Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata

Accepted manuscript version. Published version available at https://doi.org/10.1136/jech-2016-208671 . Background : Previous methods for assessing mediation assume no multiplicative interactions. The inverse odds weighting (IOW) approach has been presented as a method that can be used even when inte...

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Published in:Journal of Epidemiology and Community Health
Main Authors: Sheikh, Mashhood Ahmed, Abelsen, Birgit, Olsen, Jan Abel
Format: Article in Journal/Newspaper
Language:English
Published: BMJ Publishing Group 2017
Subjects:
Online Access:https://hdl.handle.net/10037/13132
https://doi.org/10.1136/jech-2016-208671
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spelling ftunivtroemsoe:oai:munin.uit.no:10037/13132 2023-05-15T18:34:49+02:00 Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata Sheikh, Mashhood Ahmed Abelsen, Birgit Olsen, Jan Abel 2017-09-12 https://hdl.handle.net/10037/13132 https://doi.org/10.1136/jech-2016-208671 eng eng BMJ Publishing Group Journal of Epidemiology and Community Health http://jech.bmj.com/content/71/11/1037 Sheikh, M.A., Abelsen, B. & Olsen, J.A. (2017). Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata. Journal of Epidemiology and Community Health. 71(11), 1037-1045. https://doi.org/10.1136/jech-2016-208671 FRIDAID 1493171 doi:10.1136/jech-2016-208671 0143-005X 1470-2738 https://hdl.handle.net/10037/13132 openAccess VDP::Medisinske Fag: 700::Helsefag: 800 VDP::Medical disciplines: 700::Health sciences: 800 Education Subjective Social Status Income Occupational hierarchy position Social Epidemiology Health-related quality of life Subjective well-being Andre: Helse- og velferdsøkonomi Other : Health and welfare economics Journal article Tidsskriftartikkel Peer reviewed 2017 ftunivtroemsoe https://doi.org/10.1136/jech-2016-208671 2021-06-25T17:55:44Z Accepted manuscript version. Published version available at https://doi.org/10.1136/jech-2016-208671 . Background : Previous methods for assessing mediation assume no multiplicative interactions. The inverse odds weighting (IOW) approach has been presented as a method that can be used even when interactions exist. The substantive aim of this study was to assess the indirect effect of education on health and well-being via four indicators of adult socioeconomic status (SES): income, management position, occupational hierarchy position and subjective social status. Methods : 8516 men and women from the Tromsø Study (Norway) were followed for 17 years. Education was measured at age 25–74 years, while SES and health and well-being were measured at age 42–91 years. Natural direct and indirect effects (NIE) were estimated using weighted Poisson regression models with IOW. Stata code is provided that makes it easy to assess mediation in any multiple imputed dataset with multiple mediators and interactions. Results : Low education was associated with lower SES. Consequently, low SES was associated with being unhealthy and having a low level of well-being. The effect (NIE) of education on health and well-being is mediated by income, management position, occupational hierarchy position and subjective social status. Conclusion: This study contributes to the literature on mediation analysis, as well as the literature on the importance of education for health-related quality of life and subjective well-being. The influence of education on health and well-being had different pathways in this Norwegian sample. Article in Journal/Newspaper Tromsø University of Tromsø: Munin Open Research Archive Norway Tromsø Journal of Epidemiology and Community Health jech-2016-208671
institution Open Polar
collection University of Tromsø: Munin Open Research Archive
op_collection_id ftunivtroemsoe
language English
topic VDP::Medisinske Fag: 700::Helsefag: 800
VDP::Medical disciplines: 700::Health sciences: 800
Education
Subjective Social Status
Income
Occupational hierarchy position
Social Epidemiology
Health-related quality of life
Subjective well-being
Andre: Helse- og velferdsøkonomi
Other : Health and welfare economics
spellingShingle VDP::Medisinske Fag: 700::Helsefag: 800
VDP::Medical disciplines: 700::Health sciences: 800
Education
Subjective Social Status
Income
Occupational hierarchy position
Social Epidemiology
Health-related quality of life
Subjective well-being
Andre: Helse- og velferdsøkonomi
Other : Health and welfare economics
Sheikh, Mashhood Ahmed
Abelsen, Birgit
Olsen, Jan Abel
Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata
topic_facet VDP::Medisinske Fag: 700::Helsefag: 800
VDP::Medical disciplines: 700::Health sciences: 800
Education
Subjective Social Status
Income
Occupational hierarchy position
Social Epidemiology
Health-related quality of life
Subjective well-being
Andre: Helse- og velferdsøkonomi
Other : Health and welfare economics
description Accepted manuscript version. Published version available at https://doi.org/10.1136/jech-2016-208671 . Background : Previous methods for assessing mediation assume no multiplicative interactions. The inverse odds weighting (IOW) approach has been presented as a method that can be used even when interactions exist. The substantive aim of this study was to assess the indirect effect of education on health and well-being via four indicators of adult socioeconomic status (SES): income, management position, occupational hierarchy position and subjective social status. Methods : 8516 men and women from the Tromsø Study (Norway) were followed for 17 years. Education was measured at age 25–74 years, while SES and health and well-being were measured at age 42–91 years. Natural direct and indirect effects (NIE) were estimated using weighted Poisson regression models with IOW. Stata code is provided that makes it easy to assess mediation in any multiple imputed dataset with multiple mediators and interactions. Results : Low education was associated with lower SES. Consequently, low SES was associated with being unhealthy and having a low level of well-being. The effect (NIE) of education on health and well-being is mediated by income, management position, occupational hierarchy position and subjective social status. Conclusion: This study contributes to the literature on mediation analysis, as well as the literature on the importance of education for health-related quality of life and subjective well-being. The influence of education on health and well-being had different pathways in this Norwegian sample.
format Article in Journal/Newspaper
author Sheikh, Mashhood Ahmed
Abelsen, Birgit
Olsen, Jan Abel
author_facet Sheikh, Mashhood Ahmed
Abelsen, Birgit
Olsen, Jan Abel
author_sort Sheikh, Mashhood Ahmed
title Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata
title_short Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata
title_full Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata
title_fullStr Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata
title_full_unstemmed Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata
title_sort education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in stata
publisher BMJ Publishing Group
publishDate 2017
url https://hdl.handle.net/10037/13132
https://doi.org/10.1136/jech-2016-208671
geographic Norway
Tromsø
geographic_facet Norway
Tromsø
genre Tromsø
genre_facet Tromsø
op_relation Journal of Epidemiology and Community Health
http://jech.bmj.com/content/71/11/1037
Sheikh, M.A., Abelsen, B. & Olsen, J.A. (2017). Education and health and well-being: direct and indirect effects with multiple mediators and interactions with multiple imputed data in Stata. Journal of Epidemiology and Community Health. 71(11), 1037-1045. https://doi.org/10.1136/jech-2016-208671
FRIDAID 1493171
doi:10.1136/jech-2016-208671
0143-005X
1470-2738
https://hdl.handle.net/10037/13132
op_rights openAccess
op_doi https://doi.org/10.1136/jech-2016-208671
container_title Journal of Epidemiology and Community Health
container_start_page jech-2016-208671
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