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

Author

Listed:
  • Pedro Gerber Machado

    (Chemical Engineering Department, Imperial College London, London SW7 2AZ, UK)

  • Julia Tomei

    (Institute for Sustainable Resources, University College London, London WC1H 0NN, UK)

  • Adam Hawkes

    (Chemical Engineering Department, Imperial College London, London SW7 2AZ, UK)

  • Celma de Oliveira Ribeiro

    (Production Engineering, University of São Paulo, Sao Paulo 05508-010, Brazil)

Abstract

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”.

Suggested Citation

  • Pedro Gerber Machado & Julia Tomei & Adam Hawkes & Celma de Oliveira Ribeiro, 2020. "A Simulator to Determine the Evolution of Disparities in Food Consumption between Socio-Economic Groups: A Brazilian Case Study," Sustainability, MDPI, vol. 12(15), pages 1-24, July.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:15:p:6132-:d:391985
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    1. Maurice Mutisya & Moses W. Ngware & Caroline W. Kabiru & Ngianga-bakwin Kandala, 2016. "The effect of education on household food security in two informal urban settlements in Kenya: a longitudinal analysis," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 8(4), pages 743-756, August.
    2. Bosmans, Kristof & Cowell, Frank A., 2010. "The class of absolute decomposable inequality measures," Economics Letters, Elsevier, vol. 109(3), pages 154-156, December.
    3. Maggie Dickinson, 2020. "Food frights: COVID-19 and the specter of hunger," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 37(3), pages 589-590, September.
    4. Linh Vu Hoang, 2009. "Estimation of Food Demand from Household Survey Data in Vietnam," Working Papers 12, Development and Policies Research Center (DEPOCEN), Vietnam.
    5. Maitra, Chandana & Rao, D.S. Prasada, 2015. "Poverty–Food Security Nexus: Evidence from a Survey of Urban Slum Dwellers in Kolkata," World Development, Elsevier, vol. 72(C), pages 308-325.
    6. Thomas R. Cook & Aaron Smalter Hall, 2017. "Macroeconomic Indicator Forecasting with Deep Neural Networks," Research Working Paper RWP 17-11, Federal Reserve Bank of Kansas City.
    7. Brijesh Mainali & Jyrki Luukkanen & Semida Silveira & Jari Kaivo-oja, 2018. "Evaluating Synergies and Trade-Offs among Sustainable Development Goals (SDGs): Explorative Analyses of Development Paths in South Asia and Sub-Saharan Africa," Sustainability, MDPI, vol. 10(3), pages 1-25, March.
    8. Andy Sumner & Christopher Hoy & Eduardo Ortiz-Juarez, 2020. "Estimates of the impact of COVID-19 on global poverty," WIDER Working Paper Series wp-2020-43, World Institute for Development Economic Research (UNU-WIDER).
    9. Janice Ramos de Sousa & Rita de Cássia C.A. Akutsu & Renata Puppin Zandonadi & Raquel B. A. Botelho, 2020. "Breakfast Characterization and Consumption by Low-Income Brazilians: Food Identity and Regional Food," Sustainability, MDPI, vol. 12(12), pages 1-15, June.
    10. Manuel Alejandro Cardenete & Ana-Isabel Guerra & Ferran Sancho, 2017. "Applied General Equilibrium," Springer Texts in Business and Economics, Springer, edition 2, number 978-3-662-54893-6, August.
    11. Pardey, Philip G. & Beddow, Jason M. & Hurley, Terrance M. & Beatty, Timothy K.M. & Eidman, Vernon R., 2014. "A Bounds Analysis of World Food Futures: Global Agriculture Through to 2050," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 58(4), October.
    12. David Marshall & John Dawson & Laura Nisbet, 2018. "Food access in remote rural places: consumer accounts of food shopping," Regional Studies, Taylor & Francis Journals, vol. 52(1), pages 133-144, January.
    13. Smith, Michael D. & Rabbitt, Matthew P. & Coleman- Jensen, Alisha, 2017. "Who are the World’s Food Insecure? New Evidence from the Food and Agriculture Organization’s Food Insecurity Experience Scale," World Development, Elsevier, vol. 93(C), pages 402-412.
