Data envelopment analysis for evaluating public hospitals in Brazilian state capitals
Autor(a) principal: | |
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Data de Publicação: | 2007 |
Outros Autores: | , , |
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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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 |
_version_ |
1800221786117242880 |