Skip to main content

Advertisement

Log in

Does health insurance mitigate the economic impact of negative health outcomes? Evidence from Ghana’s National Health Insurance Scheme

  • RESEARCH PAPER
  • Published:
Journal of Social and Economic Development Aims and scope Submit manuscript

Abstract

In many developing countries, financial risk protection for health is under-developed and negative health outcomes can be impoverishing. In this study, we sought to investigate the impact of negative health outcomes on household welfare and the role of public health insurance in mitigating this impact. We used data from the seventh round of the Ghana Living Standards Survey (GLSS). To address the potentially non-random nature of the health insurance scheme, the Lewbel instrumental variable estimation technique was used. The results suggest that more days of illness lead to fewer hours of labour supply and this result was statistically significant across all specifications. We found evidence of a heterogeneous impact of negative health outcomes through health insurance coverage on hours of labour supply for the full sample. We also find that for rural dwellers and informal sector workers, days of illness reduced labour supply, while the impact was relatively less with health insurance coverage. The findings call for policies that focus on reforming the NHIS to ensure effectiveness and achieve its primary objectives of removing financial barriers to health care in Ghana.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

Data availability

The data that support the findings of this study are openly available with the Ghana Statistical Service at https://www.statsghana.gov.gh/.

Notes

  1. https://www.who.int/topics/sustainable-development-goals/targets/en/#:~:text=The%20goals%20within%20a%20goal%3A%20Health%20targets%20for%20SDG%203&text=3.2%20By%202030%2C%20end%20preventable,25%20per%201000%20live%20births.

  2. Official exchange rates from the Bank of Ghana as of November, 2021 were used ($1 = GHS5.9).

  3. http://www.nhis.gov.gh/News/nhis-active-membership-soars-5282.

  4. http://www.nhis.gov.gh/benefits.aspx (accessed 26th June, 2019).

  5. See seventh GLSS report for further details about sampling procedure (Ghana Statistical Service 2019).

  6. Detailed description of the survey design is presented in the survey report (GSS 2019).

References

  • Aakvik A, Holmås TH, Lillebø OS (2019). Spousal responses to health shocks: effects on labour supply and social insurance. Four essays on ageing, health and labour market participation, p 141

  • Abrokwah SO, Callison K, Meyer DJ (2019) Social health insurance and the use of formal and informal care in developing countries: evidence from Ghana’s National Health Insurance Scheme. J Dev Stud 55(7):1477–1491

    Article  Google Scholar 

  • Acharya A, Vellakkal S, Taylor F, Masset E, Satija A, Burke M, Ebrahim S (2013) The impact of health insurance schemes for the informal sector in low-and middle-income countries: a systematic review. World Bank Res Obs 28(2):236–266

    Article  Google Scholar 

  • Atake EH (2018) Health shocks in sub-Saharan Africa: Are the poor and uninsured households more vulnerable? Health Econ Rev. https://doi.org/10.1186/s13561-018-0210-x

    Article  Google Scholar 

  • Baum CF, Lewbel A, Schaffer ME, Talavera O (2012) Instrumental variables estimation using heteroskedasticity-based instruments. In: United Kingdom Stata User’s Group Meetings, vol 7

  • Beegle K (2005) Labor effects of adult mortality in Tanzanian households. Econ Dev Cult Change 53(3):655–683. https://doi.org/10.1086/427410

    Article  Google Scholar 

  • Cai L, Mavromaras K, Oguzoglu U (2014) The effects of health status and health shocks on hours worked. Health Econ 23(5):516–528

    Article  Google Scholar 

  • Chetty R, Looney A (2006) Consumption smoothing and the welfare consequences of social insurance in developing economies. J Public Econ 90:2351–2356

    Article  Google Scholar 

  • Chou YJ, Staiger D (2001) Health insurance and female labor supply in Taiwan. J Health Econ 20(2):187–211

