Abstract
Intraindividual patterns of time-lagged relationships among self-reports of worldviews/religious beliefs, self-concept, and physical and psychological well-being were investigated. Participants were older adults (mean age = 77 years) who were measured weekly covering a total of 25 weeks. Dynamic Factor Models were fitted to multivariate repeated measures data pooled over subsets of participants. The results showed significant time-lagged cross-factor relationships suggesting that worldviews/religious beliefs had a significant direct effect on self-concept and physical health over 2 weeks. For each factor series, there were substantial autoregressive effects indicating persisting effects of factors on themselves over 1 or 2 weeks. A link between worldviews/religious beliefs and physical health was found in the time-lagged structure of within-person variability. The findings underscore the need to study both intraindividual change and interindividual differences in intraindividual variability to obtain a better understanding of behavior and behavioral development.
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Notes
P-technique factor analysis involves fitting the common factor model that is usually applied to cross-sectional studies of individuals to one individual's repeated multivariate measures data.
References
Antonucci, T. C., & Akiyama, H. (1993). Stress and coping in the elderly. Applied and Preventive Psychology, 2, 201–208.
Antonucci, T. C., & Jackson, J. S. (1983). Physical health and self-esteem. Family and Community Health, 6, 1–9.
Antonucci, T. C., Peggs, J. F., & Marquez, J. T. (1989). The relationship between self-esteem and physical health in a family practice population. Family Practice Research Journal, 9, 65–72.
Baltes, P. B., Lindenberger, U., & Staudinger, U. M. (1998). Life-span theory in developmental psychology. In W. Damon & R. M. Lerner (Eds.), Theoretical models of human development: Vol. 1. Handbook of child psychology (5th ed.). New York: Wiley.
Baltes, P. B., Reese, H. W., & Nesselroade, J. R. (1977). Life-span developmental psychology: Introduction to research methods. Monterey, CA: Brooks/Cole.
Berkman, L. F., Seeman, T. E., Albert, M., Blazer, D., Kahn, R., Mohs, R., et al. (1993). High, usual and impaired functioning in community-dwelling older men and women: Findings from the MacArthur foundation research network on successful aging. Journal of Clinical Epidemiology, 46, 1129–1140.
Blazer, D. G. (1982). Spirituality and aging well. Generations, 15, 61–65.
Blazer, D., & Palmore, E. (1976). Religion and aging in a longitudinal panel. The Gerontologist, 16, 82–85.
Bollen, K. A. (1989). Structural equations with latent variables. New York: Wiley.
Brown, M. W., & Zhang, G. (2006). Rotation in dynamic factor analysis. Paper presented at the 2006 conference of the Psychometric Society. Montreal, Canada.
Browne, M. W., & Cudeck, R. (1993). Alternative ways of assessing model fit. In K. Bollen & S. Long (Eds.), Testing structural equation models (pp. 136–162). Beverly Hills, CA: Sage.
Browne, M. W., & Nesselroade, D. W. (2005). Representing psychological processes with dynamic factor models: Some promising uses and extensions of autoregressive moving average time series models. In A. Maydeu-Olivares & J. J. McArdle (Eds.), Contemporary psychometrics (pp. 415–451). Mahwah, NJ: Lawrence Erlbaum Associates: A Festschrift for Roderick P. McDonald.
Butler, A. C., Hokanson, J. E., & Flynn, H. A. (1994). A comparison of self-esteem lability and low trait self-esteem as vulnerability factors for depression. Journal of Personality and Social Psychology, 66, 166–177.
Cattell, R. B. (1963). The structuring of change by P- and incremental-R techniques. In C. W. Harris (Ed.), Problems in measuring change (pp. 167–198). Madison, WI: University of Wisconsin Press.
Clark, K. M., Friedman, H. S., & Martin, L. R. (1999). A longitudinal study of religiosity and mortality risk. Journal of Health Psychology, 4, 381–391.
Courtenay, B. C., Poon, L. W., Martin, P., Clayton, G. M., & Johnson, M. A. (1992). Religiosity and adaptation in the oldest-old. International Journal of Aging and Human Development, 34, 47–56.
Diener, E. (1984). Subjective well-being. Psychological Bulletin, 95, 542–575.
Diener, E., & Clifton, D. (2002). Life satisfaction and religiosity in broad probability samples. Psychological Inquiry, 13(3), 206–209.
Diener, E., & Diener, M. (1995). Cross-cultural correlates of life satisfaction and self-esteem. Journal of Personality and Social Psychology, 68, 653–663.
Duffy, M. E., & MacDonald, E. (1990). Determinants of functional health of older persons. Gerontologist, 30, 503–509.
Dzuka, J., & Dalbert, C. (2006). The belief in a just world and subjective well-being in old age. Aging & Mental Health, 10, 439–444.
