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The impact of cash transfer participation on unhealthy consumption in Brazil

We assess the impact of the Brazilian government’s conditional cash transfer program Bolsa Família on unhealthy consumption by households, proxied by expenses with ultra-processed food, alcohol, and tobacco products. Using machine learning techniques to improve the propensity score estimation, we an...

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Detalles Bibliográficos
Autores principales: Maciel, Fernanda Araujo, Duarte, Diogo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297731/
https://www.ncbi.nlm.nih.gov/pubmed/37383885
http://dx.doi.org/10.1016/j.hpopen.2022.100087
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author Maciel, Fernanda Araujo
Duarte, Diogo
author_facet Maciel, Fernanda Araujo
Duarte, Diogo
author_sort Maciel, Fernanda Araujo
collection PubMed
description We assess the impact of the Brazilian government’s conditional cash transfer program Bolsa Família on unhealthy consumption by households, proxied by expenses with ultra-processed food, alcohol, and tobacco products. Using machine learning techniques to improve the propensity score estimation, we analyze the intensive and extensive margin effects of participating in the program on the household purchase of unhealthy products. Our results reveal that program participants spend more on food in general, but not necessarily more on unhealthy options. While we find evidence that participants increase their probability of spending more on food away from home, they do not significantly alter their expenditures on packaged food, alcohol, or tobacco products.
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spelling pubmed-102977312023-06-28 The impact of cash transfer participation on unhealthy consumption in Brazil Maciel, Fernanda Araujo Duarte, Diogo Health Policy Open Original Article We assess the impact of the Brazilian government’s conditional cash transfer program Bolsa Família on unhealthy consumption by households, proxied by expenses with ultra-processed food, alcohol, and tobacco products. Using machine learning techniques to improve the propensity score estimation, we analyze the intensive and extensive margin effects of participating in the program on the household purchase of unhealthy products. Our results reveal that program participants spend more on food in general, but not necessarily more on unhealthy options. While we find evidence that participants increase their probability of spending more on food away from home, they do not significantly alter their expenditures on packaged food, alcohol, or tobacco products. Elsevier 2022-12-06 /pmc/articles/PMC10297731/ /pubmed/37383885 http://dx.doi.org/10.1016/j.hpopen.2022.100087 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Original Article
Maciel, Fernanda Araujo
Duarte, Diogo
The impact of cash transfer participation on unhealthy consumption in Brazil
title The impact of cash transfer participation on unhealthy consumption in Brazil
title_full The impact of cash transfer participation on unhealthy consumption in Brazil
title_fullStr The impact of cash transfer participation on unhealthy consumption in Brazil
title_full_unstemmed The impact of cash transfer participation on unhealthy consumption in Brazil
title_short The impact of cash transfer participation on unhealthy consumption in Brazil
title_sort impact of cash transfer participation on unhealthy consumption in brazil
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297731/
https://www.ncbi.nlm.nih.gov/pubmed/37383885
http://dx.doi.org/10.1016/j.hpopen.2022.100087
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