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Inequality in body mass indices across countries: Evidence from convergence tests

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  • Duncan, Roberto
  • Toledo, Patricia

Abstract

This study examines the long-term inequality in body mass index (BMI) based on convergence tests applied to a database of 172 countries recently published by the NCD Risk Factor Collaboration. First, we find that countries converge in clubs, which indicates that country disparities in BMIs will persist over time. Second, there are three and six convergence clubs in BMIs for female and male individuals, respectively. That is, we would not observe a single convergence pattern in body weights as the nutrition transition theory and the dietary convergence hypothesis seem to suggest. Females have only one healthy club (18.5 ≤ BMI < 25) and two overweight clubs (BMI ≥ 25). Males have three healthy clubs and three overweight clubs. Third, the analysis of club convergence indicates that BMI inequality has increased due to the BMI growth observed in club 1 (the one with the highest average BMI and led by the US) in each gender group. Finally, potential determinants of BMI such as globalization, human capital, income, and urbanization are relevant to understand differences across clubs. We interpret the club convergence as the result of a heterogeneous integration of countries into the global economy, which is probably related to strong domestic preferences, policies designed to manage the impacts of globalization, and shifts in productive structures.

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  • Duncan, Roberto & Toledo, Patricia, 2019. "Inequality in body mass indices across countries: Evidence from convergence tests," Economics & Human Biology, Elsevier, vol. 33(C), pages 40-57.
  • Handle: RePEc:eee:ehbiol:v:33:y:2019:i:c:p:40-57
    DOI: 10.1016/j.ehb.2018.10.003
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    as
    1. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    2. Savina Gygli & Florian Haelg & Niklas Potrafke & Jan-Egbert Sturm, 2019. "The KOF Globalisation Index – revisited," The Review of International Organizations, Springer, vol. 14(3), pages 543-574, September.
    3. Flannery, Mark J. & Hankins, Kristine Watson, 2013. "Estimating dynamic panel models in corporate finance," Journal of Corporate Finance, Elsevier, vol. 19(C), pages 1-19.
    4. Böckerman, Petri & Johansson, Edvard & Jousilahti, Pekka & Uutela, Antti, 2008. "The physical strenuousness of work is slightly associated with an upward trend in the BMI," Social Science & Medicine, Elsevier, vol. 66(6), pages 1346-1355, March.
    5. Lakdawalla, Darius & Philipson, Tomas, 2009. "The growth of obesity and technological change," Economics & Human Biology, Elsevier, vol. 7(3), pages 283-293, December.
    6. Weil, David N., 2014. "Health and Economic Growth," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 3, pages 623-682, Elsevier.
    7. Ingram, Gregory, 1992. "Social indicators and productivity convergence in developing countries," Policy Research Working Paper Series 894, The World Bank.
    8. repec:hal:journl:hal-01018476 is not listed on IDEAS
    9. Lisa Oberlander & Anne‐Célia Disdier & Fabrice Etilé, 2017. "Globalisation and national trends in nutrition and health: A grouped fixed‐effects approach to intercountry heterogeneity," Health Economics, John Wiley & Sons, Ltd., vol. 26(9), pages 1146-1161, September.
    10. Etile, Fabrice, 2014. "Education policies and health inequalities: Evidence from changes in the distribution of Body Mass Index in France, 1981–2003," Economics & Human Biology, Elsevier, vol. 13(C), pages 46-65.
    11. Cawley, John, 2015. "An economy of scales: A selective review of obesity's economic causes, consequences, and solutions," Journal of Health Economics, Elsevier, vol. 43(C), pages 244-268.
    12. Amin, Vikesh & Böckerman, Petri & Viinikainen, Jutta & Smart, Melissa C. & Bao, Yanchun & Kumari, Meena & Pitkänen, Niina & Lehtimäki, Terho & Raitakari, Olli & Pehkonen, Jaakko, 2017. "Gene-environment interactions between education and body mass: Evidence from the UK and Finland," Social Science & Medicine, Elsevier, vol. 195(C), pages 12-16.
