Health financing and socio-economic predictors of financial vulnerability: Empirical evidence from the United States

Main Article Content

Omobolaji Adedasola Aremu
Seun Andrew Eyiolawi
Habeeb Adeoye

Abstract

Purpose: This study examines how health insurance coverage and medical cost burden, alongside key socioeconomic and demographic factors, predict financial vulnerability in the United States, with implications for sustainable household financial protection aligned with SDG 3.8. Methodology: A repeated cross-sectional design was employed, using three waves of the US National Financial Capability Survey (NFCS: 2018, 2021, 2024), covering the pre-pandemic, post-pandemic, and recovery periods, respectively. A multidimensional Financial Vulnerability Index (FVI) was constructed following a three-dimensional framework (sensitivity, resilience, exposure) and operationalised as a binary variable using a composite standardised scoring approach. Binary logistic regression models with pairwise comparisons among all predictor categories were estimated for each survey wave. Results: Uninsured individuals face 37-50% higher odds of financial vulnerability relative to uninsured counterparts, while individuals with high medical cost burdens face over four times the odds (OR = 4.18-5.34) across the survey waves. Household income emerges as the single most powerful predictor, with individuals earning less than $25,000 being 8.83 to 16.0 times more likely to be financially vulnerable than those earning $200,000 or more. Education, financial literacy, and household dependency exhibit threshold effects: meaningful protective differences emerge only upon attainment of university-level education or reduction to zero dependents. Theoretical contribution: The study extends Grossman's (1972) Health Capital Model into the domain of financial vulnerability by demonstrating that market-based health financing structures interact with socioeconomic position to generate structural exposure to financial hardship. Rather than adopting a unidimensional index, the application of multidimensional FVI in this study advances methodological practice in financial vulnerability research and reveals threshold effects previously masked in the literature. Practical Implications: The findings call for health and fiscal policy frameworks that extend beyond aggregate economic metrics to address distributional consequences of health financing arrangements. Targeted interventions, including expanded insurance coverage, income support for low-income households, financial literacy programmes, and strengthened social protection for working-age adults, are identified as critical for reducing persistent financial vulnerability and advancing financial sustainability.


Sustainable Development Goals (SDGs): SDG 3: Good Health and Well-being; SDG 10: Reduced Inequalities; SDG 1: No Poverty

Downloads

Download data is not yet available.

Article Details

How to Cite
Aremu, O. A., Eyiolawi, S. A., & Adeoye, H. (2026). Health financing and socio-economic predictors of financial vulnerability: Empirical evidence from the United States. Economics, Management and Sustainability, 11(1), 95–115. https://doi.org/10.14254/jems.2026.11-1.5
Section
Articles

References

Aaltonen, K. & Vaalavuo, M. (2024). Financial burden of medicines in five Northern European countries: A decommodification perspective. Social Science & Medicine, 347, 116799. https://doi.org/10.1016/j.socscimed.2024.116799 DOI: https://doi.org/10.1016/j.socscimed.2024.116799

Aborode, A. T., Oginni, O., Abacheng, M., Edima, O., et al. (2025). Healthcare debts in the United States: a silent fight. Annals of Medicine & Surgery, 87(2), 663-672. https://doi.org/10.1097/MS9.0000000000002865 DOI: https://doi.org/10.1097/MS9.0000000000002865

Albert, M. G. (2021). The impact of health status and human capital formation on regional performance: empirical evidence. Papers in Regional Science, 100(1), 123-140. https://doi.org/10.1111/pirs.12561 DOI: https://doi.org/10.1111/pirs.12561

Anandaciva, S. (2023). How does the NHS compare to the health care systems of other countries? The King’s Fund, 1-116.

Anderloni, L., Bacchiocchi, E. & Vandoone, D. (2011). Household financial vulnerability: An empirical analysis. Working Paper, 2011-02.

Aremu, O. A., Eyiolawi, S. A. & Ojewumi, J. S. (2025). Socio-economic and demographic determinants of financial well-being disparities in the United Kingdom: Evidence from the Financial Capability Survey (2018). International Journal of Multidisciplinary and Innovative Research, 2(11), 343-356. http://doi.org/10.58806/ijmir.2025.v2i11n03 DOI: https://doi.org/10.58806/ijmir.2025.v2i11n03

Arnault, L., Jusot, F. & Renaud, T. (2022). Economic vulnerability and unmet healthcare needs among the population aged 50+ years during the COVID-19 pandemic in Europe. European Journal of Ageing, 19, 811-825. https://doi.org/10.1007/s10433-021-00645-3 DOI: https://doi.org/10.1007/s10433-021-00645-3

