The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UNESP |
Texto Completo: | http://dx.doi.org/10.1007/s11205-021-02660-4 http://hdl.handle.net/11449/208548 |
Resumo: | The objective of this work is to use multiple Data Envelopment Analysis (DEA)/Benefit of the Doubt (BoD) approaches for the readjustment and exploitation of the Human Development Index (HDI). The HDI is the leading indicator for the vision of “development as freedom”; it is a Composite Index, wherein three dimensions (income, health, and education), represented by four indicators, are aggregated. The DEA-BoD approaches used in this work were: the traditional BoD; the Multiplicative BoD; the Slacks Based Measure (SBM) BoD; the Range Adjusted Model (RAM) BoD; weight restrictions; common weights; and tiebreaker methods. These approaches were applied to raw and normalized HDI data from 2018, to generate 40 different rankings for 189 countries. The resulting indexes were analyzed and compared using Social Network Analysis (SNA) and information derived from DEA itself (slacks, relative contributions, targets, relative targets and benchmarks). This paper presents useful DEA derived indexes that could be replicated in other contexts. In addition, it contributes by presenting a clearer picture of the differences between BoD models and offering a new way to appreciate the world's human development panorama. |
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The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network AnalysisBenefit of the doubt (BoD)Composite index (CI)Data envelopment analysis (DEA)Human developmentSocial network analysis (SNA)The objective of this work is to use multiple Data Envelopment Analysis (DEA)/Benefit of the Doubt (BoD) approaches for the readjustment and exploitation of the Human Development Index (HDI). The HDI is the leading indicator for the vision of “development as freedom”; it is a Composite Index, wherein three dimensions (income, health, and education), represented by four indicators, are aggregated. The DEA-BoD approaches used in this work were: the traditional BoD; the Multiplicative BoD; the Slacks Based Measure (SBM) BoD; the Range Adjusted Model (RAM) BoD; weight restrictions; common weights; and tiebreaker methods. These approaches were applied to raw and normalized HDI data from 2018, to generate 40 different rankings for 189 countries. The resulting indexes were analyzed and compared using Social Network Analysis (SNA) and information derived from DEA itself (slacks, relative contributions, targets, relative targets and benchmarks). This paper presents useful DEA derived indexes that could be replicated in other contexts. In addition, it contributes by presenting a clearer picture of the differences between BoD models and offering a new way to appreciate the world's human development panorama.Department of Production Engineering São Paulo State University (UNESP), Avenida Engenheiro Luiz Edmundo Carrijo Coube, 14-01, Núcleo Residencial Presidente GeiselDepartment of Innovation Economics University of Hohenheim, Fruwirthstr. 48Department of Economics Federal University of Ouro Preto (UFOP), Rua do Catete 166Department of Production Engineering São Paulo State University (UNESP), Avenida Engenheiro Luiz Edmundo Carrijo Coube, 14-01, Núcleo Residencial Presidente GeiselUniversidade Estadual Paulista (Unesp)University of HohenheimFederal University of Ouro Preto (UFOP)Mariano, Enzo Barberio [UNESP]Ferraz, Diogo [UNESP]de Oliveira Gobbo, Simone Cristina [UNESP]2021-06-25T11:13:57Z2021-06-25T11:13:57Z2021-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1007/s11205-021-02660-4Social Indicators Research.1573-09210303-8300http://hdl.handle.net/11449/20854810.1007/s11205-021-02660-42-s2.0-85103395097Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengSocial Indicators Researchinfo:eu-repo/semantics/openAccess2024-06-28T13:18:22Zoai:repositorio.unesp.br:11449/208548Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T22:23:53.135627Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
dc.title.none.fl_str_mv |
The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis |
title |
The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis |
spellingShingle |
The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis Mariano, Enzo Barberio [UNESP] Benefit of the doubt (BoD) Composite index (CI) Data envelopment analysis (DEA) Human development Social network analysis (SNA) |
title_short |
The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis |
title_full |
The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis |
title_fullStr |
The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis |
title_full_unstemmed |
The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis |
title_sort |
The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis |
author |
Mariano, Enzo Barberio [UNESP] |
author_facet |
Mariano, Enzo Barberio [UNESP] Ferraz, Diogo [UNESP] de Oliveira Gobbo, Simone Cristina [UNESP] |
author_role |
author |
author2 |
Ferraz, Diogo [UNESP] de Oliveira Gobbo, Simone Cristina [UNESP] |
author2_role |
author author |
dc.contributor.none.fl_str_mv |
Universidade Estadual Paulista (Unesp) University of Hohenheim Federal University of Ouro Preto (UFOP) |
dc.contributor.author.fl_str_mv |
Mariano, Enzo Barberio [UNESP] Ferraz, Diogo [UNESP] de Oliveira Gobbo, Simone Cristina [UNESP] |
dc.subject.por.fl_str_mv |
Benefit of the doubt (BoD) Composite index (CI) Data envelopment analysis (DEA) Human development Social network analysis (SNA) |
topic |
Benefit of the doubt (BoD) Composite index (CI) Data envelopment analysis (DEA) Human development Social network analysis (SNA) |
description |
The objective of this work is to use multiple Data Envelopment Analysis (DEA)/Benefit of the Doubt (BoD) approaches for the readjustment and exploitation of the Human Development Index (HDI). The HDI is the leading indicator for the vision of “development as freedom”; it is a Composite Index, wherein three dimensions (income, health, and education), represented by four indicators, are aggregated. The DEA-BoD approaches used in this work were: the traditional BoD; the Multiplicative BoD; the Slacks Based Measure (SBM) BoD; the Range Adjusted Model (RAM) BoD; weight restrictions; common weights; and tiebreaker methods. These approaches were applied to raw and normalized HDI data from 2018, to generate 40 different rankings for 189 countries. The resulting indexes were analyzed and compared using Social Network Analysis (SNA) and information derived from DEA itself (slacks, relative contributions, targets, relative targets and benchmarks). This paper presents useful DEA derived indexes that could be replicated in other contexts. In addition, it contributes by presenting a clearer picture of the differences between BoD models and offering a new way to appreciate the world's human development panorama. |
publishDate |
2021 |
dc.date.none.fl_str_mv |
2021-06-25T11:13:57Z 2021-06-25T11:13:57Z 2021-01-01 |
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/10.1007/s11205-021-02660-4 Social Indicators Research. 1573-0921 0303-8300 http://hdl.handle.net/11449/208548 10.1007/s11205-021-02660-4 2-s2.0-85103395097 |
url |
http://dx.doi.org/10.1007/s11205-021-02660-4 http://hdl.handle.net/11449/208548 |
identifier_str_mv |
Social Indicators Research. 1573-0921 0303-8300 10.1007/s11205-021-02660-4 2-s2.0-85103395097 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Social Indicators Research |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.source.none.fl_str_mv |
Scopus reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
instname_str |
Universidade Estadual Paulista (UNESP) |
instacron_str |
UNESP |
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) |
repository.mail.fl_str_mv |
|
_version_ |
1808129423924264960 |