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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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. |
format | Online Article Text |
id | pubmed-10297731 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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