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Distributional Regression Techniques in Socioeconomic Research on the Inequality of Health with an Application on the Relationship between Mental Health and Income

This study addresses the much-discussed issue of the relationship between health and income. In particular, it focuses on the relation between mental health and household income by using generalized additive models of location, scale and shape and thus employing a distributional perspective. Further...

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Detalles Bibliográficos
Autores principales: Silbersdorff, Alexander, Schneider, Kai Sebastian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6843976/
https://www.ncbi.nlm.nih.gov/pubmed/31635091
http://dx.doi.org/10.3390/ijerph16204009
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author Silbersdorff, Alexander
Schneider, Kai Sebastian
author_facet Silbersdorff, Alexander
Schneider, Kai Sebastian
author_sort Silbersdorff, Alexander
collection PubMed
description This study addresses the much-discussed issue of the relationship between health and income. In particular, it focuses on the relation between mental health and household income by using generalized additive models of location, scale and shape and thus employing a distributional perspective. Furthermore, this study aims to give guidelines to applied researchers interested in taking a distributional perspective on health inequalities. In our analysis we use cross-sectional data of the German socioeconomic Panel (SOEP). We find that when not only looking at the expected mental health score of an individual but also at other distributional aspects, like the risk of moderate and severe mental illness, that the relationship between income and mental health is much more pronounced. We thus show that taking a distributional perspective, can add to and indeed enrich the mostly mean-based assessment of existent health inequalities.
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spelling pubmed-68439762019-11-18 Distributional Regression Techniques in Socioeconomic Research on the Inequality of Health with an Application on the Relationship between Mental Health and Income Silbersdorff, Alexander Schneider, Kai Sebastian Int J Environ Res Public Health Article This study addresses the much-discussed issue of the relationship between health and income. In particular, it focuses on the relation between mental health and household income by using generalized additive models of location, scale and shape and thus employing a distributional perspective. Furthermore, this study aims to give guidelines to applied researchers interested in taking a distributional perspective on health inequalities. In our analysis we use cross-sectional data of the German socioeconomic Panel (SOEP). We find that when not only looking at the expected mental health score of an individual but also at other distributional aspects, like the risk of moderate and severe mental illness, that the relationship between income and mental health is much more pronounced. We thus show that taking a distributional perspective, can add to and indeed enrich the mostly mean-based assessment of existent health inequalities. MDPI 2019-10-19 2019-10 /pmc/articles/PMC6843976/ /pubmed/31635091 http://dx.doi.org/10.3390/ijerph16204009 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Silbersdorff, Alexander
Schneider, Kai Sebastian
Distributional Regression Techniques in Socioeconomic Research on the Inequality of Health with an Application on the Relationship between Mental Health and Income
title Distributional Regression Techniques in Socioeconomic Research on the Inequality of Health with an Application on the Relationship between Mental Health and Income
title_full Distributional Regression Techniques in Socioeconomic Research on the Inequality of Health with an Application on the Relationship between Mental Health and Income
title_fullStr Distributional Regression Techniques in Socioeconomic Research on the Inequality of Health with an Application on the Relationship between Mental Health and Income
title_full_unstemmed Distributional Regression Techniques in Socioeconomic Research on the Inequality of Health with an Application on the Relationship between Mental Health and Income
title_short Distributional Regression Techniques in Socioeconomic Research on the Inequality of Health with an Application on the Relationship between Mental Health and Income
title_sort distributional regression techniques in socioeconomic research on the inequality of health with an application on the relationship between mental health and income
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6843976/
https://www.ncbi.nlm.nih.gov/pubmed/31635091
http://dx.doi.org/10.3390/ijerph16204009
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