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Evaluation of the Efficiency of European Health Systems Using Fuzzy Data Envelopment Analysis

Many studies that assess efficiency in health systems are based on output mean values. That approach ignores the representativeness of the average statistic, which can become a serious problem in estimation. To solve this question, this research contributes in three different ways: the first aim is...

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Autores principales: Gómez-Gallego, Juan Cándido, Gómez-Gallego, María, García-García, Javier Fernando, Faura-Martinez, Ursula
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8536069/
https://www.ncbi.nlm.nih.gov/pubmed/34682950
http://dx.doi.org/10.3390/healthcare9101270
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author Gómez-Gallego, Juan Cándido
Gómez-Gallego, María
García-García, Javier Fernando
Faura-Martinez, Ursula
author_facet Gómez-Gallego, Juan Cándido
Gómez-Gallego, María
García-García, Javier Fernando
Faura-Martinez, Ursula
author_sort Gómez-Gallego, Juan Cándido
collection PubMed
description Many studies that assess efficiency in health systems are based on output mean values. That approach ignores the representativeness of the average statistic, which can become a serious problem in estimation. To solve this question, this research contributes in three different ways: the first aim is to evaluate the technical efficiency in the management of European health systems considering a set of DEA (Data Envelopment Analysis) and FDEA (Fuzzy Data Envelopment Analysis) models. A second goal is to assess the bias in the estimation of efficiency when applying the conventional DEA. The third objective is the evaluation of the statistical relationship between the bias in the efficiency estimation and the macroeconomic variables (income inequality and economic freedom). The main results show positive correlations between DEA and FDEA scores. Notwithstanding traditional DEA models overestimate efficiency scores. Furthermore, the size of the bias is positively related to income inequality and negative with economic freedom in the countries evaluated.
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spelling pubmed-85360692021-10-23 Evaluation of the Efficiency of European Health Systems Using Fuzzy Data Envelopment Analysis Gómez-Gallego, Juan Cándido Gómez-Gallego, María García-García, Javier Fernando Faura-Martinez, Ursula Healthcare (Basel) Article Many studies that assess efficiency in health systems are based on output mean values. That approach ignores the representativeness of the average statistic, which can become a serious problem in estimation. To solve this question, this research contributes in three different ways: the first aim is to evaluate the technical efficiency in the management of European health systems considering a set of DEA (Data Envelopment Analysis) and FDEA (Fuzzy Data Envelopment Analysis) models. A second goal is to assess the bias in the estimation of efficiency when applying the conventional DEA. The third objective is the evaluation of the statistical relationship between the bias in the efficiency estimation and the macroeconomic variables (income inequality and economic freedom). The main results show positive correlations between DEA and FDEA scores. Notwithstanding traditional DEA models overestimate efficiency scores. Furthermore, the size of the bias is positively related to income inequality and negative with economic freedom in the countries evaluated. MDPI 2021-09-26 /pmc/articles/PMC8536069/ /pubmed/34682950 http://dx.doi.org/10.3390/healthcare9101270 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Gómez-Gallego, Juan Cándido
Gómez-Gallego, María
García-García, Javier Fernando
Faura-Martinez, Ursula
Evaluation of the Efficiency of European Health Systems Using Fuzzy Data Envelopment Analysis
title Evaluation of the Efficiency of European Health Systems Using Fuzzy Data Envelopment Analysis
title_full Evaluation of the Efficiency of European Health Systems Using Fuzzy Data Envelopment Analysis
title_fullStr Evaluation of the Efficiency of European Health Systems Using Fuzzy Data Envelopment Analysis
title_full_unstemmed Evaluation of the Efficiency of European Health Systems Using Fuzzy Data Envelopment Analysis
title_short Evaluation of the Efficiency of European Health Systems Using Fuzzy Data Envelopment Analysis
title_sort evaluation of the efficiency of european health systems using fuzzy data envelopment analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8536069/
https://www.ncbi.nlm.nih.gov/pubmed/34682950
http://dx.doi.org/10.3390/healthcare9101270
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