Two-stage DEA in banks: Terminological controversies and future directions

Detalhes bibliográficos
Autor(a) principal: Henriques, Iago Cotrim
Data de Publicação: 2020
Outros Autores: Sobreiro, Vinicius Amorim, Kimura, Herbert, Mariano, Enzo Barberio [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.eswa.2020.113632
http://hdl.handle.net/11449/201943
Resumo: Given the importance that two-stage Data Envelopment Analysis (DEA) models have attained in recent years, this paper presents a systematic review of the literature on the topic focusing on the banking industry. We discuss the two-stage terminology itself, which is not yet not consolidated. We also discuss the current state-of-the-art and present opportunities, as well as challenges, for future studies. We analyse 59 papers, divided them into ten classes that cover various perspectives of two stage DEA studies, such as the economic context, geographic region of the banking units, methodological characteristics, and type of the models, either internal or external. Additionally, we investigate several controversial points regarding two-stage DEA models, such as the variable selection approach, the technique used in the second stage, and the possible impact of non-discretionary variables on efficiency. Results of the literature review indicate the lack of a uniform or universal terminology for two-stage DEA models in the baking industry. Moreover, the main objective of most papers involves extending or improving DEA models. Radial models, with variable returns of scale, and the intermediation approach are the most frequent configurations. Finally, we identify seven gaps in the literature for both internal and external two-stage DEA models and two specific gaps to external ones. Each gap is discussed in depth in the text and can be considered opportunities for future studies.
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spelling Two-stage DEA in banks: Terminological controversies and future directionsBanksLiterature reviewTwo-stage DEAGiven the importance that two-stage Data Envelopment Analysis (DEA) models have attained in recent years, this paper presents a systematic review of the literature on the topic focusing on the banking industry. We discuss the two-stage terminology itself, which is not yet not consolidated. We also discuss the current state-of-the-art and present opportunities, as well as challenges, for future studies. We analyse 59 papers, divided them into ten classes that cover various perspectives of two stage DEA studies, such as the economic context, geographic region of the banking units, methodological characteristics, and type of the models, either internal or external. Additionally, we investigate several controversial points regarding two-stage DEA models, such as the variable selection approach, the technique used in the second stage, and the possible impact of non-discretionary variables on efficiency. Results of the literature review indicate the lack of a uniform or universal terminology for two-stage DEA models in the baking industry. Moreover, the main objective of most papers involves extending or improving DEA models. Radial models, with variable returns of scale, and the intermediation approach are the most frequent configurations. Finally, we identify seven gaps in the literature for both internal and external two-stage DEA models and two specific gaps to external ones. Each gap is discussed in depth in the text and can be considered opportunities for future studies.University of Brasília Department of Management, Campus Darcy RibeiroProduction Engineering Department São Paulo State University (UNESP), Av. Eng. Luiz Edmundo C. Coube 14-01Production Engineering Department São Paulo State University (UNESP), Av. Eng. Luiz Edmundo C. Coube 14-01University of BrasíliaUniversidade Estadual Paulista (Unesp)Henriques, Iago CotrimSobreiro, Vinicius AmorimKimura, HerbertMariano, Enzo Barberio [UNESP]2020-12-12T02:45:49Z2020-12-12T02:45:49Z2020-12-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1016/j.eswa.2020.113632Expert Systems with Applications, v. 161.0957-4174http://hdl.handle.net/11449/20194310.1016/j.eswa.2020.1136322-s2.0-85087692843Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengExpert Systems with Applicationsinfo:eu-repo/semantics/openAccess2021-10-23T03:12:59Zoai:repositorio.unesp.br:11449/201943Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462021-10-23T03:12:59Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Two-stage DEA in banks: Terminological controversies and future directions
title Two-stage DEA in banks: Terminological controversies and future directions
spellingShingle Two-stage DEA in banks: Terminological controversies and future directions
Henriques, Iago Cotrim
Banks
Literature review
Two-stage DEA
title_short Two-stage DEA in banks: Terminological controversies and future directions
title_full Two-stage DEA in banks: Terminological controversies and future directions
title_fullStr Two-stage DEA in banks: Terminological controversies and future directions
title_full_unstemmed Two-stage DEA in banks: Terminological controversies and future directions
title_sort Two-stage DEA in banks: Terminological controversies and future directions
author Henriques, Iago Cotrim
author_facet Henriques, Iago Cotrim
Sobreiro, Vinicius Amorim
Kimura, Herbert
Mariano, Enzo Barberio [UNESP]
author_role author
author2 Sobreiro, Vinicius Amorim
Kimura, Herbert
Mariano, Enzo Barberio [UNESP]
author2_role author
author
author
dc.contributor.none.fl_str_mv University of Brasília
Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv Henriques, Iago Cotrim
Sobreiro, Vinicius Amorim
Kimura, Herbert
Mariano, Enzo Barberio [UNESP]
dc.subject.por.fl_str_mv Banks
Literature review
Two-stage DEA
topic Banks
Literature review
Two-stage DEA
description Given the importance that two-stage Data Envelopment Analysis (DEA) models have attained in recent years, this paper presents a systematic review of the literature on the topic focusing on the banking industry. We discuss the two-stage terminology itself, which is not yet not consolidated. We also discuss the current state-of-the-art and present opportunities, as well as challenges, for future studies. We analyse 59 papers, divided them into ten classes that cover various perspectives of two stage DEA studies, such as the economic context, geographic region of the banking units, methodological characteristics, and type of the models, either internal or external. Additionally, we investigate several controversial points regarding two-stage DEA models, such as the variable selection approach, the technique used in the second stage, and the possible impact of non-discretionary variables on efficiency. Results of the literature review indicate the lack of a uniform or universal terminology for two-stage DEA models in the baking industry. Moreover, the main objective of most papers involves extending or improving DEA models. Radial models, with variable returns of scale, and the intermediation approach are the most frequent configurations. Finally, we identify seven gaps in the literature for both internal and external two-stage DEA models and two specific gaps to external ones. Each gap is discussed in depth in the text and can be considered opportunities for future studies.
publishDate 2020
dc.date.none.fl_str_mv 2020-12-12T02:45:49Z
2020-12-12T02:45:49Z
2020-12-15
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1016/j.eswa.2020.113632
Expert Systems with Applications, v. 161.
0957-4174
http://hdl.handle.net/11449/201943
10.1016/j.eswa.2020.113632
2-s2.0-85087692843
url http://dx.doi.org/10.1016/j.eswa.2020.113632
http://hdl.handle.net/11449/201943
identifier_str_mv Expert Systems with Applications, v. 161.
0957-4174
10.1016/j.eswa.2020.113632
2-s2.0-85087692843
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Expert Systems with Applications
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
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instname_str Universidade Estadual Paulista (UNESP)
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institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
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