Ellison, C. G. (1991). Religious involvement and subjective well-being. Journal of Health and Social Behavior, 32, 80–99.
Ellison, C. G., Boardman, J. D., Williams, D. R., & Jackson, J. S. (2001). Religious involvement, stress, and mental health: Findings from the 1996 Detroit area study. Social Forces, 80(1), 215–249.
Ellison, C. G., Gay, D. A., & Glass, T. A. (1989). Does religious commitment contribute to individual life satisfaction? Social Forces, 68(1), 100–123.
Frazier, C., Mintz, L. B., & Mobley, M. (2005). A multidimensional look at religious involvement and psychological well-being among urban elderly African Americans. Journal of Counseling Psychology, 52, 583–590.
George, L. K., Ellison, C. G., & Larson, D. B. (2002). Explaining the relationships between religious involvement and health. Psychological Inquiry, 13, 190–200.
Hannay, D. R. (1980). Religion and health. Social Science and Medicine, 14, 683–685.
Herzog, A. R., Kahn, R. L., Morgan, J. N., Jackson, J. F., & Antonucci, T. C. (1989). Age differences in productive activities. Journal of Gerontology, 44, S129–S138.
Holt, M. K., & Dellmann-Jenkins, M. (1992). Research and implications for practice: Religion, well-being/morale, and coping behavior in later life. Journal of Applied Gerontology, 11, 101–110.
Hood, R. W., Spilka, B., Hunsberger, B., & Gorsuch, R. G. (1996). The psychology of religion: An empirical approach (2nd ed.). New York: Guilford Press.
Hooker, K. A. (1991). Change and stability in self during the transition to retirement: An intraindividual study using p-technique factor analysis. International Journal of Behavioral Development, 14, 209–233.
Horn, J. L. (1972). State, trait, and change dimensions of intelligence. British Journal of Educational Psychology, 42, 159–185.
Horn, J. L., & McArdle, J. J. (1992). A practical and theoretical guide to measurement invariance in aging research. Experimental Aging Research, 18, 117–144.
Hunsberger, B. (1985). Religion, age, life satisfaction, and perceived sources of religiousness: A study of older persons. Journal of Gerontology, 40, 615–620.
Hurlburt, R., & Melancon, S. (1987). P-technique factor analyses of individuals’ thought- and mood-sampling data. Cognitive Therapy and Research, 11, 487–500.
Idler, E. L. (1987). Religious involvement and the health of the elderly: Some hypotheses and an initial test. Social Forces, 66, 226–238.
Jenkins, R. A., & Pargament, K. I. (1988). Cognitive appraisals in cancer patients. Social Science and Medicine, 26, 625–633.
Jones, C. J., & Nesselroade, J. R. (1990). Multivariate replicated, single-subject, repeated measures designs and P-technique factor analysis: A review of intraindividual change studies. Experimental Aging Research, 16, 171–183.
Jöreskog, K. G., & Sörbom, D. (1993). LISREL 8 user’s guide. Chicago: Scientific Software.
Kim, J. E., & Nesselroade, J. R. (2003). Relationship among social support, self-concept, and well-being of older adults: A study of process using dynamic factor models. International Journal of Behavioral Development, 27, 49–65.
Kim, J. E., Nesselroade, J. R., & Featherman, D. L. (1996). The state component in self-reported worldviews and religious beliefs of older adults: The MacArthur successful aging studies. Psychology and Aging, 11, 396–407.
Kishton, J. M., & Widaman, K. F. (1994). Unidimensional versus domain representative parceling of questionnaire items: An empirical example. Educational and Psychological Measurement, 54, 757–765.
Kling, K. C., Ryff, C. D., & Essex, M. J. (1997). Adaptive changes in the self-concept during a life transition. Personality and Social Psychology Bulletin, 23, 981–990.
Koenig, H. G., George, L. K., & Siegler, I. C. (1988). The use of religion and other emotion-regulating coping strategies among older adults. Gerontologist, 28, 303–310.
Koenig, H. G., Hays, J. C., George, L. K., Blazer, D. G., Larson, D., & Launderman, L. R. (1996). Modeling the cross-sectional relationships between religion, physical health, social support, and depressive symptoms. American Journal of Geriatric Psychiatry, 5, 131–144.
Krause, N. (1987). Life stress, social support, and self-esteem in an elderly population. Psychology and Aging, 2, 349–356.
Krause, N. (1992). Stress, religiosity, and psychological well-being among older Blacks. Journal of Aging and Health, 4, 412–439.
Krause, N. (1995). Assessing stress-buffering effects: A cautionary note. Psychology and Aging, 10, 518–526.
Krause, N. (1998). Stressors in highly valued roles, religious coping, and mortality. Psychology and Aging, 2, 242–255.
