Cargando…
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...
Autores principales: | , , , , , , , |
---|---|
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 |
_version_ | 1783428814277181440 |
---|---|
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. |
format | Online Article Text |
id | pubmed-6585973 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT bockermanpetri theeffectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT cawleyjohn theeffectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT viinikainenjutta theeffectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT lehtimakiterho theeffectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT roviosuvi theeffectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT seppalailkka theeffectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT pehkonenjaakko theeffectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT raitakariolli theeffectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT bockermanpetri effectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT cawleyjohn effectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT viinikainenjutta effectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT lehtimakiterho effectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT roviosuvi effectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT seppalailkka effectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT pehkonenjaakko effectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables AT raitakariolli effectofweightonlabormarketoutcomesanapplicationofgeneticinstrumentalvariables |