Açık Akademik Arşiv Sistemi

The Relationship between Health Expenditures and Economic Growth in EU Countries: Empirical Evidence Using Panel Fourier Toda-Yamamoto Causality Test and Regression Models

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dc.contributor.authors Ozyilmaz, Ayfer; Bayraktar, Yuksel; Isik, Esme; Toprak, Metin; Er, Mehmet Bilal; Besel, Furkan; Aydin, Serdar; Olgun, Mehmet Firat; Collins, Sandra
dc.date.accessioned 2023-01-24T12:08:54Z
dc.date.available 2023-01-24T12:08:54Z
dc.date.issued 2022
dc.identifier.uri http://dx.doi.org/10.3390/ijerph192215091
dc.identifier.uri https://hdl.handle.net/20.500.12619/99694
dc.description Bu yayın 06.11.1981 tarihli ve 17506 sayılı Resmî Gazete’de yayımlanan 2547 sayılı Yükseköğretim Kanunu’nun 4/c, 12/c, 42/c ve 42/d maddelerine dayalı 12/12/2019 tarih, 543 sayılı ve 05 numaralı Üniversite Senato Kararı ile hazırlanan Sakarya Üniversitesi Açık Bilim ve Açık Akademik Arşiv Yönergesi gereğince telif haklarına uygun olan nüsha açık akademik arşiv sistemine açık erişim olarak yüklenmiştir.
dc.description.abstract The aim of this study is to investigate the effect of health expenditures on economic growth in the period 2000-2019 in 27 European Union (EU) countries. First, the causality relationship between the variables was analyzed using the panel Fourier Toda-Yamamoto Causality test. The findings demonstrate a bidirectional causality relationship between health expenditures and economic growth on a panel basis. Secondly, the effects of health expenditures on economic growth were examined using the Random Forest Method for the panel and then for each country. According to the Random Forest Method, health expenditures positively affected economic growth, but on the country basis, the effect was different. Then, government health expenditures, private health expenditures, and out-of-pocket expenditures were used, and these three variables were ranked in order of importance in terms of their effects on growth using the Random Forest Method. Accordingly, government health expenditures were the most important variable for economic growth. Finally, Support Vector Regression, Gaussian Process Regression, and Decision Tree Regression models were designed for the simulation of the data used in this study, and the performances of the designed models were analyzed.
dc.language English
dc.language.iso eng
dc.publisher MDPI
dc.relation.isversionof 10.3390/ijerph192215091
dc.subject Environmental Sciences & Ecology
dc.subject Public, Environmental & Occupational Health
dc.subject health expenditures
dc.subject economic growth
dc.subject regression models
dc.subject causality
dc.title The Relationship between Health Expenditures and Economic Growth in EU Countries: Empirical Evidence Using Panel Fourier Toda-Yamamoto Causality Test and Regression Models
dc.type Article
dc.contributor.authorID TOPRAK, Metin/0000-0001-9217-6318
dc.contributor.authorID OLGUN, Mehmet Firat/0000-0002-2728-0714
dc.identifier.volume 19
dc.relation.journal INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH
dc.identifier.issue 22
dc.identifier.doi 10.3390/ijerph192215091
dc.identifier.eissn 1660-4601
dc.contributor.author Ozyilmaz, Ayfer
dc.contributor.author Bayraktar, Yuksel
dc.contributor.author Isik, Esme
dc.contributor.author Toprak, Metin
dc.contributor.author Er, Mehmet Bilal
dc.contributor.author Besel, Furkan
dc.contributor.author Aydin, Serdar
dc.contributor.author Olgun, Mehmet Firat
dc.contributor.author Collins, Sandra
dc.relation.publicationcategory Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rights.openaccessdesignations gold, Green Published


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