Skip to main content
Log in

Relative Importance of Individual and Community Predictors of Wellbeing

  • Original Research Article
  • Published:
International Journal of Community Well-Being Aims and scope Submit manuscript

Abstract

Inspired by theory in wellbeing science, we examined the relative importance of lifestyle factors and living conditions when predicting two dimensions of wellbeing (hedonic and eudaimonic) in a representative sample of 12,826 participants from Nova Scotia collected in 2019. Using multiple regression and measures of relative importance based on the Lindeman, Merenda and Gold (lmg) method, we identified which variables are most important to predicting life satisfaction and life worth. Twenty-two predictors accounted for 51% of the variance in life satisfaction, of which six accounted for 40% of the variance: self-rated mental health (11%), time adequacy (8%), satisfaction with natural environment (7%), sense of community (5%), financial insecurity (5%), and self-rated physical health (3%). These variables were also the top predictors of life worthwhileness, although all 22 predictors (R2 = 0.42) and these six predictors (R2 = 0.26) accounted for less variance than for life satisfaction. These results show that both community-level (i.e., environmental quality of neighbourhood, sense of community) and individual-level (i.e., mental health, time adequacy, financial insecurity, and physical health) factors are substantial predictors of wellbeing. The effect sizes differ between the hedonistic and eudaimonic dimensions of wellbeing, suggesting there may be important predictors of eudaimonic wellbeing not accounted for. This study may inform where community-level programming and policy could focus resources more effectively to promote wellbeing for individuals and their communities.

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

Similar content being viewed by others

Notes

  1. Early drafts of our analyses also incorporated region as a random effect. However, region-level variance was incredibly small for life satisfaction and life worthwhileness, respectively (ICCs < 0.005). That is, region predicted virtually none of the variation in our outcomes. Thus, for model parsimony and to allow for a more straightforward calculation of effect sizes, we omitted region from the final models presented.

  2. An arbitrary upper limit of 100 was imposed on the three items measuring number of relatives, friends, and neighbours, as values higher than this are both implausible and extreme multivariate outliers. In each instance, less than 0.5% of the sample reported more than 100 persons.

  3. When age2 was removed from the model, the linear coefficients for age when predicting life satisfaction were B = 0.00, β = − 0.03, 95% CI for β [-0.05, − 0.01] and the linear coefficients when predicting life worth were B = -0.01, β = − 0.04, 95% CI for β [-0.06, − 0.02] No other slopes changed in any substantial way.

References

  • Andrews, F. M., & Withey, S. B. (1976). Social indicators of wellbeing America’s perception of life quality. Plenum. doi10.1007/978-1-4684-2253-5.

  • Atkinson, S., Bagnall, A. M., Corcoran, R., South, J., & Curtis, S. (2020). Being well together. Individual subjective and community wellbeing. Journal of Happiness Studies, 21(5), 1903–1921. https://doi.org/10.1007/s10902-019-00146-2.

    Article  Google Scholar 

  • Barry, M. M., Clarke, A. M., Petersen, I., & Jenkins, R. (Eds.). (2019). Implementing mental health promotion. Springer.

  • Bhattacharjee, A., & Mogilner, C. (2014). Happiness from ordinary and extraordinary experiences. Journal of Consumer Research, 41(1), 1–17. https://doi.org/10.1086/674724.

    Article  Google Scholar 

  • Biswas-Diener, R., & Diener, E. (2001). Making the best of a bad situation. Satisfaction in the slums of Calcutta. Social Indicators Research, 55(3), 329–352. https://doi.org/10.1023/A.1010905029386.

    Article  Google Scholar 

  • Borsboom, D., & Cramer, A. O. (2013). Network analysis: An integrative approach to the structure of psychopathology. Annual Review of Clinical Psychology, 9, 91–121.

  • Bu, F., Steptoe, A., Mak, H. W., & Fancourt, D. (2020). Time-use and mental health during the COVID-19 pandemic. A panel analysis of 55,204 adults followed across 11 weeks of lockdown in the UK. MedRxiv. https://doi.org/10.1192/bjp.2021.44.

