Data envelopment analysis for evaluating public hospitals in Brazilian state capitals

Detalhes bibliográficos
Autor(a) principal: Gonçalves, Antonio C
Data de Publicação: 2007
Outros Autores: Noronha, Cláudio P, Lins, Marcos PE, Almeida, Renan MVR
Tipo de documento: Artigo
Idioma: por
eng
Título da fonte: Revista de Saúde Pública
Texto Completo: https://www.revistas.usp.br/rsp/article/view/32247
Resumo: OBJECTIVE: To apply the Data Envelopment Analysis (DEA) methodology for evaluating the performance of public hospitals, in terms of clinical medical admissions. METHODS: The efficiency of the hospitals was measured according to the performance of decision-making units in relation to the variables studied for each hospital, in the year 2000. Data relating to clinical medical admissions in hospitals within the public system in Brazilian state capitals and Federal District (mortality rate, mean length of stay, mean cost of stay and disease profile) were analyzed. The canonical correlation analysis technique was introduced to restrict the variation range of the variables used. The constant returns to scale model was used to generate scores that would enable assessment of the efficiency of the units. From the scores obtained, these cities were classified according to their relative performance in the variables analyzed. It was sought to correlate between the classification scores and the exogenous variables of the expenditure on primary care programs per inhabitant and the human development index for each state capital. RESULTS: In the hospitals studied, circulatory diseases were the most prevalent (23.6% of admissions), and the mortality rate was 10.3% of admissions. Among the 27 state capitals, four reached 100% efficiency (Palmas, Macapá, Teresina and Goiânia), seven were between 85 and 100%, ten were between 70 and 85% and ten had efficiency of less than 70%. CONCLUSIONS: The tool utilized was shown to be applicable for evaluating the performance of public hospitals. It revealed large variations among the Brazilian state capitals in relation to clinical medical admissions.
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spelling Data envelopment analysis for evaluating public hospitals in Brazilian state capitals Análise Envoltória de Dados na avaliação de hospitais públicos nas capitais brasileiras Sistema Único de SaúdeAvaliação de serviços de saúdeServiços hospitalaresEficiência organizacionalSistemas de informaçãoAnálise de dadosNational Health System (BR)Health services evaluationHospital servicesEfficiencyorganizationalInformation systemsData analysis OBJECTIVE: To apply the Data Envelopment Analysis (DEA) methodology for evaluating the performance of public hospitals, in terms of clinical medical admissions. METHODS: The efficiency of the hospitals was measured according to the performance of decision-making units in relation to the variables studied for each hospital, in the year 2000. Data relating to clinical medical admissions in hospitals within the public system in Brazilian state capitals and Federal District (mortality rate, mean length of stay, mean cost of stay and disease profile) were analyzed. The canonical correlation analysis technique was introduced to restrict the variation range of the variables used. The constant returns to scale model was used to generate scores that would enable assessment of the efficiency of the units. From the scores obtained, these cities were classified according to their relative performance in the variables analyzed. It was sought to correlate between the classification scores and the exogenous variables of the expenditure on primary care programs per inhabitant and the human development index for each state capital. RESULTS: In the hospitals studied, circulatory diseases were the most prevalent (23.6% of admissions), and the mortality rate was 10.3% of admissions. Among the 27 state capitals, four reached 100% efficiency (Palmas, Macapá, Teresina and Goiânia), seven were between 85 and 100%, ten were between 70 and 85% and ten had efficiency of less than 70%. CONCLUSIONS: The tool utilized was shown to be applicable for evaluating the performance of public hospitals. It revealed large variations among the Brazilian state capitals in relation to clinical medical admissions. OBJETIVO: Aplicar a metodologia de Análise Envoltória de Dados na avaliação do desempenho de hospitais públicos em termos das internações em suas clínicas médicas. MÉTODOS: A eficiência dos hospitais foi medida a partir do desempenho de unidades de decisão nas variáveis estudadas para cada hospital, no ano 2000. Foram analisados dados referentes às internações em clínica médica dos hospitais SUS das capitais estaduais do Brasil e Distrito Federal (taxas de mortalidade e tempo médio de internação, valor médio da internação e perfil de doenças). A técnica de análise de correlação canônica foi introduzida na restrição do intervalo de variação das variáveis. O modelo Constant Returns to Scale foi utilizado para gerar escores que permitissem avaliar a eficiência das unidades. A partir dos escores obtidos, os municípios foram classificados de acordo com seu desempenho relativo nas variáveis analisadas. Procurou-se correlação entre os escores de classificação com variáveis exógenas: despesas com programas de saúde básica por habitante e índice de desenvolvimento humano das capitais. RESULTADOS: Nos hospitais estudados se destacaram as doenças do aparelho circulatório (23,6% das internações); e a taxa de mortalidade foi de 10,3% das internações. Das 27 capitais, quatro alcançaram 100% de eficiência (Palmas, Macapá, Teresina e Goiânia), sete ficaram entre 85% e 100%, dez entre 70% e 85% e dez com menos de 70%. CONCLUSÕES: A ferramenta utilizada mostrou ser aplicável para a avaliação de desempenho de hospitais públicos, revelando a grande variabilidade entre as capitais brasileiras, no que se refere às internações em clínica médica. Universidade de São Paulo. Faculdade de Saúde Pública2007-06-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfapplication/pdfhttps://www.revistas.usp.br/rsp/article/view/3224710.1590/S0034-89102006005000023Revista