Skip to main content

Advertisement

Log in

Heterogeneous Influence of Socioeconomic Inequality on Population Health: A Cross-national Study

  • Original Research
  • Published:
Social Indicators Research Aims and scope Submit manuscript

Abstract

Prior studies have documented the negative impact of socioeconomic inequality on population health, but few studies have discussed the heterogeneous health effects of socioeconomic inequality. This study proposes using a quantile regression model to examine the heterogeneous influence of socioeconomic inequality (educational inequality, income inequality, and unemployment rate) on population health (life expectancy and healthy life expectancy) based on macro panel data from 160 countries. It was found that in both rich and poor countries, elevated income inequality and unemployment rate significantly predicted reduced life expectancy and healthy life expectancy, while the influences of educational inequality on the two health outcomes were not significant. Furthermore, the negative influence of socioeconomic inequality on population health was mainly observed in countries with lower-level population health. Robust results supported the above findings when lagged population health outcomes were used. Therefore, nations with poor population health should pay more attention to socioeconomic inequality, and state regulations should be actively used to promote equality in income, education and employment for health promotion.

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.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Notes

  1. The outcome variables, including life expectancy and healthy life expectancy, were obtained from the official website of the WHO (WHO, 2022). Other variables were obtained from the official website of the UNDP (UNDP, 2022a).

  2. Life expectancy and healthy life expectancy are not related to age structure of the population in terms of operationalization (Souza & Rêgo, 2018), so age structure index was not used as a control variable in the analysis.

  3. The average GDP per capita of three periods was not used as the cut-off point, because this strategy would make the number of developed countries very small, which might make the standard error larger and mislead us about the significance of estimations.

References

  • Agovino, M., Cerciello, M., & Musella, G. (2021). Campania and cancer mortality: An inseparable pair? The role of environmental quality and socio-economic deprivation. Social Science & Medicine, 287, e114328.

    Article  Google Scholar 

  • Alicandro, G., Sebastiani, G., Bertuccio, P., Zengarini, N., Costa, G., Vecchia, C. L., & Frova, L. (2018). The main causes of death contributing to absolute and relative socio-economic inequality in Italy. Public Health, 164, 39–48.

    Article  Google Scholar 

  • Ariizumi, H., & Schirle, T. (2012). Are recessions really good for your health? Evidence from Canada. Social Science & Medicine, 74(8), 1224–1231.

    Article  Google Scholar 

  • Babones, S. J. (2008). Income inequality and population health: Correlation and causality. Social Science & Medicine, 66, 1614–1626.

    Article  Google Scholar 

  • Bakkeli, N. Z. (2016). Income inequality and health in China: A panel data analysis. Social Science & Medicine, 157, 39–47.

    Article  Google Scholar 

  • Berkman, L. F., Kawachi, I., & Glymour, M. M. (2014). Social epidemiology. Oxford University Press.

  • Bhattacharya, S., Saha, S., & Banerjee, S. (2016). Income inequality and the quality of public services: A developing country perspective. Journal of Development Economics, 123, 1–17.

    Article  Google Scholar 

  • Biggs, B., King, L., Basu, S., & Stuckler, D. (2013). Is wealthier always healthier? The impact of national income level, inequality, and poverty on public health in Latin America. Social Science & Medicine, 71(2), 266–273.

    Article  Google Scholar 

  • Buckles, K., Hagemann, A., Malamud, O., Morrill, M., & Wozniak, A. (2016). The effect of college education on mortality. Journal of Health Economics, 50, 99–114.

    Article  Google Scholar 

  • Chang, S., & Gao, B. (2021). A fresh evidence of income inequality and health outcomes asymmetric linkages in emerging asian economies. Frontiers in Public Health, 9, e791960.

    Article  Google Scholar 

  • Chen, Y., Wang, Z., & Wei, Z. (2004). Urban income inequality and its changes in the 1990s in China: Roles of regional factors and human capital. Economic Science(6), 16–25.

  • Cheng, L., Zhang, Y., & Shen, K. (2015). Understanding the pathways of the education-health gradient: Evidence from the chinese elderly. China Economic Quarterly, 14(1), 305–330.

    Google Scholar 

  • Curran, M., & Mahutga, M. C. (2018). Income inequality and population health: A global gradient? Journal of Health & Social Behavior, 59(4), 536–553.

    Article  Google Scholar 

  • Davino, C., Furno, M., & Vistocco, D. (2014). Quantile regression: Theory and applications. John Wilry & Sons, Ltd.

  • Deaton, A. C. (2003). Health, inequality, and economic development. Journal of Economic Literature, 41(1), 113–158.

