How race, internal migration and gender are associated with consistency in healthcare-seeking behaviour in South Africa: Nationally representative longitudinal evidence from 2008 to 2015
Main Article Content
Abstract
Background. In South Africa (SA), consistently seeking out primary healthcare is more important than ever as the country ages and undergoes epidemiological transition. SA’s most racialised individuals – those identifying as black and coloured – often need to migrate within the country to ensure their families’ economic stability, and internal migrants often experience difficulties in accessing healthcare compared with non-migrants. But gender matters too, as women tend to seek out healthcare more than men throughout the world, and internal migration affects women’s and men’s lives differently in SA.
Objectives. To examine differences in the consistency of healthcare-seeking behaviour between internal migrants and non-migrants, among black and coloured residents of SA, by gender. No study in SA to date has been able to examine all three of these elements, despite their important confluence stemming from apartheid and before.
Methods. To do so, this article uses data from the first four waves (2008, 2010 - 2011, 2012, and 2014 - 2015) of the National Income Dynamics Study. A total of 6 131 black and coloured men and women aged ≥18 years in 2008 form the analytical sample. Logistic regressions, with panel weights adjusted for respondent loss to follow-up, predict the likelihood that individual respondents will be consistent in seeking health consultations over the four waves as a function of their racialised identity, internal migrant status, and gender.
Results. Black residents (compared with coloured) and men (compared with women) have the lowest chances of consistently seeking out healthcare. There is no direct internal migration difference in seeking healthcare, but it is conditional upon racial and gender identity.
Conclusion. Black South Africans – especially, but not exclusively, migrant men – do not have the same chances of seeking primary care as their also-racialised coloured counterparts. For population health and clinical efforts, identifying who is at risk of not seeing a doctor is crucial, and this article provides a key update on earlier striking differences in healthcare access between SA’s most racialised groups.
Article Details
Issue
Section

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
The SAJPH is published under an Attribution-Non Commercial International Creative Commons Attribution (CC-BY-NC 4.0) License. Under this license, authors agree to make articles available to users, without permission or fees, for any lawful, non-commercial purpose. Users may read, copy, or re-use published content as long as the author and original place of publication are properly cited.
How to Cite
References
1. Statistics South Africa. General household survey 2018. Statistical release P0138. Pretoria: Stats SA, 2019. https://www.statssa.gov.za/publications/P0318/P03182018.pdf#page=37 (accessed 26 November 2024).
2. Berry KM, Parker W-Ah, Mchiza ZJ, et al. Quantifying unmet need for hypertension care in South Africa through a care cascade: Evidence from the SANHANES, 2011-2012. BMJ Glob Health 2017;2(3):e000348. https://doi.org/10.1136/bmjgh-2017-000348
3. DaviaudE,ChopraM.Howmuchisnotenough?Humanresourcesrequirementsforprimary healthcare: A case study from South Africa. Bull World Health Organ 2008;86(1):46-51. https://doi.org/10.2471/BLT.07.042283
4. Kelly G, Mrengqwa L, Geffen L. ‘They don’t care about us’: Older people’s experiences of primary healthcare in Cape Town, South Africa. BMC Geriatr 2019;19(1):98. https://doi. org/10.1186/s12877-019-1116-0
5. Naidoo K, van Wyk J. What the elderly experience and expect from primary care services in KwaZulu-Natal, South Africa. Afr J Prim Health Care Fam Med 2019;11(1):2100. https:// doi.org/10.4102/phcfm.v11i1.2100
