Skip to main content

Advertisement

Log in

Well-Being and Physical Health: A Mediation Analysis

  • Research Paper
  • Published:
Journal of Happiness Studies Aims and scope Submit manuscript

Abstract

This paper’s aim is to propose a mediation framework and test whether lifestyle choices and social capital are pathways through which baseline levels of well-being affect subsequent physical health among older adults. Using large-scale panel data for Australia, we find that past levels of well-being have strong direct effects on present physical health. We also show that more frequent socialization and more frequent participation in physical activity are two pathways through which higher levels of well-being lead to better physical health. These mediating effects vary across gender. Our findings highlight a protective role of subjective well-being in physical health. Interventions taking into account not only the direct but also the indirect effects of well-being are promising avenues for physical health maintenance in the older population.

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

Notes

  1. A related strand of literature shows that personality traits affect how people react to life events (e.g. Boyce et al., 2010; Buddelmeyer and Powdthavee, 2016; Kesavayuth et al., 2016); and that hedonic adaptation may occur over time (Boyce and Wood, 2011; Magnani and Zhu, 2018; Oswald and Powdthavee, 2008).

  2. Like Ohrnberger et al. (2017), we use physical activity, social interaction and smoking as possible mediators, but also consider additional pathways: participation in volunteer activities, and whether the individual is an active member of a social club.

  3. These are the only waves which collected data on all three types of well-being measures used in this study.

  4. It might be wondered what would happen if any of these four components is omitted. To this end, we dropped each component separately, and found that doing so brings down Cronbach’s alpha. In other words, using all four components provides a more reliable physical health measure.

  5. The base year is 2012.

  6. A variance inflation factor (VIF) analysis indicated that potential multicollinearity was not an issue regarding the choice of explanatory variables.

  7. Note that the initial condition of physical health, \({P}_{i,t=0}\), captures early life investments and health endowments.

  8. All estimates are significant at a p-value < 0.01 or stricter, as indicated in the table.

  9. Significance of the indirect effect can be tested using the Sobel test (Krull and MacKinnon, 2001; Sobel, 1982). This test has been specifically developed for mediation analysis, and allows us to examine whether the effect of baseline levels of well-being operates through each of the possible mediators.

  10. For example, there are gender differences in health behaviors which may stem from perceptions about ‘maleness’ leading to a greater willingness to take risks (Courtenay, 2000).

References

  • Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173–1182.

    Article  Google Scholar 

  • Blanchflower, D. G., & Oswald, A. J. (2008). Hypertension and happiness across nations. Journal of Health Economics, 27(2), 218–233.

    Article  Google Scholar 

  • Boyce, C. J., Wood, A. M., & Brown, G. D. A. (2010). The dark side of conscientiousness: Conscientious people experience greater drops in life satisfaction following unemployment. Journal of Research in Personality, 44(4), 535–539.

    Article  Google Scholar 

  • Boyce, C. J., & Wood, A. M. (2011). Personality prior to disability determines adaptation: Agreeable individuals recover lost life satisfaction faster and more completely. Psychological Science, 22(11), 1397–1402.

    Article  Google Scholar 

  • Buddelmeyer, H., & Powdthavee, N. (2016). Can having internal locus of control insure against negative shocks? Psychological evidence from panel data. Journal of Economic Behavior & Organization, 122, 88–109.

    Article  Google Scholar 

  • Cameron, A. C., & Miller, D. L. (2015). A Practitioner’s Guide to Cluster-Robust Inference. Journal of Human Resources, 50(2), 317–372.

    Article  Google Scholar 

  • Cobb-Clark, D. A., Kassenboehmer, S. C., & Schurer, S. (2014). Healthy habits: The connection between diet, exercise, and locus of control. Journal of Economic Behavior & Organization, 98, 1–28.

    Article  Google Scholar 

  • Cohen, S., Gottlieb, B. H., & Underwood, L. G. (2000). Social relationships and health. In Cohen, S., Underwood, L. G., & B. H. Gottlieb (Eds.), Social support measurement and intervention: A guide for health and social scientists (pp. 3–25). New York: Oxford.

  • Contoyannis, P., & Li, J. (2011). The evolution of health outcomes from childhood to adolescence. Journal of Health Economics, 30(1), 11–32.

    Article  Google Scholar 

  • Courtenay, W. H. (2000). Behavioral factors associated with disease, injury, and death among men: Evidence and implications for prevention. The Journal of Men’s Studies, 9(1), 81–142.

    Article  Google Scholar 

  • Danaei, G., Ding, E. L., Mozaffarian, D., Taylor, B., Rehm, J., Murray, C. J., & Ezzati, M. (2009). The preventable causes of death in the United States: Comparative risk assessment of dietary, lifestyle, and metabolic risk factors. PLoS Med, 6(4).

  • Diener, E., Pressman, S. D., Hunter, J., & Delgadillo-Chase, D. (2017). If, why, and when subjective well-being influences health, and future needed research. Applied Psychology: Health and Well-Being, 9(2), 133–167.