  • Canadian Index of Wellbeing. (2016). How are Canadians really doing? The 2016 CIW National Report. Waterloo, ON. Canadian Index of Wellbeing and University of Waterloo.

  • Cloninger, C. R. (2006). The science of well being. An integrated approach to mental health and its disorders. World Psychiatry, 5(2), 71–76. https://doi.org/10.1002/wps.20942.

    Article  Google Scholar 

  • Department of Finance Canada (2021). Measuring what matters: Toward a quality of life strategy for Canada. https://www160.statcan.gc.ca/index-eng.htm#shr-pg0.

  • Fancourt, D., Opher, S., & de Oliveira, C. (2020). Fixed-effects analyses of time-varying associations between hobbies and depression in a longitudinal cohort study. Support for social prescribing? Psychotherapy and Psychosomatics, 89(2), 111–113.

    Article  Google Scholar 

  • Field, A. P., & Wilcox, R. R. (2017). Robust statistical methods. A primer for clinical psychology and experimental psychopathology researchers. Behaviour Research and Therapy, 98, 19–38. https://doi.org/10.1016/j.brat.2017.05.013.

    Article  Google Scholar 

  • Graham, C. (2023). The power of hope: How the science of wellbeing can save us from despair. Princeton University Press.

  • Grömping, U. (2006). Relative importance for linear regression in R. The package relaimpo. Journal of Statistical Software, 17(1), 1–27. https://doi.org/10.18637/jss.v017.i01.

    Article  Google Scholar 

  • Gunnell, K. E., Flament, M. F., Buchholz, A., Henderson, K. A., Obeid, N., Schubert, N., & Goldfield, G. S. (2016). Examining the bidirectional relationship between physical activity, screen time, and symptoms of anxiety and depression over time during adolescence. Preventive Medicine, 88, 147–152.

  • Hagerty, B. M., & Patusky, K. (1995). Developing a measure of sense of belonging. Nursing Research, 44(1), 9–13.

    Article  Google Scholar 

  • Hagerty, B. M., Williams, R. A., Coyne, J. C., & Early, M. R. (1996). Sense of belonging and indicators of social and psychological functioning. Archives of Psychiatric Nursing, 10(4).

  • Herman, H., & Jané-Llopis, E. (2005). Mental health promotion in public health. IUHPE - Promotion & Education Supplement, 2, 42–47. https://doi.org/10.1177/10253823050120020107.

    Article  Google Scholar 

  • Herzog, T. R., & Strevey, S. J. (2008). Contact with nature, sense of humor, and psychological wellbeing. Environment and Behavior, 40, 747–776.

    Article  Google Scholar 

  • Howell, R. T., & Howell, C. J. (2008). The relation of economic status to subjective wellbeing in developing countries. A meta-analysis. Psychological Bulletin, 134(4), 536–560. https://doi.org/10.1007/s10902-012-9403-x.

    Article  Google Scholar 

  • Howell, A. J., Dopko, R. L., Passmore, H. A., & Buro, K. (2011). Nature connectedness. Associations with wellbeing and mindfulness. Personality and Individual Differences, 51, 166–171. https://doi.org/10.1016/j.paid.2011.03.037.

    Article  Google Scholar 

  • Howell, A. J., Passmore, H. A., & Buro, K. (2013). Meaning in nature. Meaning in life as a mediator of the relationship between nature connectedness and wellbeing. Journal of Happiness Studies, 14, 1681–1696. doi.10.1007 = s10902-012-9403-x.

  • Kahneman, D., & Varey, C. (1992). Experiences extended across time. Evaluation of moments and episodes. Journal of Behavioral Decision Making, 5, 169–185. https://doi.org/10.1002/bdm.3960050303.

    Article  Google Scholar 

  • Kobau, R., Seligman, M. E., Peterson, C., Diener, E., Zack, M. M., Chapman, D., & Thompson, W. (2011). Mental health promotion in public health: Perspectives and strategies from positive psychology. American Journal of Public Health, 101(8), e1–e9.

