Abstract
Objectives
To examine whether changes in food prices are associated with changes in obesity prevalence among women in developing countries, and assess effect modification by individual socioeconomic status (SES).
Methods
Longitudinal study of country-level food price inflation temporally and geographically linked to anthropometric data on non-pregnant adult women (n = 295,984) in 31 low-income and middle-income countries over the 2000–2014 time period, using separate multivariable multilevel growth models of five SES indicators. Post-estimation analysis computed the relationship between food price inflation and predicted mean probabilities of being obese, by SES.
Results
Rising food price inflation was strongly associated with women’s obesity prevalence, and SES consistently modified the relationship. Regardless of indicator used, higher food price inflation was positively associated with obesity among women in top SES categories, but was flat or negative among women in low SES categories, averaging over time. The SES differences were widest across educational strata and were most pronounced when food price inflation was highest. Overall, for every 1-unit increase in food price inflation, predicted mean obesity prevalence was between 0.02 and 0.06 percentage points greater in women of high SES compared to low SES women.
Conclusion
There is a strong link between food price inflation and obesity in adult women in developing countries which is clearly modified by individuals’ SES. Greater food price inflation was associated with greater obesity prevalence only among women in higher SES groups, who may be net food buyers most at risk of obesity in low-income and middle-income countries.
Key points
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This is the first longitudinal study specifically examining the impact of rising food prices on health across different social groups and countries.
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Our study uses a robust multilevel model for change, with national food price inflation data linked to individual-level anthropometric and socioeconomic data between 2000 and 2014.
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We found food price inflation was positively linked to obesity in women of high SES, but no associations in other groups, and potential further modification by country income group.
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Study results are threatened by residual confounding from unavailable country and individual factors.
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References
Abegunde DO, Mathers CD, Adam T, Ortegon M, Strong K. The burden and costs of chronic diseases in low-income and middle-income countries. Lancet. 2007;370:1929–38.
Miller V, Yusuf S, Chow CK, Dehghan M, Corsi DJ, Lock K, et al. Availability, affordability, and consumption of fruits and vegetables in 18 countries across income levels: findings from the Prospective Urban Rural Epidemiology (PURE) study. Lancet Glob Health. 2016;4:e695–703.
Green R, Cornelsen L, Dangour AD, Turner R, Shankar B, Mazzocchi M, et al. The effect of rising food prices on food consumption: systematic review with meta-regression. BMJ. 2013;346:f3703.
Nandy S, Daoud A, Gordon D. Examining the changing profile of undernutrition in the context of food price rises and greater inequality. Soc Sci Med. 2016;149:153–63.
Iannotti L, Robles M. Negative impact on calorie intake associated with the 2006-08 food price crisis in Latin America. Food Nutr Bull. 2011;32:112–23.
Powell LM, Chaloupka FJ. Food prices and obesity: evidence and policy implications for taxes and subsidies. Milbank Q. 2009;87:229–57.
Sturm R, Patel D, Alexander E, Paramanund J. Seasonal cycles in food purchases and changes in BMI among South Africans participating in a health promotion programme. Public Health Nutr. 2016;19:1–6.
Jones NR, Conklin AI, Suhrcke M, Monsivais P. The growing price gap between more and less healthy foods: analysis of a novel longitudinal UK dataset. PLoS ONE. 2014;9:e109343.
Burns C, Sacks G, Gold L. Longitudinal study of Consumer Price Index (CPI) trends in core and non‐core foods in Australia. Aust NZ J Public Health. 2008;32:450–3.
Headey, Derek D., and William J. Martin. The impact of food prices on poverty and food security. Annual review of resource economics. 2016;8:329–351.
Cornelsen L, Green R, Turner R, Dangour AD, Shankar B, Mazzocchi M, et al. What happens to patterns of food consumption when food prices change? Evidence from a systematic review and meta-analysis of food price elasticities globally. J Health Econ. 2015;24:1548–59.
Wiig K, Smith C. The art of grocery shopping on a food stamp budget: factors influencing the food choices of low-income women as they try to make ends meet. Public Health Nutr. 2009;12:1726–34.
Darmon N, Ferguson EL, Briend A. A cost constraint alone has adverse effects on food selection and nutrient density: an analysis of human diets by linear programming. J Nutr. 2002;132:3764–71.
Smith, Trenton G, Christiana Stoddard, and Michael G, Barnes. Why the poor get fat: weight gain and economic insecurity. Forum for Health Economics & Policy. De Gruyter, 2009;12.
UN Committee on World Food Security. Price Volatility and Food Security. United Nations Technical Report: Geneva, Switzerland; 2011.
Gregory CA, Coleman-Jensen A. Do high food prices increase food insecurity in the United States? Appl Econ Perspect Policy. 2013;35:679–707.
Daoud A. (Quasi) scarcity and global hunger: a sociological critique of the scarcity postulate with an attempt at synthesis. J Crit Realism. 2007;6:199–225.