Bialowolski, P., Cwynar, A. Weziak-Bialowolski, D. (2025). Bidirectional, longitudinal associations between finance and health – what comes first? Evidence from middle-aged and older adults in Europe. Social Science & Medicine, 385, 118633. https://doi.org/10.1016/j.socscimed.2025.118633 DOI: https://doi.org/10.1016/j.socscimed.2025.118633

Biswas, S. (2023). A review of socio-economic vulnerability: The emergence of its theoretical concepts, models and methodologies. Natural Hazards Research. https://doi.org/10.1016/j.nhres.2023.05.005 DOI: https://doi.org/10.1016/j.nhres.2023.05.005

Capatina, E. & Keane, M. (2024). Health shocks, health insurance, human capital, and the dynamics of earnings and health. Institute for Fiscal Studies Working Paper 24/47. DOI: https://doi.org/10.21034/iwp.80

Case, A. & Deaton, A. (2005). Health and Wealth among the Poor: India and South Africa Compared. American Economic Review 95 (2): 229–233. https://doi.org/10.1257/000282805774670310 DOI: https://doi.org/10.1257/000282805774670310

Chen, S., Cao, Z., Wang, Z., & Wang, C. (2023). The challenging road to universal health coverage. The Lancet. Global health, 11(10), e1490-e1491. https://doi.org/10.1016/s2214-109x(23)00373-x DOI: https://doi.org/10.1016/S2214-109X(23)00373-X

Choi, S. L. & Lee, Y. G. (2023). Financial hardship and change in emotional well-being before to during COVID-19 pandemic among middle-aged and older Americans: Moderating effects of internal coping resources. Social Science & Medicine, 317, 115572. https://doi.org/10.1016/j.socscimed.2022.115572 DOI: https://doi.org/10.1016/j.socscimed.2022.115572

De Vita, G., & Luo, Y. (2020). Financialization, household debt and income inequality: Empirical evidence. International Journal of Finance & Economics, 26, 1917–1937. https://doi.org/10.1002/ijfe.1886. DOI: https://doi.org/10.1002/ijfe.1886

Donnelly, P. D., Erwin, P. C., Fox, D. M. & Grogan, C. (2019). Single-payer, multiple-payer, and state-based financing of health care: introduction to the special edition. American Journal of Public Health, 109(11), 1482-1483. https://doi.org/10.2105/AJPH.2019.305353 DOI: https://doi.org/10.2105/AJPH.2019.305353

Donoghue, M. (2021). Resilience, discipline and financialisation in the UK’s liberal welfare state. New Political Economy, 27, 504 - 516. https://doi.org/10.1080/13563467.2021.1994538 DOI: https://doi.org/10.1080/13563467.2021.1994538

Economou, M., Peppou, L. E., Souliotis, K., Malliori, M., & Papadimitriou, G. N. (2014). Gambling and the enduring financial recession in Greece. World Psychiatry: Official Journal of the World Psychiatric Association (WPA), 13(3), 324. https://doi.org/10.1002/wps.20156 DOI: https://doi.org/10.1002/wps.20156

Fernández-López, S., Álvarez-Espiño, M., & Rey-Ares, L. (2023). A comprehensive approach to measuring financial vulnerability and literacy: unveiling connections. Sage Open, 13(4). https://doi.org/10.1177/21582440231208927 DOI: https://doi.org/10.1177/21582440231208927

Grossman, M. (1972). On the concept of health capital and the demand for health. Journal of Political Economy, 80(2), 223-255. https://www.jstor.org/stable/1830580 DOI: https://doi.org/10.1086/259880

Gujarati, D. N. & Porter, D. C. (2010). Essentials of Econometrics (4th edn). McGraw-Hill, Irwin.

Guo, B., Peng, X., Tran, Y. S. J., Cheng, S. & Grepin, K. A. (2025). The socioeconomic and health system determinants of financial protection indicators: a global systematic review (2008-2023). BMJ Global Health, 10, e017859. https://doi.org/10.1136/bmjgh-2024-017859 DOI: https://doi.org/10.1136/bmjgh-2024-017859

Hacker, J. S. (2018). Economic Security. In For Good Measure: Advancing Research on Well-being Metrics Beyond GDP. Ed. by Joseph E. Stiglitz, Jean-Paul Fitoussi, & Martine Durand. Paris: OECD Publishing.

