Educational disparities in 20-year trajectories of psychological well-being in a national sample

Educational disparities in 20-year trajectories of psychological well-being in a national sample
  • Cutler, D. M. & Lleras-Muney, A. Education and health: Evaluating theories and evidence. National Bureau of Economic Research Working Paper Series 12352 (2006).

  • Hansen, E. R. & Tyner, A. Educational attainment and social norms of voting. Polit. Behav. 43, 711–735 (2021).

    Article 
    MATH 

    Google Scholar 

  • Office of Disease Prevention and Health Promotion. Healthy People 2030 Framework. https://health.gov/healthypeople.

  • Raghupathi, V. & Raghupathi, W. The influence of education on health: An empirical assessment of OECD countries for the period 1995–2015. Arch. Public Health 78, 20 (2020).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Meara, E., Richards, S. & Cutler, D. The gap gets bigger: Changes in mortality and life expectancy by education, 1981–2000. Health Aff. (Millwood) 27, 350–360 (2008).

    Article 
    PubMed 

    Google Scholar 

  • Montez, J. K. & Bisesti, E. M. Widening Educational disparities in health and longevity. Ann. Rev. Sociol. 50, 547–564 (2024).

    Article 

    Google Scholar 

  • Pfeffer, F. T. Growing wealth gaps in education. Demography 55, 1033–1068 (2018).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Zajacova, A. & Lawrence, E. M. The relationship between education and health: Reducing disparities through a contextual approach. Annu. Rev. Public Health 39, 273–289 (2018).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Hummer, R. A. & Hernandez, E. M. The effect of educational attainment on adult mortality in the United States. Popul. Bull. 68, 1–16 (2013).

    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Zajacova, A. & Montez, J. K. Physical functioning trends among US women and men age 45–64 by education level. Biodemography Soc. Biol. 63, 21–30 (2017).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Dowd, J. J. Ever since Durkheim: The socialization of human development. Human Dev. 33, 138–159 (1990).

    Article 
    MATH 

    Google Scholar 

  • Ryff, C. D. Happiness is everything, or is it? Explorations on the meaning of psychological well-being. J. Personal. Soc. Psychol. 57, 1069–1081 (1989).

    Article 
    MATH 

    Google Scholar 

  • Ryff, C. D. Well-being with soul: Science in pursuit of human potential. Perspect. Psychol. Sci. 13, 242–248 (2018).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Neugarten, B. L. Personality change in late life: A developmental perspective. in The psychology of adult development and aging 311–335 (American Psychological Association, Washington, DC, US, 1973). https://doi.org/10.1037/10044-012.

  • Erikson, E. H. Identity and the life cycle: Selected papers. Psychol. Issues 1, 1–171 (1994).

    MATH 

    Google Scholar 

  • Bühler, C. The curve of life as studied in biographies. J. Appl. Psychol. 19, 405–409 (1935).

    Article 
    MATH 

    Google Scholar 

  • Ryff, C. D. & Keyes, C. L. M. The structure of psychological well-being revisited. J. Personal. Soc. Psychol. 69, 719–727 (1995).

    Article 
    CAS 
    MATH 

    Google Scholar 

  • Huta, V. & Waterman, A. S. Eudaimonia and its distinction from hedonia: Developing a classification and terminology for understanding conceptual and operational definitions. J. Happiness Stud. 15, 1425–1456 (2014).

    Article 
    MATH 

    Google Scholar 

  • Ryff, C. D. Decades of scientific research on human happiness: Questions, findings, and urgent future directions. in The Routledge History of Happiness 408–428 (Routledge, 2024).

  • Ryff, C. D. The privilege of well-being in an increasingly unequal society. Curr. Dir. Psychol. Sci. 33, 300–307 (2024).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Cohen, R., Bavishi, C. & Rozanski, A. Purpose in life and its relationship to all-cause mortality and cardiovascular events: A meta-analysis. Psychosom. Med. 78, 122–133 (2016).

    Article 
    PubMed 

    Google Scholar 

  • Boylan, J. M., Tompkins, J. L. & Krueger, P. M. Psychological well-being, education, and mortality. Health Psychol. 41, 225–234 (2022).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Ryff, C. D., Boylan, J. M. & Kirsch, J. A. Eudaimonic and hedonic well-being: An integrative perspective with linkages to sociodemographic factors and health. in Measuring Well-Being: Interdisciplinary Perspectives from the Social Sciences and the Humanities 92–135 (Oxford University Press, 2021). https://doi.org/10.1093/OSO/9780197512531.003.0005.

  • Steptoe, A. Happiness and health. Ann. Rev. Public Health 40, 339–359 (2019).