    Google Scholar 

  • Dour, H. J., Wiley, J. F., Roy-Byrne, P., Stein, M. B., Sullivan, G., Sherbourne, C. D., & Craske, M. G. (2014). Perceived social support mediates anxiety and depressive symptom changes following primary care intervention. Depression and Anxiety, 31(5), 436–442.

    Article  Google Scholar 

  • Easterlin, R. A. (2003). Explaining happiness. Proceedings of the National Academy of Sciences, 100(19), 11176–11183.

    Article  Google Scholar 

  • Frey, B. S., & Stutzer, A. (2018). Economics of Happiness. Berlin: Springer.

    Book  Google Scholar 

  • Fredrickson, B. L. (2001). The role of positive emotions in positive psychology: The broaden-and-build theory of positive emotions. American Psychologist, 56(3), 218–226.

    Article  Google Scholar 

  • Goldsmith, D. J., & Albrecht, T. L. (2011). Social support, social networks, and health. In T. L. Thompson, R. L. Parrott, & J. F. Nussbaum (Eds.), The Routledge handbook of health communication (2nd ed., pp. 335–348). New York: Routledge.

    Google Scholar 

  • Grossman, M. (1972). On the concept of health capital and the demand for health. Journal of Political Economy, 80(2), 223–255.

    Article  Google Scholar 

  • Grossman, M. (2000). The human capital model. Part A of Handbook of Health Economics, vol. 1. Elsevier, Amsterdam, pp. 347–408 (Chapter 7).

  • Hemingway, H., Nicholson, A., Stafford, M., Roberts, R., & Marmot, M. (1997). The impact of socioeconomic status on health functioning as assessed by the SF-36 questionnaire: The Whitehall II Study. American Journal of Public Health, 87(9), 1484–1490.

    Article  Google Scholar 

  • Holstila, A., Rahkonen, O., Lahelma, E., & Lahti, J. (2016). Changes in leisure-time physical activity and subsequent sickness absence due to any cause, musculoskeletal, and mental causes. Journal of Physical Activity and Health, 13(8), 867–873.

    Article  Google Scholar 

  • Hurley, S. F. (2005). Short-term impact of smoking cessation on myocardial infarction and stroke hospitalisations and costs in Australia. Medical Journal of Australia, 183(1), 13–17.

    Article  Google Scholar 

  • Isen, A. M. (2000). Positive affect and decision making. In M. Lewis & J. Haviland-Jones (Eds.), Handbook of emotions (2nd ed., pp. 417–435). New York: Guilford.

    Google Scholar 

  • Kesavayuth, D., Liang, Y., & Zikos, V. (2018). An active lifestyle and cognitive function: Evidence from China. The Journal of the Economics of Ageing, 12, 183–191.

    Article  Google Scholar 

  • Kesavayuth, D., Poyago-Theotoky, J., Tran, D. B., & Zikos, V. (2020). Locus of control, health and healthcare utilization. Economic Modelling, 86, 227–238.

    Article  Google Scholar 

  • Kesavayuth, D., Rosenman, R. E., & Zikos, V. (2016). Retirement, personality, and well-being. Economic Inquiry, 54(2), 733–750.

    Article  Google Scholar 

  • Kesavayuth, D., Shangkhum, P., & Zikos, V. (2021). Subjective well-being and healthcare utilization: A mediation analysis. SSM-Population Health, 14, 100796.

    Article  Google Scholar 

  • Kesavayuth, D., & Zikos, V. (2018). Happy people are less likely to be unemployed: Psychological evidence from panel data. Contemporary Economic Policy, 36(2), 277–291.

    Article  Google Scholar 

  • Krull, J. L., & MacKinnon, D. P. (2001). Multilevel modeling of individual and group level mediated effects. Multivariate Behavioral Research, 36(2), 249–277.

    Article  Google Scholar 

  • Magnani, E., & Zhu, R. (2018). Does kindness lead to happiness? Voluntary activities and subjective well-being. Journal of Behavioral and Experimental Economics, 77, 20–28.

    Article  Google Scholar 

  • Mishra, V., & Smyth, R. (2014). It pays to be happy (if you are a man): Subjective wellbeing and the gender wage gap in Urban China. International Journal of Manpower, 35(3), 392–414.

    Article  Google Scholar 

  • Mokdad, A. H., Marks, J. S., Stroup, D. F., & Gerberding, J. L. (2005). Correction: Actual causes of death in the United States, 2000. JAMA, 293(3), 293–294.

    Google Scholar 

  • Murray, C. J., Lauer, J. A., Hutubessy, R. C., Niessen, L., Tomijima, N., Rodgers, A., & Evans, D. B. (2003). Effectiveness and costs of interventions to lower systolic blood pressure and cholesterol: A global and regional analysis on reduction of cardiovascular-disease risk. The Lancet, 361(9359), 717–725.

    Article  Google Scholar 

  • Nikolaev, B. (2018). Does higher education increase hedonic and eudaimonic happiness? Journal of Happiness Studies, 19(2), 483–504.

    Google Scholar 

  • O’Connor, K. J., & Graham, C. (2019). Longer, more optimistic, lives: Historic optimism and life expectancy in the United States. Journal of Economic Behavior & Organization, 168, 374–392.

