A Simulator to Determine the Evolution of Disparities in Food Consumption between Socio-Economic Groups: A Brazilian Case Study

Food is a fundamental right that deserves attention but is usually dealt with from the supply side in aggregated models that use macroeconomic variables to forecast the demand and the required supply. This study challenges this paradigm by developing a simulator to analyze food consumption from the...

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Main Authors: Pedro Gerber Machado, Julia Tomei, Adam Hawkes, Celma de Oliveira Ribeiro
Format: Article
Language:English
Published: MDPI AG 2020-07-01
Series:Sustainability
Subjects:
Online Access:https://www.mdpi.com/2071-1050/12/15/6132
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spelling doaj-3d8515d700e84445ad2f47f0bd70f9f32020-11-25T03:12:46ZengMDPI AGSustainability2071-10502020-07-01126132613210.3390/su12156132A Simulator to Determine the Evolution of Disparities in Food Consumption between Socio-Economic Groups: A Brazilian Case StudyPedro Gerber Machado0Julia Tomei1Adam Hawkes2Celma de Oliveira Ribeiro3Chemical Engineering Department, Imperial College London, London SW7 2AZ, UKInstitute for Sustainable Resources, University College London, London WC1H 0NN, UKChemical Engineering Department, Imperial College London, London SW7 2AZ, UKProduction Engineering, University of São Paulo, Sao Paulo 05508-010, BrazilFood is a fundamental right that deserves attention but is usually dealt with from the supply side in aggregated models that use macroeconomic variables to forecast the demand and the required supply. This study challenges this paradigm by developing a simulator to analyze food consumption from the demand side and estimate the evolution of disparity in food consumption over time with respect to region, sex, ethnicity, education, and income. This novel approach was applied to Brazil using household expenditure surveys to feed serial neural networks. Results show that the ‘poorer’ north and northeast of Brazil encounter the lowest consumption of food and are therefore the most food vulnerable regions. This trend continues to 2040. The ‘richer’ south and southeast regions have higher food consumption, which varies according to sex, ethnicity, education, and income. Brazil has contrasting issues with some groups having considerably higher food consumption, while other groups still have less than the threshold for healthy consumption. Now, the country not only has to deal with the food access by the most vulnerable due to the latest economic declines but also to deal with excess consumption, the so-called “double burden of malnutrition”.https://www.mdpi.com/2071-1050/12/15/6132food consumptionsustainable development goalsinequalityBrazilneural network
collection DOAJ
language English
format Article
sources DOAJ
author Pedro Gerber Machado
Julia Tomei
Adam Hawkes
Celma de Oliveira Ribeiro
spellingShingle Pedro Gerber Machado
Julia Tomei
Adam Hawkes
Celma de Oliveira Ribeiro
A Simulator to Determine the Evolution of Disparities in Food Consumption between Socio-Economic Groups: A Brazilian Case Study
Sustainability
food consumption
sustainable development goals
inequality
Brazil
neural network
author_facet Pedro Gerber Machado
Julia Tomei
Adam Hawkes
Celma de Oliveira Ribeiro
author_sort Pedro Gerber Machado
title A Simulator to Determine the Evolution of Disparities in Food Consumption between Socio-Economic Groups: A Brazilian Case Study
title_short A Simulator to Determine the Evolution of Disparities in Food Consumption between Socio-Economic Groups: A Brazilian Case Study
title_full A Simulator to Determine the Evolution of Disparities in Food Consumption between Socio-Economic Groups: A Brazilian Case Study
title_fullStr A Simulator to Determine the Evolution of Disparities in Food Consumption between Socio-Economic Groups: A Brazilian Case Study
title_full_unstemmed A Simulator to Determine the Evolution of Disparities in Food Consumption between Socio-Economic Groups: A Brazilian Case Study
title_sort simulator to determine the evolution of disparities in food consumption between socio-economic groups: a brazilian case study
publisher MDPI AG
series Sustainability
issn 2071-1050
publishDate 2020-07-01
description Food is a fundamental right that deserves attention but is usually dealt with from the supply side in aggregated models that use macroeconomic variables to forecast the demand and the required supply. This study challenges this paradigm by developing a simulator to analyze food consumption from the demand side and estimate the evolution of disparity in food consumption over time with respect to region, sex, ethnicity, education, and income. This novel approach was applied to Brazil using household expenditure surveys to feed serial neural networks. Results show that the ‘poorer’ north and northeast of Brazil encounter the lowest consumption of food and are therefore the most food vulnerable regions. This trend continues to 2040. The ‘richer’ south and southeast regions have higher food consumption, which varies according to sex, ethnicity, education, and income. Brazil has contrasting issues with some groups having considerably higher food consumption, while other groups still have less than the threshold for healthy consumption. Now, the country not only has to deal with the food access by the most vulnerable due to the latest economic declines but also to deal with excess consumption, the so-called “double burden of malnutrition”.
topic food consumption
sustainable development goals
inequality
Brazil
neural network
url https://www.mdpi.com/2071-1050/12/15/6132
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