6. Van Rie A, West NS, Schwartz SR, et al. The unmet needs and health priorities of the urban poor: Generating the evidence base for urban community health worker programmes in South Africa. S Afr Med J 2018;108(9):734-740. https://doi.org/10.7196/SAMJ.2018. v108i9.13054
7. Singh U, Olivier S, Cuadros D, et al. Quantifying met and unmet health needs for HIV, hypertension and diabetes in rural KwaZulu-Natal, South Africa. Res Sq 2023;rs.3.rs-2702048. https://doi.org/10.21203/rs.3.rs-2702048/v1
8. Stokes A, Berry KM, Mchiza Z, et al. Prevalence and unmet need for diabetes care across the care continuum in a national sample of South African adults: Evidence from the SANHANES-1, 2011-2012. PLoS ONE 2017;12(10):e0184264. https://doi.org/10.1371/ journal.pone.0184264
9. Scheffler E, Visagie S, Schneider M. The impact of health service variables on healthcare access in a low resourced urban setting in the Western Cape, South Africa. Afr J Prim Health Care Fam Med 2015;7(1):820. https://doi.org/10.4102/phcfm.v7i1.820
10. Visagie S, Schneider M. Implementation of the principles of primary healthcare in a rural area of South Africa. Afr J Prim Health Care Fam Med 2014;6(1):562. https://doi. org/10.4102/phcfm.v6i1.56
11. Coovadia H, Jewkes R, Barron P, Sanders D, McIntyre D. The health and health system of South Africa: Historical roots of current public health challenges. Lancet 2009;374(9692):817-834. https://doi.org/10.1016/S0140-6736(09)60951-X
12. Digby A. Diversity and Division in Medicine: Healthcare in South Africa from the 1800s. Oxford: Peter Lang, 2006.
13. Kautzky K, Tollman SM. A perspective on primary healthcare in South Africa. In: Barron P, Roma-Reardon J, eds. South African Health Review 2008. Durban: Health Systems Trust, 2008. https://journals.co.za/doi/abs/10.10520/EJC35514 (accessed 26 November 2024).
14. Mahomed S, Sturm AW, Moodley P. A comparison of private and public sector intensive care unit infrastructure in South Africa. S Afr Med J 2017;107(12):1086-1090. https://doi. org/10.7196/SAMJ.2017.v107i12.12631
15. Stuckler D, Basu S, McKee M. Healthcare capacity and allocations among South Africa’s provinces: Infrastructure-inequality traps after the end of apartheid. Am J Public Health 2011;101(1):165-172. https://doi.org/10.2105/AJPH.2009.184895
16. Windapo AO, Cloete A. Briefing practice and client satisfaction: A case study of the public health infrastructure sector in South Africa. Facilities 2017;35(1/2):116-134. https://doi. org/10.1108/F-07-2015-0047
17. Neely AH, Ponshunmugam A. A qualitative approach to examining healthcare access in rural South Africa. Soc Sci Med 2019;230:214-221. https://doi.org/10.1016/j. socscimed.2019.04.025
18. Department of Health, Republic of South Africa. National Health Insurance. 2024. https:// www.health.gov.za/nhi/ (accessed 26 November 2024).
19. Smart B. Healthcare in South Africa after 30 years of democracy: The good, the bad and the ugly. Mail & Guardian, 5 February 2024. https://mg.co.za/thought-leader/analysis/2024- 02-05-healthcare-in-south-africa-after-30-years-of-democracy-the-good-the-bad-and- the-ugly/ (accessed 26 November 2024).
20. Statistics South Africa. Mid-year population estimates 2022. Statistical release P0302. Pretoria: Stats SA, 2022. https://www.statssa.gov.za/publications/P0302/P03022022.pdf (accessed 20 November 2023).
21. Gilson L, Elloker S, Olckers P, Lehmann U. Advancing the application of systems thinking in health: South African examples of a leadership of sensemaking for primary healthcare. Health Res Policy Syst 2014;12(1):30. https://doi.org/10.1186/1478-4505-12-30
22. Cummins P. Access to healthcare in the Western Cape. Lancet 2002;360(Suppl):s49-s50.
https://doi.org/10.1016/s0140-6736(02)11820-4
23. Kon ZR, Lackan N. Ethnic disparities in access to care in post-apartheid South Africa. Am J Public Health 2008;98(12):2272-2277. https://doi.org/10.2105/AJPH.2007.127829
24. Lalloo R, Myburgh NG, Smith MJ, Solanki GC. Access to healthcare in South Africa – the influence of race and class. S Afr Med J 2004;94(8):639-642.