Hammen, C. (2005). Stress and depression. In Annual Review of Clinical Psychology 1, 293–319. DOI: https://doi.org/10.1146/annurev.clinpsy.1.102803.143938

Hanson, K., Brikci, N., Erlangga, D., Alebachew, A., et al. (2021). The Lancet Global Health Commission on financing primary health care: putting people at the centre. The Lancet Global Health, 10(5), e715-e772. https://doi.org/10.1016/S2214-109X(22)00005-5 DOI: https://doi.org/10.1016/S2214-109X(22)00005-5

Hasler, A., Lusardi, A. & Oggero, N. (2018). Financial fragility in the US: Evidence and implications. Global Financial Literacy Excellence Center.

He, L. & Zhou, S. (2022). Household financial vulnerability to income and medical expenditure shocks: Measurement and determinants. International Journal of Environmental Research and Public Health, 19, 4480. https://doi.org/10.3390/ijerph19084480 DOI: https://doi.org/10.3390/ijerph19084480

Ingram, R. E. & Luxton, D. D. (2005). Vulnerability-stress models. In Development of Psychopathology: A Vulnerability-Stress Perspective. Ed. by Benjamin L. Hankin & John R. Z. Abela. Thousand Oaks: Sage Publications, 32–46. DOI: https://doi.org/10.4135/9781452231655.n2

Kaplan, G. A. (2012). Economic crises: some thoughts on why, when and where they (might) matter for health-A tale for three countries. Social Science & Medicine, 74, 643–652. https://doi.org/10.1016/j.socscimed.2011.12.013 DOI: https://doi.org/10.1016/j.socscimed.2011.12.013

Kara, A., Zhou, H., & Zhou, Y. (2021). Achieving the United Nations' sustainable development goals through financial inclusion: A systematic literature review of access to finance across the globe. International Review of Financial Analysis, 77, 101833. https://doi.org/10.1016/j.irfa.2021.101833. DOI: https://doi.org/10.1016/j.irfa.2021.101833

Kim, H., Chung, W. J., Song, Y. J., Kang, D. R., Yi, J. J. & Nam, C. M. (2003). Changes in morbidity and medical care utilization after the recent economic crisis in the Republic of Korea. Bull World Health Organisation, 81, 567–72. https://pubmed.ncbi.nlm.nih.gov/14576888/

Kind, J., Botzen, W., & Aerts, J. (2019). Social vulnerability in cost-benefit analysis for flood risk management. Environment and Development Economics, 25, 115 - 134. https://doi.org/10.1017/s1355770x19000275 DOI: https://doi.org/10.1017/S1355770X19000275

Kolenikov, S. & Angeles, G. (2004). The use of discrete data in PCA: Theory, simulations, and applications to socioeconomic indices. Carolina Population Center, University of North Carolina, Chapel Hill, 20, 1-59.

Kolenikov, S. and Angeles, G. (2009). Socioeconomic Status Measurement with Discrete Proxy Variables: Is Principal Component Analysis a Reliable Answer? Review of Income and Wealth, 55, 128-165. https://doi.org/10.1111/j.1475-4991.2008.00309.x DOI: https://doi.org/10.1111/j.1475-4991.2008.00309.x

Lee, S., Dodge, J., & Chen, G. (2022). The cost of social vulnerability: an integrative conceptual framework and model for assessing financial risks in natural disaster management. Natural Hazards (Dordrecht, Netherlands), 114, 691 - 712. https://doi.org/10.1007/s11069-022-05408-6 DOI: https://doi.org/10.1007/s11069-022-05408-6

Lusardi, A., Mitchell, O. S. & Oggero, N. (2018). The changing face of debt and financial fragility at older ages. AEA Papers and Proceedings, 108, 407–11. https://doi.org/10.1257/pandp.20181117 DOI: https://doi.org/10.1257/pandp.20181117

Lusardi, A., Schneider, D.J. & Tufano, P. (2011). Financially fragile households: Evidence and implications. NBER Working Paper Series 17072. National Bureau of Economic Research. DOI: https://doi.org/10.3386/w17072

Matsaganis, M. (2011). The welfare state and the crisis: the case of Greece. Journal of European Social Policy, 21, 501 - 512. https://doi.org/10.1177/0958928711418858 DOI: https://doi.org/10.1177/0958928711418858

Matsaganis, M. (2020). 'Poverty and the Social Safety Net', in Kevin Featherstone, and Dimitri A. Sotiropoulos (eds), The Oxford Handbook of Modern Greek Politics, Oxford Handbooks (2020; online edn, Oxford Academic, 10 Nov. 2020), https://doi.org/10.1093/oxfordhb/9780198825104.013.33