    Article  Google Scholar 

  • Detollenaere, J., Desmarest, A. S., Boeckxstaens, P., & Willems, S. (2018). The link between income inequality and health in Europe, adding strength dimensions of primary care to the equation. Social Science & Medicine, 201, 103–110.

    Article  Google Scholar 

  • Donnelly, R., Zajdel, R., & Farina, M. P. (2022). Inequality in household job insecurity and mental health: changes during the COVID-19 pandemic. Work and Occupations, 49(4), 457–482.

  • Ebenstein, A., Fan, M., Greenstone, M., He, G., Yin, P., & Zhou, M. (2015). Growth, pollution, and life expectancy: China from 1991–2012. American Economic Review, 105(5), 226–231.

    Article  Google Scholar 

  • Efron, B., & Tibshirani, R. J. (1993). An introduction to the bootstrap. Chapman & Hall, Inc.

  • Elgar, F. J. (2010). Income inequality, trust, and population health in 33 countries. American Journal of Public Health, 100(11), 2311–2315.

    Article  Google Scholar 

  • Fouweather, T., Gillies, C., Wohland, P., Oyen, H. V., Nusselder, W., Robine, J. M., & Jagger, C. (2015). Comparison of socio-economic indicators explaining inequalities in healthy life years at age 50 in Europe: 2005 and 2010. European Journal of Public Health, 25(6), 978–983.

    Article  Google Scholar 

  • Gravelle, H. (1998). How much of the relation between population mortality and unequal distribution of income is a statistical artefact? BMJ Clinical Research, 316(7128), 382–385.

    Article  Google Scholar 

  • Hastings, O. P. (2019). Who feels it? Income inequality, relative deprivation, and financial satisfaction in US states, 1973–2012. Research in Social Stratification and Mobility, 60, 1–15.

    Article  Google Scholar 

  • Hay, S. I., Abajobir, A. A., Abate, K. H., Abbafati, C., & Abbas, K. M. (2017). & al., F. A.-A. e. Global, regional, and national disability-adjusted life-years (DALYs) for 333 diseases and injuries and healthy life expectancy (HALE) for 195 countries and territories, 1990–2016: a systematic analysis for the Global Burden of Disease Study 2016. Lancet, 390(10100), 1260–1344.

  • Hertz, T., & Silva, A. (2020). Rurality and income inequality in the United States, 1975–2015. Rural Sociology, 85(2), 436–467.

    Article  Google Scholar 

  • Herzer, D., & Nunnenkamp, P. (2015). Income inequality and health: Evidence from developed and developing countries. Economics: The Open-Access Open-Assessment E-Journal, 9(1), 1–56.

  • Heuveline, P. (2022). Global and national declines in life expectancy: An end-of-2021 assessment. Population and Development Review, 48(1), 31–50.

    Article  Google Scholar 

  • Hill, T. D., & Jorgenson, A. (2018). Bring out your dead! A study of income inequality and life expectancy in the United States, 2000–2010. Health & Place, 49, 1–6.

    Article  Google Scholar 

  • Hoshi, T., Kashyap, A., & Scharfstein, D. (1991). Corporate structure, liquidity, and investment: Evidence from japanese industrial groups. Quarterly Journal of Economics, 106(1), 33–60.

    Article  Google Scholar 

  • Hu, A. (2014). Can education make us healthier? A comparative analysis of urban and rural areas based on the Chinese General Social Survey for 2010. Social Sciences in China(5), 116–130.

  • Islam, M. S., Mondal, M. N., Tareque, I., Rahman, M., Hoque, M. A., Ahmed, M. N., M. M., & Khan, H. T. (2018). Correlates of healthy life expectancy in low- and lower-middle-income countries. Bmc Public Health, 18, e476.

    Article  Google Scholar 

  • Jiang, J., Luo, L., Xu, P., & Wang, P. (2018). How does social development influence life expectancy? A geographically weighted regression analysis in China. Public Health, 163, 95–104.

    Article  Google Scholar 

  • Kaplan, G. A., Pamuk, E. R., Lynch, J. W., Cohen, R. D., & Balfour, J. L. (1996). Inequality in income and mortality in the United States: Analysis of mortality and potential pathway. BMJ Clinical Research, 312(7037), 999–1003.

    Article  Google Scholar 

  • Karlsson, M., Nilsson, T., Lyttkens, C. H., & Leeson, G. (2010). Income inequality and health: Importance of a cross-country perspective. Social Science & Medicine, 70, 875–885.