    Article 
    MATH 

    Google Scholar 

  • Kubzansky, L. D. et al. Positive psychological well-being and cardiovascular disease: JACC health promotion series. J. Am. Coll. Cardiol. 72, 1382–1396 (2018).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Ong, A. D., Kim, S., Young, S. & Steptoe, A. Positive affect and sleep: A systematic review. Sleep Med. Rev. 35, 21–32 (2017).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Bassett, S. M., Schuette, S. A., O’Dwyer, L. C. & Moskowitz, J. T. Positive affect and medication adherence in chronic conditions: A systematic review. Health Psychol. 38, 960 (2019).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Kim, E. S., Shiba, K., Boehm, J. K. & Kubzansky, L. D. Sense of purpose in life and five health behaviors in older adults. Prev. Med. 139, 106172 (2020).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Kim, E. S., Strecher, V. J. & Ryff, C. D. Purpose in life and use of preventive health care services. Proc. Natl. Acad. Sci. 111, 16331–16336 (2014).

    Article 
    ADS 
    CAS 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Cole, S. W. et al. Loneliness, eudaimonia, and the human conserved transcriptional response to adversity. Psychoneuroendocrinology 62, 11–17 (2015).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Fredrickson, B. L. et al. A functional genomic perspective on human well-being. Proc. Natl. Acad. Sci. U. S. A. 110, 13684–13689 (2013).

    Article 
    ADS 
    CAS 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Fredrickson, B. L. et al. Psychological well-being and the human conserved transcriptional response to adversity. PloS One 10, e0121839 (2015).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Baselmans, B. M. L. & Bartels, M. A genetic perspective on the relationship between eudaimonic and hedonic well-being. Sci. Rep. 8, 14610 (2018).

    Article 
    ADS 
    CAS 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Heller, A. S. et al. Sustained striatal activity predicts eudaimonic well-being and cortisol output. Psychol. Sci. 24, 2191–2200 (2013).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Schaefer, S. M. et al. Purpose in life predicts better emotional recovery from negative stimuli. PLoS ONE 8, e80329 (2013).

    Article 
    ADS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Lewis, G. J., Kanai, R., Rees, G. & Bates, T. C. Neural correlates of the ‘good life’: Eudaimonic well-being is associated with insular cortex volume. Soc. Cogn. Affect. Neurosci. 9, 615–618 (2014).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Nair, A. K. et al. Purpose in life as a resilience factor for brain health: Diffusion MRI findings from the Midlife in the U.S. study. Front. Psychiatry (2024).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Ross, C. E. & Mirowsky, J. Refining the association between education and health: The effects of quantity, credential, and selectivity. Demography 36, 445–460 (1999).

    Article 
    CAS 
    PubMed 
    MATH 

    Google Scholar 

  • Zajacova, A., Hummer, R. A. & Rogers, R. G. Education and health among U.S. working-age adults: A detailed portrait across the full educational attainment spectrum. Biodemogr. Soc. Biol. 58, 40–61 (2012).

    Article 
    MATH 

    Google Scholar 

  • Mirowsky, J. & Ross, C. E. Education, health, and the default American lifestyle. J. Health Soc. Behav. 56, 297–306 (2015).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Braveman, P. & Egerter, S. The social determinants of health: Coming of age. Ann. Rev. Public Health 32, 381–398 (2011).

    Article 

    Google Scholar 

  • Ferraro, K. F. & Shippee, T. P. Aging and cumulative inequality: How does inequality get under the skin?. Gerontologist 49, 333–343 (2009).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Tan, J. J. X., Kraus, M. W., Carpenter, N. C. & Adler, N. E. The association between objective and subjective socioeconomic status and subjective well-being: A meta-analytic review. Psychol. Bull. 146, 970–1020 (2020).

    Article 
    PubMed 

    Google Scholar 

  • Curhan, K. B. et al. Subjective and objective hierarchies and their relations to psychological well-being: A U.S./Japan comparison. Soc. Psychol. Personal. Sci. 5, 855–864 (2014).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Ryff, C. D. Eudaimonic well-being and education: Probing the connections. in Well-being and higher education: A strategy for change and the realization of education’s greater purposes. Bringing Theory to Practice (ed. Harward, D.) 37–48 (Washington DC, 2016).

  • Ryff, C. D. et al. Culture, inequality, and health: Evidence from the MIDUS and MIDJA comparison. Cult. Brain 3, 1–20 (2015).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Mroczek, D. K. & Kolarz, C. M. The effect of age on positive and negative affect: A developmental perspective on happiness. J. Personal. Soc. Psychol. 75, 1333–1349 (1998).