    Article  Google Scholar 

  • Erlangga D, Suhrcke M, Ali S, Bloor K (2019) The impact of public health insurance on health care utilisation, financial protection and health status in low-and middle-income countries: a systematic review. PLoS ONE 14(8):e0219731

    Article  Google Scholar 

  • Ghana Statistical Service (2019) Ghana Living Standards Survey round 7 (GLSS7), main report. Ghana Statistical Service, pp 1–343. https://statsghana.gov.gh/gsspublications.php?category=MTAwMjg3Mzk3NC4zMDc=/webstats/1opr93rn57

  • Grossman M (1972) On the concept of health capital and the demand for health. J Polit Econ 80(2):223–255

    Article  Google Scholar 

  • Habib SS, Perveen S, Khuwaja HMA (2016) The role of micro health insurance in providing financial risk protection in developing countries-a systematic review. BMC Public Health 16(1):1–24

    Article  Google Scholar 

  • Jones AM, Rice N, Zantomio F (2020) Acute health shocks and labour market outcomes: evidence from the post crash era. Econ Hum Biol 36:100811. https://doi.org/10.1016/j.ehb.2019.100811

    Article  Google Scholar 

  • Kadiyala S, Rogers B, Quisumbing A, Webb P (2011) The effect of prime age adult mortality on household composition and consumption in rural Ethiopia. Food Policy 36(5):647–655

    Article  Google Scholar 

  • Kipo-Sunyehzi, Ayanore A, Dzidzonu, Yakubu A (2019) Ghana’s journey towards universal health coverage: the role of the National Health Insurance Scheme. Eur J Investig Health Psychol Educ 10(1):94–109. https://doi.org/10.3390/ejihpe10010009

    Article  Google Scholar 

  • Kwarteng A, Akazili J, Welaga P, Dalinjong PA, Asante KP, Sarpong D, Arthur S, Bangha M, Goudge J, Sankoh O (2020) The state of enrollment on the National Health Insurance Scheme in rural Ghana after eight years of implementation. Int J Equity Health 19(1):1–14

    Article  Google Scholar 

  • Lenhart O (2019) The effects of health shocks on labor market outcomes: evidence from UK panel data. Eur J Health Econ 20(1):83–98. https://doi.org/10.1007/s10198-018-0985-z

    Article  Google Scholar 

  • Lewbel A (2018) Identification and estimation using heteroscedasticity without instruments: the binary endogenous regressor case. Econ Lett 165:10–12. https://doi.org/10.1016/j.econlet.2018.01.003

    Article  Google Scholar 

  • Lindelow M, Wagstaff A (2005) Health shocks in China: are the poor and uninsured less protected?. World Bank policy research working paper 3740. The World Bank, Washington, DC

  • Liu K (2016) Insuring against health shocks: Health insurance and household choices. J Health Econ 46:16–32

    Article  Google Scholar 

  • NHIA (National Health Insurance Authority) (2012) 2012 Annual report. National Health Insurance Authority, Accra

    Google Scholar 

  • Novignon J, Atakorah YB, ChijereChirwa G (2021) Exemption for the poor or the rich? An assessment of socioeconomic inequalities in Ghana’s national health insurance exemption policies. Health Policy Plan 36(7):1058–1066

    Article  Google Scholar 

  • Nsiah-Boateng E, Aikins M (2018) Trends and characteristics of enrolment in the National Health Insurance Scheme in Ghana: a quantitative analysis of longitudinal data. Glob Health Res Policy 3(1):1–10

    Article  Google Scholar 

  • Nwosu CO, Woolard I (2017) The impact of health on labour force participation in South Africa. S Afr J Econ 85(4):481–490

    Article  Google Scholar 

  • Okoroh J, Essoun S, Seddoh A, Harris H, Weissman JS, Dsane-Selby L, Riviello R (2018) Evaluating the impact of the national health insurance scheme of Ghana on out of pocket expenditures: a systematic review. BMC Health Serv Res 18(1):1–14