    Article  Google Scholar 

  • Kawachi, I., & Kennedy, B. P. (1999). Income inequality and health: Pathways and mechanisms. Health Service Review, 34(1), 215–227.

    Google Scholar 

  • Kim, K. (2019). Which income inequality influences which health indicators? Analysis of the income inequality hypothesis with market and disposable Gini indicators. Social Indicators Research, 146, 473–485.

    Article  Google Scholar 

  • Kim, J. I., & Kim, G. (2016). Country-level socioeconomic indicators associated with healthy life expectancy: Income, urbanization, schooling, and internet users: 2000–2012. Social Indicators Research, 129(1), 391–402.

    Article  Google Scholar 

  • Koeda, J. (2012). How does yield curve predict GDP growth? A macro-finance approach revisited. Applied Economic Letters, 19(10), 929–933.

    Article  Google Scholar 

  • Koenker, R., & Bassett, G. J. (1978). Regression quantiles. Econometrica, 46, 33–50.

    Article  Google Scholar 

  • Koenker, R., & Bassett, G. J. (1982). Robust tests for heteroscedasticity based on regression quantiles. Econometrica, 50, 43–61.

    Article  Google Scholar 

  • Lee, S. (2018). Social capital and health at the country level. Social Science Journal, 55(1), 37–51.

    Article  Google Scholar 

  • Lian, Y., Peng, F., & Su, Z. (2010). Financing constraints and liquidity management behavior. Journal of Financial Research(10), 158–171.

  • Liu, Z., & Ma, J. (2017). Income mobility and dynamic changes of China households’s long-term income inequality: Based on the data from CHNS. Journal of Finance and Economics, 43(2), 60–69.

    Google Scholar 

  • Luo, W., & Xie, Y. (2020). Economic growth, income inequality and life expectancy in China. Social Science & Medicine, 256, e113046.

    Article  Google Scholar 

  • Messerli, F. H., Hofstetter, L., Syrogiannouli, L., Rexhaj, E., Siontis, G. C., Seiler, C., & Bangalore, S. (2021). Sodiumintake, life expectancy, and all-cause mortality. European Heart Journal, 42(21), 2103–2112.

    Article  Google Scholar 

  • Mishra, S., & Carleton, N. R. (2015). Subjective relative deprivation is associated with poorer physical and mental health. Social Science & Medicine, 147, 144–149.

    Article  Google Scholar 

  • Ni, X., & Zhao, J. (2014). Educational input and health inequality: Evidence from China Health and Nutrition Survey data. Journal of Agrotechnical Economics(3), 65–74.

  • Nigri, A., Barbi, E., & Levantesi, S. (2022). The relay for human longevity: Country–specific contributions to the increase of the best–practice life expectancy. Quality & Quantity, 56(6), 4061–4073.

    Article  Google Scholar 

  • Oeppen, J., & Vaupel, J. W. (2002). Broken limits to life expectancy. Science, 296(5570), 1029–1031.

    Article  Google Scholar 

  • Paarlberg, L. E., Hoyman, M., & McCall, J. (2018). Heterogeneity, income inequality, and social capital: A new perspective. Social Science Quarterly, 99(2), 699–710.

    Article  Google Scholar 

  • Pickett, K. E., & Wilkinson, R. G. (2015). Income inequality and health: A causal review. Social Science & Medicine, 128, 316–326.

    Article  Google Scholar 

  • Preston, S. H. (1975). The changing relation between mortality and level of economic development. Population Studies, 29(2), 231–248.

    Article  Google Scholar 

  • Regidor, E., Calle, E. M., Navarro, P., & Domínguez, V. (2003). Trends in the association between average income, poverty and income inequality and life expectancy in Spain. Social Science & Medicine, 56(5), 961–971.

    Article  Google Scholar 

  • Renahy, E., Mitchell, C., Molnar, A., Muntaner, C., Ng, E., Ali, F., & O’Campo, P. (2018). Connections between unemployment insurance, poverty and health: A systematic review. European Journal of Public Health, 28(2), 269–275.

    Article  Google Scholar 

  • Rodgers, G. (1979). Income and inequality as determinants of mortality: An international cross-sectional analysis. Population Studies, 33(2), 345–351.

    Article  Google Scholar 

  • Ruhm, C. J. (2000). Are recessions good for your health? Quarterly Journal of Economics, 115(2), 617–650.

    Article  Google Scholar 

  • Ruhm, C. J. (2005). Healthy living in hard times. Journal of Health Economics, 24(2), 341–363.

    Article  Google Scholar 

  • Ruhm, C. J. (2015). Recessions, healthy no more? Journal of Health Economics, 42, 17–28.