    14. Luis Miguel Fonseca & José Pedro Domingues & Alina Mihaela Dima, 2020. "Mapping the Sustainable Development Goals Relationships," Sustainability, MDPI, vol. 12(8), pages 1-15, April.
    15. Pino-Mejías, Rafael & Pérez-Fargallo, Alexis & Rubio-Bellido, Carlos & Pulido-Arcas, Jesús A., 2018. "Artificial neural networks and linear regression prediction models for social housing allocation: Fuel Poverty Potential Risk Index," Energy, Elsevier, vol. 164(C), pages 627-641.
    16. Coelho, Alexandre Braganca & Aguiar, Danilo Rolim Dias de & Fernandes, Elaine Aparecida, 2009. "Padrão de consumo de alimentos no Brasil," Brazilian Journal of Rural Economy and Sociology (Revista de Economia e Sociologia Rural-RESR), Sociedade Brasileira de Economia e Sociologia Rural, vol. 47(2), pages 1-28, June.
    17. Hugo Valin & Ronald D. Sands & Dominique van der Mensbrugghe & Gerald C. Nelson & Helal Ahammad & Elodie Blanc & Benjamin Bodirsky & Shinichiro Fujimori & Tomoko Hasegawa & Petr Havlik & Edwina Heyhoe, 2014. "The future of food demand: understanding differences in global economic models," Agricultural Economics, International Association of Agricultural Economists, vol. 45(1), pages 51-67, January.
    18. Davide Rasella & Sanjay Basu & Thomas Hone & Romulo Paes-Sousa & Carlos Octávio Ocké-Reis & Christopher Millett, 2018. "Child morbidity and mortality associated with alternative policy responses to the economic crisis in Brazil: A nationwide microsimulation study," PLOS Medicine, Public Library of Science, vol. 15(5), pages 1-20, May.
    19. Dixon, Peter B. & Parmenter, B.R., 1996. "Computable general equilibrium modelling for policy analysis and forecasting," Handbook of Computational Economics, in: H. M. Amman & D. A. Kendrick & J. Rust (ed.), Handbook of Computational Economics, edition 1, volume 1, chapter 1, pages 3-85, Elsevier.
    20. David Magaña-Lemus & Ariun Ishdorj & C. Parr Rosson & Jorge Lara-Álvarez, 2016. "Determinants of household food insecurity in Mexico," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 4(1), pages 1-20, December.
    21. Pardey, Philip G. & Beddow, Jason M. & Hurley, Terrance M., 2014. "World Food Futures to 2050," Briefs 197625, University of Minnesota, International Science and Technology Practice and Policy.
    22. Broussard, Nzinga H., 2019. "What explains gender differences in food insecurity?," Food Policy, Elsevier, vol. 83(C), pages 180-194.
    23. Million Sileshi & Reuben Kadigi & Khamaldin Mutabazi & Stefan Sieber, 2019. "Analysis of households’ vulnerability to food insecurity and its influencing factors in East Hararghe, Ethiopia," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 8(1), pages 1-17, December.
    24. Manuel Alejandro Cardenete & Ana-Isabel Guerra & Ferran Sancho, 2017. "An Overview of General Equilibrium Theory," Springer Texts in Business and Economics, in: Applied General Equilibrium, edition 2, chapter 2, pages 5-33, Springer.
    25. Benjamin Leon Bodirsky & Susanne Rolinski & Anne Biewald & Isabelle Weindl & Alexander Popp & Hermann Lotze-Campen, 2015. "Global Food Demand Scenarios for the 21st Century," PLOS ONE, Public Library of Science, vol. 10(11), pages 1-27, November.
    26. Sileshi, Million & Kadigi, Reuben & Mutabazi, Khamaldin & Sieber, Stefan, 2019. "Analysis of households' vulnerability to food insecurity and its influencing factors in east Hararghe, Ethiopia," 2019 Sixth International Conference, September 23-26, 2019, Abuja, Nigeria 295896, African Association of Agricultural Economists (AAAE).
    Full references (including those not matched with items on IDEAS)

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