25. Bell GJ, Ncayiyana J, Sholomon A, Goel V, Zuma K, Emch M. Race, place, and HIV: The legacies of apartheid and racist policy in South Africa. Soc Sci Med 2022;296:114755. https://doi.org/10.1016/j.socscimed.2022.114755
26. Harriman NW, Williams DR, Morgan JW, et al. Racial disparities in psychological distress in post-apartheid South Africa: Results from the SANHANES-1 survey. Soc Psychiatry Psychiatr Epidemiol 2022;57(4):843-857. https://doi.org/10.1007/s00127-021-02175-w
27. Lin B, Okyere MA. Race and energy poverty: The moderating role of subsidies in South Africa. Energy Econ 2023;117(9):106464. https://doi.org/10.1016/j.eneco.2022.106464
28. Collinson MA. Striving against adversity: The dynamics of migration, health and poverty in
rural South Africa. Glob Health Action 2010;3:5080. https://doi.org/10.3402/gha.v3i0.5080 29. Hosegood V, Benzler J, Solarsh GC. Population mobility and household dynamics in rural South Africa: Implications for demographic and health research. South Afr J Demogr
2005;10(1):43-68. https://doi.org/10.2307/20853278
30. Reed HE. Moving across boundaries: Migration in South Africa, 1950-2000. Demography 2013;50(1):71-95. https://doi.org/10.1007/s13524-012-0140-x
31. Visagie J, Turok I. Rural-urban migration as a means of getting ahead. In: Bank LJ, Posel D, Wilson F, eds. Migrant Labour After Apartheid: The Inside Story. Cape Town: HSRC Press, 2020:44-70.
32. Ginsburg C, Collinson MA, Gómez-Olivé FX, et al. Internal migration and health in South Africa: Determinants of healthcare utilisation in a young adult cohort. BMC Public Health 2021;21:554. https://doi.org/10.1186/s12889-021-10590-6
33. Vearey J, de Gruchy T, Kamndaya M, Walls HL, Chetty-Makkan CM, Hanefeld J. Exploring the migration profiles of primary healthcare users in South Africa. J Immigr Minor Health 2018;20(1):91-100. https://doi.org/10.1007/s10903-016-0535-7
34. Wentzel M, Tlabela K. Historical background to South African migration. In: Kok P, Gelderblom D, Oucho J, Zyl J, eds. Migration in South and Southern Africa: Dynamics and Determinants. Cape Town: HSRC Press, 2006:71-95.
35. Dunga SH. Analysis of the demand for private healthcare in South Africa. Studia Universitatis Babes-Bolyai Oeconomica 2019;64(1):59-70. https://doi.org/10.2478/ subboec-2019-0005
36. Lehohla P. Use of health facilities and levels of selected health conditions in South Africa: Findings from the General Household Survey, 2011. Report no. 03-00-05 (2011). Pretoria: Statistics South Africa, 2013. https://beta2.statssa.gov.za/publications/Report-03-00-05/ Report-03-00-052011.pdf (accessed 26 November 2024).
37. Leichliter JS, Paz-Bailey G, Friedman AL, et al. ‘Clinics aren’t meant for men’: Sexual healthcare access and seeking behaviours among men in Gauteng province, South Africa. SAHARA-J 2011;8(2):82-88. https://doi.org/10.1080/17290376.2011.9724989
38. Mhlanga D, Garidzirai R. The influence of racial differences in the demand for healthcare in South Africa: A case of public healthcare. Int J Environ Res Public Health 2020;17(14):5043. https://doi.org/10.3390/ijerph17145043
39. Seedat S, Williams DR, Herman AA, et al. Mental health service use among South Africans for mood, anxiety and substance use disorders. S Afr Med J 2009;99(5 Pt 2):346-352.
40. Statistics South Africa. The status of women’s health in South Africa: Evidence from selected indicators. Report no. 03-00-18. Pretoria: Stats SA, 2022. https://www.statssa.gov. za/publications/03-00-18/03-00-182022.pdf (accessed 26 November 2024).