de Saúde Pública; Vol. 41 No. 3 (2007); 427-435 Revista de Saúde Pública; Vol. 41 Núm. 3 (2007); 427-435 Revista de Saúde Pública; v. 41 n. 3 (2007); 427-435 1518-87870034-8910reponame:Revista de Saúde Públicainstname:Universidade de São Paulo (USP)instacron:USPporenghttps://www.revistas.usp.br/rsp/article/view/32247/34379https://www.revistas.usp.br/rsp/article/view/32247/34380Copyright (c) 2017 Revista de Saúde Públicainfo:eu-repo/semantics/openAccessGonçalves, Antonio CNoronha, Cláudio PLins, Marcos PEAlmeida, Renan MVR2012-07-09T00:34:37Zoai:revistas.usp.br:article/32247Revistahttps://www.revistas.usp.br/rsp/indexONGhttps://www.revistas.usp.br/rsp/oairevsp@org.usp.br||revsp1@usp.br1518-87870034-8910opendoar:2012-07-09T00:34:37Revista de Saúde Pública - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Data envelopment analysis for evaluating public hospitals in Brazilian state capitals
Análise Envoltória de Dados na avaliação de hospitais públicos nas capitais brasileiras
title Data envelopment analysis for evaluating public hospitals in Brazilian state capitals
spellingShingle Data envelopment analysis for evaluating public hospitals in Brazilian state capitals
Gonçalves, Antonio C
Sistema Único de Saúde
Avaliação de serviços de saúde
Serviços hospitalares
Eficiência organizacional
Sistemas de informação
Análise de dados
National Health System (BR)
Health services evaluation
Hospital services
Efficiency
organizational
Information systems
Data analysis
title_short Data envelopment analysis for evaluating public hospitals in Brazilian state capitals
title_full Data envelopment analysis for evaluating public hospitals in Brazilian state capitals
title_fullStr Data envelopment analysis for evaluating public hospitals in Brazilian state capitals
title_full_unstemmed Data envelopment analysis for evaluating public hospitals in Brazilian state capitals
title_sort Data envelopment analysis for evaluating public hospitals in Brazilian state capitals
author Gonçalves, Antonio C
author_facet Gonçalves, Antonio C
Noronha, Cláudio P
Lins, Marcos PE
Almeida, Renan MVR
author_role author
author2 Noronha, Cláudio P
Lins, Marcos PE
Almeida, Renan MVR
author2_role author
author
author
dc.contributor.author.fl_str_mv Gonçalves, Antonio C
Noronha, Cláudio P
Lins, Marcos PE
Almeida, Renan MVR
dc.subject.por.fl_str_mv Sistema Único de Saúde
Avaliação de serviços de saúde
Serviços hospitalares
Eficiência organizacional
Sistemas de informação
Análise de dados
National Health System (BR)
Health services evaluation
Hospital services
Efficiency
organizational
Information systems
Data analysis
topic Sistema Único de Saúde
Avaliação de serviços de saúde
Serviços hospitalares
Eficiência organizacional
Sistemas de informação
Análise de dados
National Health System (BR)
Health services evaluation
Hospital services
Efficiency
organizational
Information systems
Data analysis
description OBJECTIVE: To apply the Data Envelopment Analysis (DEA) methodology for evaluating the performance of public hospitals, in terms of clinical medical admissions. METHODS: The efficiency of the hospitals was measured according to the performance of decision-making units in relation to the variables studied for each hospital, in the year 2000. Data relating to clinical medical admissions in hospitals within the public system in Brazilian state capitals and Federal District (mortality rate, mean length of stay, mean cost of stay and disease profile) were analyzed. The canonical correlation analysis technique was introduced to restrict the variation range of the variables used. The constant returns to scale model was used to generate scores that would enable assessment of the efficiency of the units. From the scores obtained, these cities were classified according to their relative performance in the variables analyzed. It was sought to correlate between the classification scores and the exogenous variables of the expenditure on primary care programs per inhabitant and the human development index for each state capital. RESULTS: In the hospitals studied, circulatory diseases were the most prevalent (23.6% of admissions), and the mortality rate was 10.3% of admissions. Among the 27 state capitals, four reached 100% efficiency (Palmas, Macapá, Teresina and Goiânia), seven were between 85 and 100%, ten were between 70 and 85% and ten had efficiency of less than 70%. CONCLUSIONS: The tool utilized was shown to be applicable for evaluating the performance of public hospitals. It revealed large variations among the Brazilian state capitals in relation to clinical medical admissions.
publishDate 2007
dc.date.none.fl_str_mv 2007-06-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://www.revistas.usp.br/rsp/article/view/32247
10.1590/S0034-89102006005000023
url https://www.revistas.usp.br/rsp/article/view/32247
identifier_str_mv 10.1590/S0034-89102006005000023
dc.language.iso.fl_str_mv por
eng
language por
eng
dc.relation.none.fl_str_mv https://www.revistas.usp.br/rsp/article/view/32247/34379
https://www.revistas.usp.br/rsp/article/view/32247/34380
dc.rights.driver.fl_str_mv Copyright (c) 2017 Revista de Saúde Pública
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2017 Revista de Saúde Pública
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.publisher.none.fl_str_mv Universidade de São Paulo. Faculdade de Saúde Pública
publisher.none.fl_str_mv Universidade de São Paulo. Faculdade de Saúde Pública
dc.source.none.fl_str_mv Revista de Saúde Pública; Vol. 41 No. 3 (2007); 427-435
Revista de Saúde Pública; Vol. 41 Núm. 3 (2007); 427-435
Revista de Saúde Pública; v. 41 n. 3 (2007); 427-435
1518-8787
0034-8910
reponame:Revista de Saúde Pública
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
instacron_str USP
institution USP
reponame_str Revista de Saúde Pública
collection Revista de Saúde Pública
repository.name.fl_str_mv Revista de Saúde Pública - Universidade de São Paulo (USP)
repository.mail.fl_str_mv revsp@org.usp.br||revsp1@usp.br
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