    Article  Google Scholar 

  • Ohrnberger, J., Fichera, E., & Sutton, M. (2017). The relationship between physical and mental health: A mediation analysis. Social Science & Medicine, 195, 42–49.

    Article  Google Scholar 

  • Oswald, A. J., & Powdthavee, N. (2008). Does happiness adapt? A longitudinal study of disability with implications for economists and judges. Journal of Public Economics, 92(5–6), 1061–1077.

    Article  Google Scholar 

  • Ryff, C. D., Radler, B. T., & Friedman, E. M. (2015). Persistent psychological well-being predicts improved self-rated health over 9–10 years: Longitudinal evidence from MIDUS. Health Psychology Open, 2(2), 1–11.

    Article  Google Scholar 

  • Scrivens, K., & Smith, C. (2013). Four Interpretations of Social Capital: An Agenda for Measurement, OECD Statistics Working Papers. http://www.oecd-ilibrary.org/economics/four-interpretations-of-social-capital_5jzbcx010wmt-en.

  • Sobel, M. E. (1982). Asymptotic confidence intervals for indirect effects in structural equation models. Sociological Methodology, 13, 290–312.

    Article  Google Scholar 

  • Steptoe, A., Deaton, A., & Stone, A. A. (2015). Subjective wellbeing, health, and ageing. The Lancet, 385(9968), 640–648.

    Article  Google Scholar 

  • Stiglitz, J. E., Sen, A., & Fitoussi, J.P. (2010). Report by the commission on the measurement of economic performance and social progress, Paris: Commission on the Measurement of Economic Performance and Social Progress.

  • Tran, D. B., Pham, T. D. N., & Nguyen, T. T. (2021). The influence of education on women’s well-being: Evidence from Australia. PLoS ONE, 16(3), e0247765.

    Article  Google Scholar 

  • Umberson, D., Crosnoe, R., & Reczek, C. (2010). Social relationships and health behavior across the life course. Annual Review of Sociology, 36, 139–157.

    Article  Google Scholar 

  • United Nations (2017). World Population Ageing 2017: Highlights. Retrieved from: https://www.un.org/en/development/desa/population/publications/pdf/ageing/WPA2017_Highlights.pdf. Accessed on 9.2.2020.

  • VanderWeele, T. J. (2016). Mediation analysis: A practitioner’s guide. Annual Review of Public Health, 37, 17–32.

    Article  Google Scholar 

  • Watson, N., & Wooden, M. (2012). The HILDA Survey: A case study in the design and development of a successful Household Panel Survey. Longitudinal and Life Course Studies, 3(3), 369–381.

    Google Scholar 

  • Wright, K. (2016). Social networks, interpersonal social support, and health outcomes: A health communication perspective. Frontiers in Communication, 1, 10.

    Article  Google Scholar 

  • Xu, J., & Roberts, R. E. (2010). The power of positive emotions: It’s a matter of life or death – Subjective well-being and longevity over 28 years in a general population. Health Psychology, 29(1), 9–19.

    Article  Google Scholar 

  • Yanek, L. R., Kral, B. G., Moy, T. F., Vaidya, D., Lazo, M., Becker, L. C., & Becker, D. M. (2013). Effect of positive well-being on incidence of symptomatic coronary artery disease. The American Journal of Cardiology, 112(8), 1120–1125.

    Article  Google Scholar 

  • Zhu, R. (2016). Retirement and its consequences for women’s health in Australia. Social Science & Medicine, 163, 117–125.

    Article  Google Scholar 

Download references

Acknowledgements

We would like to thank Stephanie Rossouw (the Editor), Olga Popova (the Associate Editor), and two anonymous referees. This paper uses unit record data from the Household, Income and Labour Dynamics in Australia (HILDA) Survey. The HILDA Project was initiated and was funded by the Australian Government Department of Families, Housing, Community Services and Indigenous Affairs (FaHCSIA) and is managed by the Melbourne Institute of Applied Economic and Social Research (Melbourne Institute). The findings and views reported in this paper, however, are those of the authors and should not be attributed to either FaHCSIA or the Melbourne Institute. Zikos acknowledges financial support from the Faculty of Economics, Chulalongkorn University, under its grant scheme.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Vasileios Zikos.

Additional information

Publisher's Note

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

Appendix

Appendix

See Fig. 1 and Tables 8, 9, 10, 11, 12 and 13.

Fig. 1
figure 1

The direct and indirect effects of well-being on physical health

Table 8 Mediation effects on physical health using the second-period lagged values of the mediators
Table 9 Mediation effects on physical health including a dummy variable that takes the value one if the respondent leaves the survey in the following wave
Table 10 Mediation effects on physical health with non-linear age effects
Table 11 Mediation effects on physical health controlling for other possible confounders
Table 12 Mediation effects on physical health for those aged 50–80
Table 13 Mediation effects on physical health for those aged 50–75

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Kesavayuth, D., Shangkhum, P. & Zikos, V. Well-Being and Physical Health: A Mediation Analysis. J Happiness Stud 23, 2849–2879 (2022). https://doi.org/10.1007/s10902-022-00529-y

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10902-022-00529-y

Keywords

JEL Classification

Navigation