41. Nattrass N. Gender and access to antiretroviral treatment in South Africa. Fem Econ 2008;14(4):19-36. https://doi.org/10.1080/13545700802266452
42. Otwombe K, Dietrich J, Laher F, et al. Health-seeking behaviours by gender among adolescents in Soweto, South Africa. Glob Health Action 2015;8(1):25670. https://doi. org/10.3402/gha.v8.25670
43. Peacock D, Redpath J, Weston M, Evans K, Daub A. Literature Review on Men, Gender, Health and HIV and AIDS in South Africa. Johannesburg and Cape Town: Sonke Gender Justice Network, 2008.
44. Bozzoli B, Nkotsoe M. Women of Phokeng: Consciousness, Life Strategy, and Migrancy in South Africa, 1900-1983. London: James Currey Publishers, 1991.
45. Collinson MA, Tollman S, Kahn K, Clark S. Highly prevalent circular migration: Households, mobility and economic status in rural South Africa. In: Tienda M, Findley S, Tollman S, Preston-Whyte E, eds. Africa on the Move: African Migration and Urbanisation in Comparative Perspective. Johannesburg: Wits University Press, 2006:194-216.
46. Posel D, Casale D. What has been happening to internal labour migration in South Africa, 1993-1999? S Afr J Econ 2003;71(3):455-479. https://doi.org/10.1111/j.1813-6982.2003. tb00081.x
47. Vearey J, Modisenyane M, Hunter-Adams J. Towards a migration-aware health system in South Africa: A strategic opportunity to address health inequity. In: Padarath A, Barron P, eds. South African Health Review 2017. Durban: Health Systems Trust, 2017. https:// journals.co.za/doi/epdf/10.10520/EJC-c80eeea50 (accessed 3 June 2024).
48. Madhavan S, Kim SW, White M, Gomez-Olive X. Parenting in place: Young children’s living arrangement and migrants’ sleep health in South Africa. Popul Space Place 2023;29(7):e2692. https://doi.org/10.1002/psp.2692
49. Pheiffer CF. Internal migration, urban living, and non-communicable disease risk in South Africa. Soc Sci Med 2021;274:113785. https://doi.org/10.1016/j.socscimed.2021.113785
50. Pheiffer CF, McGarvey ST, Ginsburg C, et al. Dimensions of internal migration and their
relationship to blood pressure in South Africa. J Biosoc Sci 2019;51(6):827-842. https://doi.
org/10.1017/S0021932019000130
51. Manyema M, Norris SA, Said-Mohamed R, et al. The associations between interpersonal violence and psychological distress among rural and urban young women in South Africa. Health Place 2018;51:97-106. https://doi.org/10.1016/j.healthplace.2018.03.003
52. OliveiraE,VeareyJ.Imagesofplace:VisualsfrommigrantwomensexworkersinSouthAfrica. Med Anthropol 2015;34(4):305-318. https://doi.org/10.1080/01459740.2015.1036263
53. Pick WM, Ross MH, Dada Y. The reproductive and occupational health of women street vendors in Johannesburg, South Africa. Soc Sci Med 2002;54(2):193-204. https://doi. org/10.1016/s0277-9536(01)00288-x
54. Richter M, Chersich MF, Vearey J, Sartorius B, Temmerman M, Luchters S. Migration status, work conditions and health utilisation of female sex workers in three South African cities. J Immigr Minor Health 2014;16(1):7-17. https://doi.org/10.1007/s10903-012-9758-4
55. Southern Africa Labour and Development Research Unit (SALDRU). National Income Dynamics Study 2008, Wave 1. 2008. https://www.datafirst.uct.ac.za/dataportal/index. php/catalog/451 (accessed 23 September 2022).
56. Southern Africa Labour and Development Research Unit (SALDRU). National Income Dynamics Study 2010-2011, Wave 2. 2011. https://www.datafirst.uct.ac.za/dataportal/ index.php/catalog/452 (accessed 23 September 2022).