O'Connor, G. E., Newmeyer, C. E., Wong, N. Y. C., Bayuk, J. B., Cook, L. A., Komarova, Y., Loibl, C., Lin Ong, L., & Warmath, Dee. (2019). Conceptualizing the multiple dimensions of consumer financial vulnerability. Journal of Business Research, 100, 421–430. https://doi.org/10.1016/j.jbusres.2018.12.033 DOI: https://doi.org/10.1016/j.jbusres.2018.12.033

Olufadewa, I., Adesina, M. & Ayorinde, T. (2021). Global health in low-income and middle-income countries: a framework for action. The Lancet Global Health, 9(7), 3899-3900. https://doi.org/10.1016/s2214-109x(21)00143-1 DOI: https://doi.org/10.1016/S2214-109X(21)00143-1

Orach, C. G. (2009). Health equity: challenges in low-income countries. African Health Sciences, 9(Suppl 2), S49–S51. https://pmc.ncbi.nlm.nih.gov/articles/PMC2877288/

Salignac, F., Marjolin, A., Reeve, R., & Muir, K. (2019). Conceptualizing and measuring financial resilience: A multidimensional framework. Social Indicators Research, 145, 17–38. https://doi.org/10.1007/s11205-019-02100-4 DOI: https://doi.org/10.1007/s11205-019-02100-4

Shmerling, R. H. (2021). Is our healthcare system broken? Harvard Health Publishing. Retrieved from: https://www.health.harvard.edu/blog/is-our-healthcare-system-broken-202107132542

Smółka J (2022). ‘Institutional analysis of healthcare systems in selected developed countries’ in Weresa MA, Ciecierski C, Filus L (eds), Economics and Mathematical Modelling in Health-related Research, p. 228. Leiden, the Netherlands: Koninklijke Brill NV. Retrieved from: https://brill.com/display/book/9789004517295/BP000012.xml DOI: https://doi.org/10.1163/9789004517295_006

Sommet, N. & Spini, D. (2022). Financial scarcity undermines health across the globe and the life course. Social Science & Medicine, 292, 114607. https://doi.org/10.1016/j.socscimed.2021.114607 DOI: https://doi.org/10.1016/j.socscimed.2021.114607

Song, M., Chen, J., Sun, W. & Feng, J. (2025) How health risks drive household economic vulnerability: A dual perspective on finance and poverty. SAGE Open, 1-19. https://doi.org/10.1177/21582440251385954 DOI: https://doi.org/10.1177/21582440251385954

Voith, V. & Mauser, S. (2024). Making sense of financial vulnerability: Between sensitivity, resilience, and exposure. Working Paper 260.

Voto, T. P., Voto, B. E. & Ngepah, N. (2025). The impact of out-of-pocket health expenditure and public health expenditure on poverty in sub-Saharan Africa. Economies, 13(5), 135. https://doi.org/10.3390/economies13050134 DOI: https://doi.org/10.3390/economies13050134

WHO (2025). Health inequities are shortening lives by decades. Retrieved from: https://www.who.int/news/item/06-05-2025-health-inequities-are-shortening-lives-by-decades

WHO (2025). Most countries make progress towards universal health coverage, but major challenges remain, WHO – World Bank report finds. Retrieved from: https://www.who.int/news/item/06-12-2025-most-countries-make-progress-towards-universal-health-coverage-but-major-challenges-remain-who-world-bank-report-finds

WHO (2026). The Global Health Observatory. Retrieved from: https://www.who.int/data/gho/data/themes/topics/indicator-groups/indicator-group-details/GHO/sdg-target-3.8-achieve-universal-health-coverage-(uhc)-including-financial-risk-protection

WHO. (2021). More than half a billion people pushed or pushed further into extreme poverty due to health care costs. Retrieved from: https://www.who.int/news/item/12-12-2021-more-than-half-a-billion-people-pushed-or-pushed-further-into-extreme-poverty-due-to-health-care-costs

Wooldridge, J. M. (2013). Introductory Econometrics: A Modern Approach (5th edn). Cengage Learning.

World Health Organization (2006). Health Financing Revisited: A Practitioner’s Guide.

World Health Organization & World Bank (2023). Tracking Universal Health Coverage: 2023 Global Monitoring Report. © World Health Organization and the International Bank for Reconstruction and Development / The World Bank. https://doi.org/10.1596/40348 DOI: https://doi.org/10.1596/40348

Zavras, D., Zavras, A. I., Kyriopoulos, I-I. & Kyriopoulos, J. (2016). Economic crisis, austerity and unmet healthcare needs: the case of Greece. BMC Health Services Research, 16(1). https://doi.org/10.1186/s12913-016-1557-5 DOI: https://doi.org/10.1186/s12913-016-1557-5