Krause, N., & Tran, T. V. (1989). Stress and religious involvement among older blacks. Journal of Gerontology, 44, S4–S13.
Lachman, M. E. (2006). Perceived control over age-related declines: Adapted beliefs and behaviors. Current Directions in Psychological Science, 15(6), 282–286.
Lachman, M. E., & Weaver, S. L. (1998). The sense of control as a moderator of social class differences in health and well-being. Journal of Personality and Social Psychology, 74, 763–773.
Larsen, R. J. (1987). The stability of mood variability: A spectral analytic approach to daily mood assessments. Journal of Personality and Social Psychology, 52, 1195–1204.
Lebo, M. A., & Nesselroade, J. R. (1978). Intraindividual differences in dimensions of mood change during pregnancy identified in five P-technique factor analyses. Journal of Research in Personality, 12, 205–224.
Lerner, M. J. (1980). The belief in a just world. A fundamental delusion. New York: Plenum.
Levin, J. S., Chatters, L. M., & Taylor, R. J. (1995). Religious effects on health status and life satisfaction among Black Americans. Journal of Gerontology, 50B(3), S154–S163.
Levin, J. S., & Markides, K. S. (1985). Religion and health in Mexican Americans. Journal of Religion and Health, 24, 60–69.
Levin, J. S., & Markides, K. S. (1986). Religious attendance and subjective health. Journal for the Scientific Study of Religion, 25, 31–40.
Li, S.-C., Aggen, S. H., Nesselroade, J. R., & Baltes, P. B. (2001). Short-term fluctuations in elderly people's sensorimotor functioning predict text and spatial memory performance: The MacArthur successful aging studies. Gerontology, 47, 100–116.
MacInnes, D. (2006). Self-esteem and self-acceptance: An experimentation in to their relationship and their effect on psychological health. Journal of Psychiatric and Mental Health Nursing, 13, 483–489.
Markides, K. S., Levin, J. S., & Ray, L. A. (1987). Religion, aging, and life satisfaction: An eight-year, three-wave longitudinal study. The Gerontologist, 27, 660–665.
McArdle, J. J. (1982). Structural equation modeling of an individual system: Preliminary results from “A case study of alcoholism.” Grant proposal to the National Institute on Alcohol Abuse and Alcoholism (NIAAA AA-05743).
McArdle, J. J., & Cattell, R. B. (1994). Structural equation models of factorial invariance in parallel proportional profiles and oblique cofactor problems. Multivariate Behavioral Research, 29, 63–113.
McArdle, J. J., & Nesselroade, J. R. (1994). Structuring data to study development and change. In S. H. Cohen & H. W. Reese (Eds.), Life-span developmental psychology: Methodological innovations (pp. 223–267). Hillsdale, NJ: Erlbaum.
Molenaar, P. C. M. (1985). A DFM for the analysis of multivariate time series. Psychometrika, 50, 181–202.
Molenaar, P. C. M. (2004). A manifesto on psychology as idiographic science: Bringing the person back into scientific psychology—This time forever!. Measurement: Interdisciplinary Research and Perspectives, 2, 201–218.
Nesselroade, J. R. (1991). The warp and woof of the developmental fabric. In R. Downs, L. Liven, & D. S. Palermon (Eds.), Visions of aesthetics, the environment and development: The legacy of Joachim F. Wohlwill (pp. 213–240). Hillsdale, NJ: Erlbaum.
Nesselroade, J. R. (2004). Intraindividual variability and short-term change. Gerontology, 50(1), 44–47.
Nesselroade, J. R., & Featherman, D. L. (1991). Intraindividual variability in older adults’ depression scores: Some implications for developmental theory and longitudinal research. In D. Magnusson, L. R. Bergman, G. Rudinger, & B. Torestad (Eds.), Problems and methods in longitudinal research: Stability and change (pp. 47–66). London: Cambridge University Press.
Nesselroade, J. R., & Featherman, D. L. (1997). Establishing a reference frame against which to chart age-related changes. In M. A. Hardy (Ed.), Studying aging and social change: Conceptual and methodological issues (pp. 191–205). Thousand Oaks, CA: Sage.
Nesselroade, J. R., & Ford, D. H. (1985). P-Technique comes of age: Multivariate, replicated, single-subject designs for research on older adults. Research on Aging, 7(1), 46–80.
Nesselroade, J. R., McArdle, J. J., Aggen, S. H., & Meyers, J. M. (2002). Alternative DFMs for multivariate time-series analyses. In D. M. Moscowitz & S. L. Hershberger (Eds.), Modeling intraindividual variability with repeated measures data: Advances and techniques. Mahwah, NJ: Erlbaum.