Daoud A. Synthesizing the Malthusian and Senian approaches on scarcity: a realist account. Camb J Econ. 2018;42:453–76.
Dhurandhar EJ. The food-insecurity obesity paradox: a resource scarcity hypothesis. Physiol Behav. 2016;162:88–92.
Daoud A, Halleröd B, Guha-Sapir D. What is the association between absolute child poverty, poor governance, and natural disasters? A global comparison of some of the realities of climate change. PLoS ONE. 2016;11:e0153296.
Mackenbach JD, Brage S, Forouhi NG, Griffin SJ, Wareham NJ, Monsivais P. Does the importance of dietary costs for fruit and vegetable intake vary by socioeconomic position? Br J Nutr. 2015;114:1464–70.
Kurosaki T. Wages in kind and economic development: their impacts on labor supply and food security of rural households in developing countries. Japan: Institute of Economic Research: Hitotsubashi University; 2008.
Conklin AI. Gender, diet quality and obesity: economic and social determinants, and their interactions, in older adults. PhD. Cambridge, UK: University of Cambridge; 2014.
Singer JD, Willett JB. Applied longitudinal data analysis: Modeling change and event occurrence. Oxford University Press, New York, NY; 2003.
Davies HTO, Crombie IK, Tavakoli M. When can odds ratios mislead? BMJ. 1998;316:989–91.
Tajeu GS, Sen B, Allison DB, Menachemi N. Misuse of odds ratios in obesity literature: an empirical analysis of published studies. Obesity. 2012;20:1726–31.
Norton EC, Dowd BE. Log odds and the interpretation of logit models. Health Serv Res. 2018;53:859–78.
Allen L, Williams J, Townsend N, Mikkelsen B, Roberts N, Foster C, et al. Socioeconomic status and non-communicable disease behavioural risk factors in low-income and lower-middle-income countries: a systematic review. Lancet Glob Health. 2017;5:e277–89.
Centre for Economic Policy Research. Food prices and rural poverty. CEPR: London, UK; 2010.
Von Braun J. Rising food prices: what should be done? Washington, DC: International Food Policy Research Institute; 2008.
Hadley C, Stevenson EG, Tadesse Y, Belachew T. Rapidly rising food prices and the experience of food insecurity in urban Ethiopia: impacts on health and well-being. Soc Sci Med. 2012;75:2412–9.
Rummo PE, Meyer KA, Howard AG, Shikany JM, Guilkey DK, Gordon-Larsen P. Fast food price, diet behavior, and cardiometabolic health: differential associations by neighborhood SES and neighborhood fast food restaurant availability in the CARDIA study. Health Place. 2015;35:128–35.
Meyer KA, Guilkey DK, Ng SW, Duffey KJ, Popkin BM, Kiefe CI, et al. Sociodemographic differences in fast food price sensitivity. JAMA Intern Med. 2014;174:434–42.
Vellakkal S, Fledderjohann J, Basu S, Agrawal S, Ebrahim S, Campbell O, et al. Food price spikes are associated with increased malnutrition among children in Andhra Pradesh, India. J Nutr. 2015;145:1942–9.
Arndt C, Hussain MA, Salvucci V, Osterdal LP. Effects of food price shocks on child malnutrition: The Mozambican experience 2008/2009. Econ Human Biol. 2016;22:1–13.
Conklin AI, Ponce NA, Crespi CM, Frank J, Nandi A, Heymann J. Economic policy and the double burden of malnutrition: cross-national longitudinal analysis of minimum wage and women’s underweight and obesity. Public Health Nutr. 2018;21:940–7.
Ponce N, Shimkhada R, Raub A, Daoud A, Nandi A, Richter L, Heymann J. The association of minimum wage change on child nutritional status in LMICs: A quasi-experimental multi-country study. Global public health. 2017;3:1–5.
Roser M. Food Prices. In: OurWorldInData.org, 2016.
Acknowledgements
The authors appreciate statistical support and expertise from the UCLA IDRE Statistical Consulting Group. We also thank the anonymous reviewers for this feedback to improve the manuscript.
Author contributions
Conceived and designed the experiments: AIC, AD, RS, NP. Performed the experiments: AIC. Analyzed the data: AIC, AD, RS, NP. Wrote the first draft: AIC. Contributed to the final paper: AIC, AD, RS, NP. All authors approved the final version.
Funding
The authors received no specific funding for this project. AIC acknowledges previous salary support from the CHIR Postdoctoral Fellowship Award (MFE-135520).
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Conklin, A.I., Daoud, A., Shimkhada, R. et al. The impact of rising food prices on obesity in women: a longitudinal analysis of 31 low-income and middle-income countries from 2000 to 2014. Int J Obes 43, 774–781 (2019). https://doi.org/10.1038/s41366-018-0178-y
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DOI: https://doi.org/10.1038/s41366-018-0178-y