jaffry, Shabbar
    Ghulam, Yaseen
    Cox, Joe
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2013, 226 (01) : 122 - 131