    Article  Google Scholar 

  • Schenkman, S., & Bousquat, A. (2021). From income inequality to social inequity: Impact on health levels in an international efficiency comparison panel. BMC Public Health, 21, e688.

    Article  Google Scholar 

  • Schooling, M. C., Lau, E. W., Tin, K. Y., & Leung, G. M. (2010). Social disparities and cause-specific mortality during economic development. Social Science & Medicine, 70(10), 1550–1557.

    Article  Google Scholar 

  • Sen, A. (1999). Development as freedom. Oxford University Press.

  • Shi, Y., Paul, S., & Paramati, S. R. (2022). The impact of financial deepening on income inequality: Empirical evidence from Australia. International Journal of Finance & Economics, 27(3), 3564–3579.

  • Shkolnikov, V. M., Andreev, E. M., Tursun-zade, R., & Leon, D. A. (2019). Patterns in the relationship between life expectancy and gross domestic product in Russia in 2005-15: A cross-sectional analysis. The Lancet Public Health, 4(4), 181–188.

    Article  Google Scholar 

  • Souza, F. C., & Rêgo, L. C. (2018). Life expectancy and healthy life expectancy changes between 2000 and 2015: An analysis of 183 World Health Organization member states. Journal of Public Health, 26(3), 261–269.

    Article  Google Scholar 

  • Stuckler, D., King, L., & McKee, M. (2009). Mass privatisation and the post-communist mortality crisis: A cross-national analysis. Lancet, 373(9661), 399–407.

    Article  Google Scholar 

  • Su, Z., & Zhang, Y. (2021). The impact of income inequality on the health of rural residents: Based on the micro perspective of relative deprivation. Journal of Agrotechnical Economics(3), 132–144.

  • Su, C. W., Dai, K., Ullah, S., & Andlib, Z. (2022). COVID-19 pandemic and unemployment dynamics in european economies. Economic Research-Ekonomska Istraživanja, 35(1), 1752–1764.

    Article  Google Scholar 

  • Subramanian, S. V., & Kawachi, I. (2004). Income inequality and health: What have we learned so far? Epidemiologic Reviews, 26(1), 78–91.

    Article  Google Scholar 

  • Sullivan, D. F. (1971). A single index of mortality and morbidity. HSMHA Health Reports, 86(4), 347–354.

    Article  Google Scholar 

  • UNDP (2022b). Human Development Report 2021-22: uncertain times, unsettled lives: shaping our future in a transforming world. New York.

  • UNDP (2022a). All composite indices and components time series (1990–2021) Metadata. from https://hdr.undp.org/data-center/documentation-and-downloads.

  • Vaupel, J. W., Villavicencio, F., & Bergeron-Boucher, M. P. (2021). Demographic perspectives on the rise of longevity. Proceedings of the National Academy of Sciences, 118(9), e2019536118.

  • Venkataramani, A. S., O’Brien, R., & Tsai, A. C. (2021). Declining life expectancy in the United States: The need for social policy as health policy. Journal of the American Medical Association, 325(7), 621–622.

    Article  Google Scholar 

  • Vogli, R. D., Mistry, R., Gnesotto, R., & Cornia, G. A. (2005). Has the relation between income inequality and life expectancy disappeared? Evidence from Italy and top industrialised countries. Journal of Epidemiology & Community Health, 59(2), 158–162.

    Article  Google Scholar 

  • WHO (2022). from http://apps.who.int/gho/data/view.main.HALEXv.

  • Wilkinson, R. G. (1992). Income distribution and life expectancy. BMJ Clinical Research, 304(6820), 165–168.

    Article  Google Scholar 

  • Wilkinson, R. G. (1996). Unhealthy societies: The afflictions of inequality. Routledge.

  • Wilkinson, R. G., & Pickett, K. E. (2006). Income inequality and population health: A review and explanation of the evidence. Social Science & Medicine, 62, 1768–1784.

    Article  Google Scholar 

  • Yang, J., Lai, D., & Qiu, M. (2015). How to mitigate income inequality through education? Economic Research Journal, 50(9), 86–99.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Junfeng Jiang.

Ethics declarations

Conflict of Interest

The author declares that there is no conflict of interest.

Additional information

Publisher’s Note

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

Electronic Supplementary Material

Below is the link to the electronic supplementary material.

Appendixes 1 to 8

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

Jiang, J. Heterogeneous Influence of Socioeconomic Inequality on Population Health: A Cross-national Study. Soc Indic Res 169, 1109–1124 (2023). https://doi.org/10.1007/s11205-023-03204-8

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11205-023-03204-8

Keywords

Navigation