    13. Krishna Mazumdar, 2003. "Do Standards of Living Converge? A Cross-country Study," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 64(1), pages 29-50, October.
    14. Peter C. B. Phillips, 2003. "Laws and Limits of Econometrics," Economic Journal, Royal Economic Society, vol. 113(486), pages 26-52, March.
    15. Kiviet, Jan F., 1995. "On bias, inconsistency, and efficiency of various estimators in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 68(1), pages 53-78, July.
    16. Giorgio Brunello & Daniele Fabbri & Margherita Fort, 2013. "The Causal Effect of Education on Body Mass: Evidence from Europe," Journal of Labor Economics, University of Chicago Press, vol. 31(1), pages 195-223.
    17. Pingali, Prabhu, 2007. "Westernization of Asian diets and the transformation of food systems: Implications for research and policy," Food Policy, Elsevier, vol. 32(3), pages 281-298, June.
    18. Dragone, Davide & Savorelli, Luca, 2012. "Thinness and obesity: A model of food consumption, health concerns, and social pressure," Journal of Health Economics, Elsevier, vol. 31(1), pages 243-256.
    19. Richard B. Freeman, 2006. "People Flows in Globalization," Journal of Economic Perspectives, American Economic Association, vol. 20(2), pages 145-170, Spring.
    20. Duncan, Roberto & Toledo, Patricia, 2018. "Long-run overweight levels and convergence in body mass index," Economics & Human Biology, Elsevier, vol. 31(C), pages 26-39.
    21. David M. Cutler & Edward L. Glaeser & Jesse M. Shapiro, 2003. "Why Have Americans Become More Obese?," Journal of Economic Perspectives, American Economic Association, vol. 17(3), pages 93-118, Summer.
    22. Dragone, Davide, 2009. "A rational eating model of binges, diets and obesity," Journal of Health Economics, Elsevier, vol. 28(4), pages 799-804, July.
    23. Tomas Philipson, 2001. "The world‐wide growth in obesity: an economic research agenda," Health Economics, John Wiley & Sons, Ltd., vol. 10(1), pages 1-7, January.
    24. Levy, Amnon, 2002. "Rational eating: can it lead to overweightness or underweightness?," Journal of Health Economics, Elsevier, vol. 21(5), pages 887-899, September.
    25. Regmi, Anita & Takeshima, Hiroyuki & Unnevehr, Laurian J., 2008. "Convergence in Food Demand and Delivery: Do Middle-Income Countries Follow High-Income Trends?," Journal of Food Distribution Research, Food Distribution Research Society, vol. 39(1), pages 1-7, March.
    26. Kim, Young-Joo, 2016. "The long-run effect of education on obesity in the US," Economics & Human Biology, Elsevier, vol. 21(C), pages 100-109.
    27. Axel Dreher, 2006. "Does globalization affect growth? Evidence from a new index of globalization," Applied Economics, Taylor & Francis Journals, vol. 38(10), pages 1091-1110.
    28. Peter C. B. Phillips & Donggyu Sul, 2007. "Transition Modeling and Econometric Convergence Tests," Econometrica, Econometric Society, vol. 75(6), pages 1771-1855, November.
    29. Giuntella, Osea & Rieger, Matthias & Rotunno, Lorenzo, 2020. "Weight gains from trade in foods: Evidence from Mexico," Journal of International Economics, Elsevier, vol. 122(C).
    30. Dragan Miljkovic & Saleem Shaik & Silvia Miranda & Nikita Barabanov & Anais Liogier, 2015. "Globalisation and Obesity," The World Economy, Wiley Blackwell, vol. 38(8), pages 1278-1294, August.
    31. Phillips, Peter C.B. & Sul, Donggyu, 2007. "Some empirics on economic growth under heterogeneous technology," Journal of Macroeconomics, Elsevier, vol. 29(3), pages 455-469, September.
    32. Kenny, Charles, 2005. "Why Are We Worried About Income? Nearly Everything that Matters is Converging," World Development, Elsevier, vol. 33(1), pages 1-19, January.
    33. Neumayer, Eric, 2003. "Beyond income: convergence in living standards, big time," Structural Change and Economic Dynamics, Elsevier, vol. 14(3), pages 275-296, September.