    Article 
    CAS 
    MATH 

    Google Scholar 

  • Gerstorf, D. et al. Late-life decline in well-being across adulthood in Germany, the United Kingdom, and the United States: Something is seriously wrong at the end of life. Psychol. Aging 25, 477–485 (2010).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Carstensen, L. L., Isaacowitz, D. M. & Charles, S. T. Taking time seriously: A theory of socioemotional selectivity. Am. Psychol. 54, 165–181 (1999).

    Article 
    CAS 
    PubMed 
    MATH 

    Google Scholar 

  • Fingerman, K. L. & Charles, S. T. It takes two to tango: Why older people have the best relationships. Curr. Dir. Psychol. Sci. 19, 172–176 (2010).

    Article 
    MATH 

    Google Scholar 

  • Riley, M. W., Kahn, R. L., Foner, A. & Mack, K. A. Age and Structural Lag: Society’s Failure to Provide Meaningful Opportunities in Work, Family, and Leisure. xiv, 290 (Wiley, 1994).

    Google Scholar 

  • Springer, K. W., Pudrovska, T. & Hauser, R. M. Does psychological well-being change with age?: Longitudinal tests of age variations and further exploration of the multidimensionality of Ryff’s model of psychological well-being. Soc. Sci. Res. 40, 392–398 (2011).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Hill, P. L. & Weston, S. J. Evaluating 8-year trajectories for sense of purpose in the health and retirement study. Aging Ment. Health 23, 233–237 (2019).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Radler, B. T. & Ryff, C. D. Who participates? Accounting for longitudinal retention in the MIDUS national study of health and well-being. J. Aging Health 22, 307–331 (2010).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Song, J. et al. Who returns? Understanding varieties of longitudinal participation in MIDUS. J. Aging Health 33, 896–907 (2021).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Radler, B. T., Rigotti, A. & Ryff, C. D. Persistently high psychological well-being predicts better HDL cholesterol and triglyceride levels: Findings from the midlife in the U.S. (MIDUS) longitudinal study. Lipids Health Dis. (2017).

    Article 

    Google Scholar 

  • Ryff, C. D., Radler, B. T. & Friedman, E. M. Persistent psychological well-being predicts improved self-rated health over 9–10 years: Longitudinal evidence from MIDUS. Health Psychol. Open 2, 2055102915601582 (2015).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Twenge, J. M. & Cooper, A. B. The expanding class divide in happiness in the United States, 1972–2016. Emotion 22, 701–713 (2022).

    Article 
    PubMed 

    Google Scholar 

  • Goldman, N., Glei, D. A. & Weinstein, M. Declining mental health among disadvantaged Americans. Proc. Natl. Acad. Sci. U. S. A. 115, 7290–7295 (2018).

    Article 
    ADS 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Kirsch, J. A., Love, G. D., Radler, B. T. & Ryff, C. D. Scientific imperatives vis-à-vis growing inequality in America. Am. Psychol. 74, 764–777 (2019).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Oishi, S. & Kesebir, S. Income inequality explains why economic growth does not always translate to an increase in happiness. Psychol. Sci. 26, 1630–1638 (2015).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Case, A. & Deaton, A. Rising morbidity and mortality in midlife among white non-Hispanic Americans in the 21st century. Proc. Natl. Acad. Sci. 112, 15078–15083 (2015).

    Article 
    ADS 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Case, A. & Deaton, A. Deaths of Despair and the Future of Capitalism (Princeton University Press, 2020).

    Book 
    MATH 

    Google Scholar 

  • Infurna, F. J., Staben, O. E., Lachman, M. E. & Gerstorf, D. Historical change in midlife health, well-being, and despair: Cross-cultural and socioeconomic comparisons. Am. Psychol. 76, 870–887 (2021).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Almeida, D. M. et al. Charting adulthood development through (historically changing) daily stress processes. Am. Psychol. 75, 511–524 (2020).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Bar-Haim, E., Chauvel, L. & Hartung, A. More necessary and less sufficient: An age-period-cohort approach to overeducation from a comparative perspective. High Educ. 78, 479–499 (2019).

    Article 

    Google Scholar 

  • Case, A. & Deaton, A. The great divide: Education, despair, and death. Ann. Rev. Econ. 14, 1–21 (2022).

    Article 
    MATH 

    Google Scholar 

  • Bacaro, V., Miletic, K. & Crocetti, E. A meta-analysis of longitudinal studies on the interplay between sleep, mental health, and positive well-being in adolescents. Int. J. Clin. Health Psychol. 24, 100424 (2024).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Yemiscigil, A. & Vlaev, I. The bidirectional relationship between sense of purpose in life and physical activity: A longitudinal study. J. Behav. Med. 44, 715–725 (2021).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Wettstein, M., Schilling, O. K., Reidick, O. & Wahl, H.-W. Four-year stability, change, and multidirectionality of well-being in very-old age. Psychol. Aging 30, 500–516 (2015).

