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Lifestyle and socio-economic inequalities in diabetes prevalence in South Africa: A decomposition analysis

Author

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  • Chipo Mutyambizi
  • Frederik Booysen
  • Andrew Stokes
  • Milena Pavlova
  • Wim Groot

Abstract

Background: Inequalities in diabetes are widespread and are exacerbated by differences in lifestyle. Many studies that have estimated inequalities in diabetes make use of self-reported diabetes which is often biased by differences in access to health care and diabetes awareness. This study adds to this literature by making use of a more objective standardised measure of diabetes in South Africa. The study estimates socio-economic inequalities in undiagnosed diabetes, diagnosed diabetes (self-reported), as well as total diabetes (undiagnosed diabetics + diagnosed diabetics). The study also examines the contribution of lifestyle factors to diabetes inequalities in South Africa. Methods: This cross sectional study uses data from the 2012 South African National Health and Nutrition Examination Survey (SANHANES-1) and applies the Erreygers Concentration Indices to assess socio-economic inequalities in diabetes. Contributions of lifestyle factors to inequalities in diabetes are assessed using a decomposition method. Results: Self-reported diabetes and total diabetes (undiagnosed diabetics + diagnosed diabetics) were significantly concentrated amongst the rich (CI = 0.0746; p

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  • Chipo Mutyambizi & Frederik Booysen & Andrew Stokes & Milena Pavlova & Wim Groot, 2019. "Lifestyle and socio-economic inequalities in diabetes prevalence in South Africa: A decomposition analysis," PLOS ONE, Public Library of Science, vol. 14(1), pages 1-21, January.
  • Handle: RePEc:plo:pone00:0211208
    DOI: 10.1371/journal.pone.0211208
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    References listed on IDEAS

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    1. Weihua Guan, 2003. "From the help desk: Bootstrapped standard errors," Stata Journal, StataCorp LP, vol. 3(1), pages 71-80, March.
    2. Borg, Vilhelm & Kristensen, Tage S., 2000. "Social class and self-rated health: can the gradient be explained by differences in life style or work environment?," Social Science & Medicine, Elsevier, vol. 51(7), pages 1019-1030, October.
    3. Owen O'Donnell & Eddy van Doorslaer & Adam Wagstaff & Magnus Lindelow, 2008. "Analyzing Health Equity Using Household Survey Data : A Guide to Techniques and Their Implementation," World Bank Publications - Books, The World Bank Group, number 6896, December.
    4. Heckley, Gawain & Gerdtham, Ulf-G. & Kjellsson, Gustav, 2016. "A general method for decomposing the causes of socioeconomic inequality in health," Journal of Health Economics, Elsevier, vol. 48(C), pages 89-106.
    5. Tuhin Biswas & Md Saimul Islam & Natalie Linton & Lal B Rawal, 2016. "Socio-Economic Inequality of Chronic Non-Communicable Diseases in Bangladesh," PLOS ONE, Public Library of Science, vol. 11(11), pages 1-12, November.
    6. Guido Erreygers & Roselinde Kessels, 2013. "Regression-Based Decompositions of Rank-Dependent Indicators of Socioeconomic Inequality of Health," Research on Economic Inequality, in: Health and Inequality, volume 21, pages 227-259, Emerald Group Publishing Limited.
    7. Wagstaff, Adam & van Doorslaer, Eddy & Watanabe, Naoko, 2003. "On decomposing the causes of health sector inequalities with an application to malnutrition inequalities in Vietnam," Journal of Econometrics, Elsevier, vol. 112(1), pages 207-223, January.
    8. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    9. Vallejo-Torres, Laura & Morris, Stephen, 2010. "The contribution of smoking and obesity to income-related inequalities in health in England," Social Science & Medicine, Elsevier, vol. 71(6), pages 1189-1198, September.
    10. Makate, Marshall & Makate, Clifton, 2016. "The Evolution of Socioeconomic-Related Inequalities in Maternal Healthcare Utilization: Evidence from Zimbabwe, 1994-2011," MPRA Paper 83897, University Library of Munich, Germany, revised 12 Jan 2018.
    11. Sukumar Vellakkal & S V Subramanian & Christopher Millett & Sanjay Basu & David Stuckler & Shah Ebrahim, 2013. "Socioeconomic Inequalities in Non-Communicable Diseases Prevalence in India: Disparities between Self-Reported Diagnoses and Standardized Measures," PLOS ONE, Public Library of Science, vol. 8(7), pages 1-12, July.
    12. Roselinde Kessels & Guido Erreygers, 2016. "Structural equation modeling for decomposing rank-dependent indicators of socioeconomic inequality of health: an empirical study," Health Economics Review, Springer, vol. 6(1), pages 1-13, December.
    13. McGrail, K.M. & Van Doorslaer, E. & Ross, N.A. & Sanmartin, C., 2009. "Income-related health inequalities in Canada and the United States: A decomposition analysis," American Journal of Public Health, American Public Health Association, vol. 99(10), pages 1856-1863.
    14. Alfred K. Mukong & Corné van Walbeek & Hana Ross, "undated". "Lifestyle and Income-related Inequality in Health in South Africa," Working Papers 677, Economic Research Southern Africa.
    15. Erreygers, Guido, 2009. "Correcting the Concentration Index," Journal of Health Economics, Elsevier, vol. 28(2), pages 504-515, March.
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