    Article  Google Scholar 

  • Omar Mahmoud T, Thiele R (2013) Does prime-age mortality reduce per-capita household income? Evidence from Rural Zambia. World Dev 45:51–62. https://doi.org/10.1016/j.worlddev.2012.09.005

    Article  Google Scholar 

  • Prinja S, Chauhan AS, Karan A, Kaur G, Kumar R (2017) Impact of publicly financed health insurance schemes on healthcare utilization and financial risk protection in India: a systematic review. PLoS ONE 12(2):e0170996

    Article  Google Scholar 

  • Spaan E, Mathijssen J, Tromp N, McBain F, Have AT, Baltussen R (2012) The impact of health insurance in Africa and Asia: a systematic review. Bull World Health Organ 90:685–692

    Article  Google Scholar 

  • Sparrow R, de Poel EV, Hadiwidjaja G, Yumna A, Warda N, Suryahadi A (2014) Coping with the economic consequences of ill health in Indonesia. Health Econ 23(6):719–728

    Article  Google Scholar 

  • Stock JH, Yogo M (2005) Testing for weak instruments in linear IV regression. In: Andrews DWK, Stock JH (eds) Identification and inference for econometric models: essays in honor of Thomas Rothenberg. Cambridge University Press, Cambridge

    Google Scholar 

  • Swaminathan S, Lillard L (2000) Health and labor market outcomes: evidence from Indonesia. Ronéotype. University of Michigan

    Google Scholar 

  • Townsend RM (1995) Consumption insurance: an evaluation of risk-bearing system in low-income economies. J Econ Perspect 9(3):83–102

    Article  Google Scholar 

  • Wagstaff A, Flores G, Hsu J, Smitz MF, Chepynoga K, Buisman LR, van Wilgenburg K, Eozenou P (2018) Progress on catastrophic health spending in 133 countries: a retrospective observational study. Lancet Glob Health 6(2):e169–e179

    Article  Google Scholar 

  • Wang W, Temsah G, Mallick L (2017) The impact of health insurance on maternal health care utilization: evidence from Ghana, Indonesia and Rwanda. Health Policy Plan 32(3):366–375

    Google Scholar 

  • WHO (World Health Organization) (2016) Universal health coverage. https://www.who.int/health_financing/universal_coverage_definition/en/

  • Woldemichael A, Gurara DZ, Shimeles A (2016) Community-based health insurance and out-of-pocket healthcare spending in Africa: evidence from Rwanda, IZA discussion papers, No. 9922, Institute for the Study of Labor (IZA), Bonn

  • Yilma Z, Mebratie A, Sparrow R, Dekker M, Alemu G, Bedi AS (2015) Impact of Ethiopia’s community based health insurance on household economic welfare. World Bank Econ Rev 29(suppl_1):S164–S173

    Article  Google Scholar 

Download references

Acknowledgements

This research was carried out with financial and technical support from the African Economic Research Consortium (AERC) (Grant Number RT16535).

Funding

The study received no specific grant from any funding agency in the public, commercial or not-for-profit sector.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jacob Novignon.

Ethics declarations

Conflict of interest

The authors have no conflicts of interest to declare.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendix

Appendix

See Tables

Table 7 First stage results (full sample).

7 and 8.

Table 8 Variable definitions

Table 9 presents a VIF matrix of the variables included in the study. Results from the VIF matrix (and a pairwise correlation matrix—not presented here) suggest no multicollinearity since the VIF for each variable is less than 10.

Table 9 VIF matrix

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Novignon, J., Arthur, E., Tabiri, K.G. et al. Does health insurance mitigate the economic impact of negative health outcomes? Evidence from Ghana’s National Health Insurance Scheme. J. Soc. Econ. Dev. (2023). https://doi.org/10.1007/s40847-023-00287-4

Download citation

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s40847-023-00287-4

Keywords

JEL Classification

Navigation