IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0211208.html
   My bibliography  Save this article

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

Author

Listed:
  • 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

Suggested Citation

  • 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
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0211208
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0211208&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0211208?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    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. 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.
    4. 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.
    5. 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.
    6. 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.
    7. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. Erreygers, Guido, 2009. "Correcting the Concentration Index," Journal of Health Economics, Elsevier, vol. 28(2), pages 504-515, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ong, Kanyin Liane & Stafford, Lauryn K. & McLaughlin, Susan A. & Boyko, Edward J. & Vollset, Stein Emil & Smith, Amanda E. & Dalton, Bronte E. & Duprey, Joe & Cruz, Jessica A. & Hagins, Hailey & Linds, 2023. "Global, regional, and national burden of diabetes from 1990 to 2021, with projections of prevalence to 2050: a systematic analysis for the Global Burden of Disease Study 2021," Open Access Publications from Kiel Institute for the World Economy 287733, Kiel Institute for the World Economy (IfW Kiel).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Peng Nie & Andrew E. Clarck & Conchita D'Ambrosio & Lanlin Ding, 2020. "Income-related health inequality in urban China (1991-2015): The role of homeownership and housing conditions," Working Papers 524, ECINEQ, Society for the Study of Economic Inequality.
    2. Roselinde Kessels & Guido Erreygers, 2019. "A direct regression approach to decomposing socioeconomic inequality of health," Health Economics, John Wiley & Sons, Ltd., vol. 28(7), pages 884-905, July.
    3. Gustav Kjellsson & Dennis Petrie & Tom (T.G.M.) van Ourti, 2018. "Measuring income-related inequalities in risky health prospects," Tinbergen Institute Discussion Papers 18-007/V, Tinbergen Institute.
    4. Derek Asuman & Ama Pokuaa Fenny & Doreen Nyarko Anyamesem Odame, 2021. "Trends and antecedents of inequalities in maternal healthcare coverage in four African countries," Journal of International Development, John Wiley & Sons, Ltd., vol. 33(3), pages 515-544, April.
    5. Heckley, Gawain A. & Gerdtham, Ulf-G. & Kjellsson, Gustav, 2014. "A New Approach to Decomposition of a Bivariate Rank Dependent Index Using Recentered Influence Function Regression," Working Papers 2014:36, Lund University, Department of Economics, revised 01 Apr 2015.
    6. Asif, Atta Muhammad & Akbar, Muhammad, 2021. "On the decomposition of rank-dependent indicator of socio-economic inequalities in child malnutrition: Some empirical findings," Socio-Economic Planning Sciences, Elsevier, vol. 77(C).
    7. Martha Tangeni Nghipandulwa & Alfred Kechia Mukong, 2023. "Estimating Income-Related Health Inequalities Associated with Tobacco and Alcohol Consumption in Namibia," IJERPH, MDPI, vol. 20(2), pages 1-17, January.
    8. 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.
    9. Jemimah Ride, 2019. "Is socioeconomic inequality in postnatal depression an early-life root of disadvantage for children?," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(7), pages 1013-1027, September.
    10. Mohammad Habibullah Pulok & Kees Gool & Mohammad Hajizadeh & Sara Allin & Jane Hall, 2020. "Measuring horizontal inequity in healthcare utilisation: a review of methodological developments and debates," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 21(2), pages 171-180, March.
    11. 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.
    12. Francesco Renna & Vasilios D. Kosteas & Kuchibhotla Dinkar, 2021. "Inequality in health insurance coverage before and after the Affordable Care Act," Health Economics, John Wiley & Sons, Ltd., vol. 30(2), pages 384-402, February.
    13. Laura Rossouw & Hana Ross, 2021. "Understanding Period Poverty: Socio-Economic Inequalities in Menstrual Hygiene Management in Eight Low- and Middle-Income Countries," IJERPH, MDPI, vol. 18(5), pages 1-14, March.
    14. Chen, Yu & Huang, Feng & Zhou, Qin, 2023. "Equality of public health service and family doctor contract service utilisation among migrants in China," Social Science & Medicine, Elsevier, vol. 333(C).
    15. Pulok, Mohammad Habibullah & van Gool, Kees & Hall, Jane, 2020. "Inequity in physician visits: the case of the unregulated fee market in Australia," Social Science & Medicine, Elsevier, vol. 255(C).
    16. Eibhlin Hudson & David Madden & Irene Mosca, 2015. "A Formal Investigation of Inequalities in Health Behaviours After Age 50 on the Island of Ireland," The Economic and Social Review, Economic and Social Studies, vol. 46(2), pages 233-265.
    17. Gustav Kjellsson, 2018. "Extending decomposition analysis to account for unobserved heterogeneity and persistence in health behavior: Income‐related smoking inequality among Swedish women," Health Economics, John Wiley & Sons, Ltd., vol. 27(2), pages 440-447, February.
    18. Guido Erreygers & Roselinde Kessels & Linkun Chen & Philip Clarke, 2018. "Subgroup Decomposability of Income†Related Inequality of Health, with an Application to Australia," The Economic Record, The Economic Society of Australia, vol. 94(304), pages 39-50, March.
    19. Hajizadeh, Mohammad & Hu, Min & Bombay, Amy & Asada, Yukiko, 2018. "Socioeconomic inequalities in health among Indigenous peoples living off-reserve in Canada: Trends and determinants," Health Policy, Elsevier, vol. 122(8), pages 854-865.
    20. Guido Erreygers & Roselinde Kessels & Linkun Chen & Philip Clarke, 2016. "Decomposing Socioeconomic Inequality of Health," EcoMod2016 9574, EcoMod.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0211208. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.