    Article  Google Scholar 

  • Leslie, E., & Cerin, E. (2008). Are perceptions of the local environment related to neighbourhood satisfaction and mental health in adults? Preventive Medicine, 47(3), 273–278. https://doi.org/10.1016/j.ypmed.2008.01.014.

    Article  Google Scholar 

  • Lindeman, R. H., Merenda, P. F., & Gold, R. Z. (1980). Introduction to bivariate and multivariate analysis. Scott.

    Google Scholar 

  • Maslow, A. H. (1954). Motivation and personality (1st ed.). Harper.

    Google Scholar 

  • McMillan, D. W., & Chavis, D. M. (1986). Sense of community: A definition and theory. Journal of Community Psychology, 14(1), 6–23.

  • Michalos, A. C., Smale, B., Labonté, R., Muharjarine, N., Scott, K., Moore, K., Swystun, L., Holden, B., Bernardin, H., Dunning, B., Graham, P., Guhn, M., Gadermann, A. M., Zumbo, B. D., Morgan, A., Brooker, A. S., & Hyman, I. (2011). The Canadian Index of Wellbeing. Technical Report 1.0 Waterloo, ON. Canadian Index of Wellbeing and University of Waterloo.

  • Michalski, C. A., Diemert, L. M., Helliwell, J. F., Goel, V., & Rosella, L. C. (2020). Relationship between sense of community belonging and self-rated health across life stages. SSM-Population Health, 12, 100676. https://doi.org/10.1016/j.ssmph.2020.100676.

    Article  Google Scholar 

  • Moen, P., Kelly, E., & Huang, Q. (2008). Work, family and life-course fit. Does control over work time matter? Journal of Vocational Behavior, 73(3), 414–425. https://doi.org/10.1016/j.jvb.2008.08.002.

    Article  Google Scholar 

  • Mogilner, C., & Norton, M. I. (2016). Time, money, and happiness. Current Opinion in Psychology, 10, 12–16. https://doi.org/10.1016/J.COPSYC.2015.10.018.

    Article  Google Scholar 

  • Mogilner, C., Hershfield, H. E., & Aaker, J. (2018). Rethinking time. Implications for wellbeing. Consumer Psychology Review, 1(1), 41–53. https://doi.org/10.1002/arcp.1003.

    Article  Google Scholar 

  • Nisbet, E. K., Zelenski, J. M., & Murphy, S. A. (2011). Happiness is in our nature. Exploring nature relatedness as a contributor to subjective wellbeing. Journal of Happiness Studies, 12(2), 303–322. https://doi.org/10.1007/s10902-010-9197-7.

    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. https://doi.org/10.1016/J.SOCSCIMED.2017.11.008.

    Article  Google Scholar 

  • Orpana, H., Vachon, J., Dykxhoorn, J., Mcrae, L., & Jayaraman, G. (2016). Monitoring positive mental health and its determinants in Canada. The development of the positive Mental Health Surveillance Indicator Framework. Health Promotion and Chronic Disease Prevention in Canada Research Policy Practice, 36(1), 1–10.

    Google Scholar 

  • Passmore, H. A., & Howell, A. J. (2014). Eco-existential positive psychology. Experiences in nature, existential anxieties, and wellbeing. The Humanistic Psychologist, 42(4), 370–388. https://doi.org/10.1080/08873267.2014.920335.

    Article  Google Scholar 

  • Peterson, C., Ruch, W., Beerman, U., Park, N., & Seligman, M. E. P. (2007). Strengths of character, orientations to happiness, and life satisfaction. Journal of Positive Psychology, 2(3), 149–156. https://doi.org/10.1080/17439760701228938.

    Article  Google Scholar 

  • Prezza, M., Pacilli, M. G., Barbaranelli, C., & Zampatti, E. (2009). The MTSOCS. A multidimensional sense of community scale for local communities. Journal of Community Psychology, 37(3), 305–326. https://doi.org/10.1002/jcop.20297.

    Article  Google Scholar 

  • Ross, N. (2002). Community belonging and health. Health Reports, 13(3), 33–39.

    Google Scholar 

  • Ryan, R. M., & Deci, E. L. (2001). On happiness and human potentials. A review of research on hedonic and eudaimonic wellbeing. Annual Review of Psychology, 52(1), 141–166. https://doi.org/10.1146/annurev.psych.52.1.141.