    Article 
    PubMed 

    Google Scholar 

  • Twenge, J. M., Campbell, W. K. & Freeman, E. C. Generational differences in young adults’ life goals, concern for others, and civic orientation, 1966–2009. J. Personal. Soc. Psychol. 102, 1045–1062 (2012).

    Article 

    Google Scholar 

  • Fry, R. The Rising Age Gap in Economic Well-Being (Pew Research Center, 2011).

    MATH 

    Google Scholar 

  • Twenge, J. M., Cooper, A. B., Joiner, T. E., Duffy, M. E. & Binau, S. G. Age, period, and cohort trends in mood disorder indicators and suicide-related outcomes in a nationally representative dataset, 2005–2017. J. Abnorm. Psychol. 128, 185–199 (2019).

    Article 
    PubMed 

    Google Scholar 

  • Kim, E. S., Moskowitz, J. T. & Kubzansky, L. D. Introduction to special issue: Interventions to modify psychological well-being and population health. Affect. Sci. 4, 1–9 (2023).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Muennig, P. A., Reynolds, M., Fink, D. S., Zafari, Z. & Geronimus, A. T. America’s declining well-being, health, and life expectancy: Not just a White problem. Am. J. Public Health 108, 1626–1631 (2018).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Boyle, P. A. et al. Effect of purpose in life on the relation between Alzheimer disease pathologic changes on cognitive function in advanced age. Arch. Gen. Psychiatry 69, 499–505 (2012).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Kim, E. S., Sun, J. K., Park, N. & Peterson, C. Purpose in life and reduced incidence of stroke in older adults: ‘The Health and Retirement Study’. J. Psychosom. Res. 74, 427–432 (2013).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Kim, E. S., Sun, J. K., Park, N., Kubzansky, L. D. & Peterson, C. Purpose in life and reduced risk of myocardial infarction among older U.S. adults with coronary heart disease: A 2-year follow-up. J. Behav. Med. 36, 124–133 (2013).

    Article 
    PubMed 

    Google Scholar 

  • Boylan, J. M. & Ryff, C. D. Psychological well-being and metabolic syndrome: Findings from the Midlife in the United States national sample. Psychosom. Med. 77, 548–558 (2015).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Friedman, E. M. & Ryff, C. D. Living well with medical comorbidities: A biopsychosocial perspective. J. Gerontol. Ser. B: Psychol. Sci. Soc. Sci. (2012).

    Article 
    MATH 

    Google Scholar 

  • Schiltz, N. K. Prevalence of multimorbidity combinations and their association with medical costs and poor health: A population-based study of U.S. adults. Front. Public Health 10, 953886 (2022).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Brandmaier, A. M., Ram, N., Wagner, G. G. & Gerstorf, D. Terminal decline in well-being: The role of multi-indicator constellations of physical health and psychosocial correlates. Dev. Psychol. 53, 996–1012 (2017).

    Article 
    PubMed 

    Google Scholar 

  • Potter, S. et al. Trajectories of multiple subjective well-being facets across old age: The role of health and personality. Psychol. Aging 35, 894–909 (2020).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Sumner, J. A., Koenen, K. C. & Kubzansky, L. D. The long arm of mental health: New urgency with the COVID-19 pandemic. Am. J. Health Promot. 35, 311–312 (2021).

    Article 
    PubMed 
    MATH 

    Google Scholar 

  • Zheng, H. & Echave, P. Are recent cohorts getting worse? Trends in US adult physiological status, mental health, and health behaviors across a century of birth cohorts. Am. J. Epidemiol. 190, 2242–2255 (2021).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • Kirsch, J. A. & Ryff, C. D. Hardships of the great recession and health: Understanding varieties of vulnerability. Health Psychol. Open 3, 2055102916652390 (2016).

    Article 
    PubMed 
    PubMed Central 
    MATH 

    Google Scholar 

  • R Core Team. R: A Language and Environment for Statistical Computing. (2022).

  • Wickham, H., François, R., Henry, L. & Müller, K. dplyr: A Grammar of Data Manipulation (2022).

  • Bates, D., Mächler, M., Bolker, B. & Walker, S. Fitting linear mixed-effects models using lme4. J. Stat. Softw. 67, 1–48 (2015).

    Article 

    Google Scholar 

  • Kuznetsova, A., Brockhoff, P. B. & Christensen, R. H. B. lmerTest package: Tests in linear mixed effects models. J. Stat. Softw. 82, 1–26 (2017).

    Article 
    MATH 

    Google Scholar 

  • Wickham, H. ggplot2: Elegant Graphics for Data Analysis (Springer-Verlag, 2016).

    Book 
    MATH 

    Google Scholar 

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