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The effect of weight on labor market outcomes: An application of genetic instrumental variables

This paper contributes to the literature on the labor market consequences of obesity by using a novel instrument: genetic risk score, which reflects the predisposition to higher body mass index (BMI) across many genetic loci. We estimate instrumental variable models of the effect of BMI on labor mar...

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Autores principales: Böckerman, Petri, Cawley, John, Viinikainen, Jutta, Lehtimäki, Terho, Rovio, Suvi, Seppälä, Ilkka, Pehkonen, Jaakko, Raitakari, Olli
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6585973/
https://www.ncbi.nlm.nih.gov/pubmed/30240095
http://dx.doi.org/10.1002/hec.3828
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author Böckerman, Petri
Cawley, John
Viinikainen, Jutta
Lehtimäki, Terho
Rovio, Suvi
Seppälä, Ilkka
Pehkonen, Jaakko
Raitakari, Olli
author_facet Böckerman, Petri
Cawley, John
Viinikainen, Jutta
Lehtimäki, Terho
Rovio, Suvi
Seppälä, Ilkka
Pehkonen, Jaakko
Raitakari, Olli
author_sort Böckerman, Petri
collection PubMed
description This paper contributes to the literature on the labor market consequences of obesity by using a novel instrument: genetic risk score, which reflects the predisposition to higher body mass index (BMI) across many genetic loci. We estimate instrumental variable models of the effect of BMI on labor market outcomes using Finnish data that have many strengths, for example, BMI that is measured rather than self‐reported, and data on earnings and social income transfers that are from administrative tax records and are thus free of the problems associated with nonresponse, reporting error or top coding. The empirical results are sensitive to whether we use a narrower or broader genetic risk score, and to model specification. For example, models using the narrower genetic risk score as an instrument imply that a one‐unit increase in BMI is associated with 6.9% lower wages, 1.8% fewer years employed, and a 3 percentage point higher probability of receiving any social income transfers. However, when we use a newer, broader genetic risk score, we cannot reject the null hypothesis of no effect. Future research using genetic risk scores should examine the sensitivity of their results to the risk score used.
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spelling pubmed-65859732019-06-27 The effect of weight on labor market outcomes: An application of genetic instrumental variables Böckerman, Petri Cawley, John Viinikainen, Jutta Lehtimäki, Terho Rovio, Suvi Seppälä, Ilkka Pehkonen, Jaakko Raitakari, Olli Health Econ Research Articles This paper contributes to the literature on the labor market consequences of obesity by using a novel instrument: genetic risk score, which reflects the predisposition to higher body mass index (BMI) across many genetic loci. We estimate instrumental variable models of the effect of BMI on labor market outcomes using Finnish data that have many strengths, for example, BMI that is measured rather than self‐reported, and data on earnings and social income transfers that are from administrative tax records and are thus free of the problems associated with nonresponse, reporting error or top coding. The empirical results are sensitive to whether we use a narrower or broader genetic risk score, and to model specification. For example, models using the narrower genetic risk score as an instrument imply that a one‐unit increase in BMI is associated with 6.9% lower wages, 1.8% fewer years employed, and a 3 percentage point higher probability of receiving any social income transfers. However, when we use a newer, broader genetic risk score, we cannot reject the null hypothesis of no effect. Future research using genetic risk scores should examine the sensitivity of their results to the risk score used. John Wiley and Sons Inc. 2018-09-21 2019-01 /pmc/articles/PMC6585973/ /pubmed/30240095 http://dx.doi.org/10.1002/hec.3828 Text en © 2018 The Authors. Health Economics Published by John Wiley & Sons, Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Research Articles
Böckerman, Petri
Cawley, John
Viinikainen, Jutta
Lehtimäki, Terho
Rovio, Suvi
Seppälä, Ilkka
Pehkonen, Jaakko
Raitakari, Olli
The effect of weight on labor market outcomes: An application of genetic instrumental variables
title The effect of weight on labor market outcomes: An application of genetic instrumental variables
title_full The effect of weight on labor market outcomes: An application of genetic instrumental variables
title_fullStr The effect of weight on labor market outcomes: An application of genetic instrumental variables
title_full_unstemmed The effect of weight on labor market outcomes: An application of genetic instrumental variables
title_short The effect of weight on labor market outcomes: An application of genetic instrumental variables
title_sort effect of weight on labor market outcomes: an application of genetic instrumental variables
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6585973/
https://www.ncbi.nlm.nih.gov/pubmed/30240095
http://dx.doi.org/10.1002/hec.3828
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