    Article  Google Scholar 

  • Sirgy, M. J., & Cornwell, T. (2001). Further validation of the Sirgy et al.‘s measure of community quality of life. Social Indicators Research, 56(2), 125–143.

    Article  Google Scholar 

  • Sirgy, M. J., Rahtz, D. R., Cicic, M., & Underwood, R. (2000). A method for assessing residents’ satisfaction with community-based services. A quality-of-life perspective. Social Indicators Research, 49(3), 279–316. https://doi.org/10.1023/A.1006990718673.

    Article  Google Scholar 

  • Sirgy, M. J., Gao, T., & Young, R. F. (2008). How does residents’ satisfaction with community services influence quality of life (QOL) outcomes? Applied Research in Quality of Life, 3(2), 81–105. https://doi.org/10.1007/s11482-008-9048-4.

    Article  Google Scholar 

  • Sirgy, M. J., Widgery, R. N., Lee, D. J., & Grace, B. Y. (2010). Developing a measure of community wellbeing based on perceptions of impact in various life domains. Social Indicators Research, 96(2), 295–311. https://doi.org/10.1007/s11205-009-9479-9.

    Article  Google Scholar 

  • Smale, B., & Gao, M. (2020). A closer look. The Nova Scotia Quality of Life Survey based on the CIW Community Wellbeing Survey. A report prepared for Engage Nova Scotia. Waterloo, ON. Canadian Index of Wellbeing and University of Waterloo.

  • Smale, B., Gao, M., & Jiang, K. (2020). An exploration of wellbeing in Nova Scotia: A summary of results from the Nova Scotia Quality of Life Survey. Waterloo, ON: Canadian Index of Wellbeing and University of Waterloo.

  • Smith, N. D. W., Bradley-Klug, K. L., Suldo, S. M., Dedrick, R. F., & Shaffer‐Hudkins, E. J. (2022). Associations between multiple health‐promoting behaviors and subjective well‐being in high school age youth. Journal of School Health, 92(1), 52–62. https://doi.org/10.1111/josh.13103.

    Article  Google Scholar 

  • Stadler, M., Cooper-Thomas, H. D., & Greiff, S. (2017). A primer on relative importance analysis: Illustrations of its utility for psychological research. Psychological Test and Assessment Modeling, 59(4), 381–403.

  • Tonidandel, S., & LeBreton, J. M. (2011). Relative importance analysis. A useful supplement to regression analysis. Journal of Business and Psychology, 26(1), 1–9. https://doi.org/10.1007/s10869-010-9204-3.

    Article  Google Scholar 

  • Waterman, A. S. (2007). On the importance of distinguishing hedonia and eudaimonia when contemplating the hedonic treadmill. American Psychologist, 62(6), 612–613. https://doi.org/10.1037/0003-066X62.6.612.

    Article  Google Scholar 

  • Weinstein, N., & Stone, D. N. (2018). Need depriving effects of financial insecurity: Implications for wellbeing and financial behaviors. Journal of Experimental Psychology: General, 147(10), 1503–1520. https://doi.org/10.1037/xge0000436.

    Article  Google Scholar 

  • World Health Organization. (2004). The World Health Report. 2004. Changing history. World Health Organization.

  • Zubrick, S. R., & Kovess-Masfety, V. (2005). Indicators: Promoting of mental health. In H. Herrman, S. Saxena, & R. Moody (Eds.), Promoting mental health. Concepts, emerging evidence and practice (pp. 148–168). World Health Organisation.

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Taylor G. Hill.

Ethics declarations

The authors declare that no funds, grants, or other support were received during the preparation of this manuscript.

The authors have no relevant financial or non-financial interests to disclose.

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.

Supplementary Material 1

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

Hill, T.G., Mackinnon, S.P. & Smale, B. Relative Importance of Individual and Community Predictors of Wellbeing. Int. Journal of Com. WB 6, 279–299 (2023). https://doi.org/10.1007/s42413-023-00196-8

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s42413-023-00196-8

Keywords

Navigation