57. Southern Africa Labour and Development Research Unit (SALDRU). National Income Dynamics Study 2012, Wave 3. 2012. https://www.datafirst.uct.ac.za/dataportal/index. php/catalog/453 (accessed 23 September 2022).
58. Southern Africa Labour and Development Research Unit (SALDRU). National Income Dynamics Study 2014-2015, Wave 4. 2015. https://www.datafirst.uct.ac.za/dataportal/ index.php/catalog/570 (accessed 23 September 2022).
59. Branson N, Wittenberg M. Longitudinal and cross-sectional weights in the NIDS data 1-5. NIDS technical paper no. 9. National Income Dynamics Study, 2019.
60. Harmon C, Nolan B. Health insurance and health services utilisation in Ireland. Health Econ 2001;10(2):135-145. https://doi.org/10.1002/hec.565
61. Kirigia JM, Sambo LG, Nganda B, Mwabu GM, Chatora R, Mwase T. Determinants of health insurance ownership among South African women. BMC Health Serv Res 2005;5(1):17. https://doi.org/10.1186/1472-6963-5-17
62. Rhine SLW, Ng YC. The effect of employment status on private health insurance coverage: 1977 and 1987. Health Econ 1998;7(1):63-79. https://doi.org/10.1002/(sici)1099- 1050(199802)7:1<63::aid-hec317>3.0.co;2-w
63. Trujillo AJ. Medical care use and selection in a social health insurance with an equalisation fund: Evidence from Colombia. Health Econ 2003;12(3):231-246. https://doi.org/10.1002/ hec.711
64. Wilson F. Historical roots of inequality in South Africa. Econ Hist Dev Regions 2011;26(1):1- 15. https://doi.org/10.1080/20780389.2011.583026
65. Wilson F. Minerals and migrants: How the mining industry has shaped South Africa. Daedalus 2001;130(1):99-121.
66. Nkosi MZ. American mining engineers and the labor structure in the South African gold mines. Afr J Polit Econ 1987;1(2):63-80.
67. Johnstone FA. Class, Race and Gold: A Study of Class Relations and Racial Discrimination in South Africa. London: Routledge, 2022.
68. Magome M. South Africa’s unemployment is a ‘ticking time bomb’. Anger rises with millions jobless. AP News, 15 August 2023. https://apnews.com/article/south-africa-unemployment- jobs-economy-un-ab41fc68f3641819cd0d5557e63b17a6 (accessed 5 July 2024).
69. StatisticsSouthAfrica.Incidenceoflong-termunemploymentamongwomenishigherthan the national average. 2023. https://www.statssa.gov.za/?p=16113 (accessed 5 July 2024). 70. Statistics South Africa. Unemployment in South Africa: A youth perspective. 2024. https://
www.statssa.gov.za/?p=17266 (accessed 5 July 2024).
71. Randfontein Herald. Almost 50% of SA’s municipal water systems ‘unsafe’. 3 July 2024.
https://www.citizen.co.za/randfontein-herald/news-headlines/2024/07/03/almost-50-of-
sas-municipal-water-systems-unsafe/ (accessed 5 July 2024).
72. Rathi A. Why South Africa is in the dark again. Foreign Policy, 8 July 2022. https://
foreignpolicy.com/2022/07/08/south-africa-energy-crisis-eskom-power-cut/ (accessed
5 July 2024)
73. Department of Health, Republic of South Africa. Policy framework and strategy for ward
based primary healthcare outreach teams: 2018/19-2023/24. Pretoria: DoH, 2018. https:// www.health.gov.za/wp-content/uploads/2020/11/policy-wbphcot-4-april-2018_final- copy.pdf (accessed 31 March 2025).
74. United Nations. World urbanization prospects: The 2018 revision. New York: UN Department of Economic and Social Affairs, Population Division, August 2019. https:// www.un-ilibrary.org/content/books/9789210043144 (accessed 31 March 2025).