    34. Meissner, Christopher M., 2014. "Growth from Globalization? A View from the Very Long Run," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 8, pages 1033-1069, Elsevier.
    35. Popkin, Barry M., 2006. "Technology, transport, globalization and the nutrition transition food policy," Food Policy, Elsevier, vol. 31(6), pages 554-569, December.
    36. Goryakin, Yevgeniy & Suhrcke, Marc, 2014. "Economic development, urbanization, technological change and overweight: What do we learn from 244 Demographic and Health Surveys?," Economics & Human Biology, Elsevier, vol. 14(C), pages 109-127.
    37. Hobijn, Bart & Franses, Philip Hans, 2001. "Are living standards converging?," Structural Change and Economic Dynamics, Elsevier, vol. 12(2), pages 171-200, July.
    38. World Bank, 2011. "World Development Report 2011 [Rapport sur le développement dans le monde 2011 : Conflits, sécurité et développement - Abrégé]," World Bank Publications - Books, The World Bank Group, number 4389.
    39. Mary A. Burke & Frank Heiland, 2007. "Social Dynamics Of Obesity," Economic Inquiry, Western Economic Association International, vol. 45(3), pages 571-591, July.
    40. Regmi, Anita & Unnevehr, Laurian J., 2006. "Are Diets Converging Globally? A Comparison of Trends Across Selected Countries," Journal of Food Distribution Research, Food Distribution Research Society, vol. 37(1), pages 1-8, March.
    41. Giovanni S. F. Bruno, 2005. "Estimation and inference in dynamic unbalanced panel-data models with a small number of individuals," Stata Journal, StataCorp LP, vol. 5(4), pages 473-500, December.
    42. World Bank, 2017. "World Development Indicators 2017," World Bank Publications - Books, The World Bank Group, number 26447.
    43. Xun Li & Rui Wang, 2016. "Are US obesity rates converging?," Applied Economics Letters, Taylor & Francis Journals, vol. 23(8), pages 539-543, May.
    44. Levy, Amnon, 2009. "Rational eating: A proposition revisited," Journal of Health Economics, Elsevier, vol. 28(4), pages 908-909, July.
    45. Goryakin, Yevgeniy & Lobstein, Tim & James, W. Philip T. & Suhrcke, Marc, 2015. "The impact of economic, political and social globalization on overweight and obesity in the 56 low and middle income countries," Social Science & Medicine, Elsevier, vol. 133(C), pages 67-76.
    46. Dang, Viet Anh & Kim, Minjoo & Shin, Yongcheol, 2015. "In search of robust methods for dynamic panel data models in empirical corporate finance," Journal of Banking & Finance, Elsevier, vol. 53(C), pages 84-98.
    47. Costa-Font, Joan & Mas, Núria, 2016. "‘Globesity’? The effects of globalization on obesity and caloric intake," Food Policy, Elsevier, vol. 64(C), pages 121-132.
    48. Fumagalli, Elena & Mentzakis, Emmanouil & Suhrcke, Marc, 2013. "Do political factors matter in explaining under- and overweight outcomes in developing countries?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 46(C), pages 48-56.
    49. repec:hal:pseose:halshs-00978423 is not listed on IDEAS
    50. Blanchard, Emily J. & Olney, William W., 2017. "Globalization and human capital investment: Export composition drives educational attainment," Journal of International Economics, Elsevier, vol. 106(C), pages 165-183.
    51. Goryakin, Yevgeniy & Rocco, Lorenzo & Suhrcke, Marc, 2017. "The contribution of urbanization to non-communicable diseases: Evidence from 173 countries from 1980 to 2008," Economics & Human Biology, Elsevier, vol. 26(C), pages 151-163.
    52. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    53. World Bank, 2012. "World Development Report 2012 [Rapport sur le développement dans le monde 2012]," World Bank Publications - Books, The World Bank Group, number 4391.
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    More about this item

    Keywords

    Obesity; Dietary convergence; Health inequality; Globalization; Nutrition transition; Sex differences;
    All these keywords.

    JEL classification:

    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I31 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - General Welfare, Well-Being
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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