Nesselroade, J. R., & Molenaar, P. C. M. (1999). Pooling lagged covariance structures based on short, multivariate time-series for dynamic factor analysis. In R. H. Hoyle (Ed.), Statistical strategies for small sample research. Newbury Park, CA: Sage.
Nesselroade, J. R., & Salthouse, T. A. (2004). Methodological and theoretical implications of intraindividual variability in perceptual-motor performance. Journals of Gerontology, 59B(2), P49–P55.
Neugarten, B. L., Havighurst, R. J., & Tobin, S. (1961). The measurement of life satisfaction. Journal of Gerontology, 16, 134–143.
Okun, M. A., & Stock, W. A. (1987). Correlates and components of subjective well-being among the elderly. Journal of Applied Gerontology, 6, 95–112.
Okun, M. A., William, A. S., Haring, M. J., & Witter, R. A. (1984). The social activity/subjective well-being relation: A quantitative synthesis. Research on Aging, 6, 45–64.
Pearlin, L. I., Lieberman, M. A., Menaghan, E. G., & Mullan, J. T. (1981). The stress process. Journal of Health and Social Behavior, 22, 337–356.
Pearlin, L., & Schooler, C. (1978). The structure of coping. Journal of Health and Social Behavior, 19, 2–21.
Powell, L. H., Shahabi, L., & Thoresen, C. E. (2003). Religion and spirituality: Linkages to physical health. American Psychologist, 58(1), 36–52.
Pudrovska, T., Schieman, S., & Pearlin, L. (2005). The sense of mastery as a mediator and moderator in the association between economic hardship and health in late life. Journal of Aging and Health, 17, 634–660.
Rindskopf, D. (1984). Using phantom and imaginary latent variables to parameterize constraints in linear structural models. Psychometrika, 49, 37–47.
Rodin, J., & McAvay, G. (1992). Determinants of change in perceived health in a longitudinal study of older adults. Journal of Gerontology: Psychological Science, 47, P373–P384.
Rodin, J., Timko, C., & Harris, S. (1985). The construct of control: Biological and psychosocial correlates. Annual Review of Gerontological Geriatrics, 5, 3–55.
Rosenberg, M. (1965). Society and the adolescent self-image. Princeton, NJ: Princeton University Press.
Rosenberg, M. (1979). Conceiving the self. New York: Basic Books.
Rowe, J. W., & Kahn, R. L. (1997). Successful aging. Science, 37, 433–440.
Rubin, Z., & Peplau, L. A. (1975). Who believes in a just world? Journal of Social Issues, 3, 65–89.
Schwarz, N., & Clore, G. L. (1983). Mood, misattribution, and judgments of well-being: Informative and directive functions of affective states. Journal of Personality and Social Psychology, 45, 513–523.
Seeman, M., & Seeman, T. E. (1983). Health behavior and personal autonomy: A longitudinal study of the sense of control in illness. Journal of Health and Social Behavior, 24, 144–160.
Sherkat, D. E., & Reed, M. D. (1992). The effects of religion and social support on self-esteem and depression among the suddenly bereaved. Social Indicators Research, 26, 259–275.
Shifren, K., Hooker, K., Wood, P., & Nesselroade, J. R. (1997). Structure and variation of mood in individuals with Parkinson’s disease: A dynamic factor analysis. Psychology and Aging, 12, 328–339.
Spearman, C. (1904). General intelligence objectively determined and measured. American Journal of Psychology, 15, 201–293.
Strawbridge, W. J., Cohen, R. D., Shema, S. J., & Kaplan, G. A. (1997). Frequent attendance at religious services and mortality over 28 years. American Journal of Public Health, 87, 957–961.
Tran, T. V., Wright, R., & Chatters, L. (1991). Health, stress, psychological resources, and subjective well-being among older Blacks. Psychology and Aging, 6, 100–108.
Wohlwill, J. F. (1973). The study of behavioral development. New York: Academic Press.
Wood, P., & Brown, D. (1994). The study of intraindividual differences by means of dynamic factor models: Rationale, implementation, and interpretation. Psychological Bulletin, 116, 166–186.
Zevon, M. A., & Tellegen, A. (1982). The structure of mood change: An idiographic/nomothetic analysis. Journal of Personality and Social Psychology, 43, 111–122.
Zuckerman, D. M., Kasl, S. V., & Ostfeld, A. M. (1984). Psychological predictors of mortality among the elderly poor: The role of religion, well-being, and social contacts. American Journal of Epidemiology, 119, 410–423.
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This research was supported by grant from the National Institute of Mental Health (K01-MH068491) to Jungmeen Kim and support from the Center for the Study of Law and Religion at Emory University to Michael McCullough.
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Kim, J., Nesselroade, J.R. & McCullough, M.E. Dynamic Factor Analysis of Worldviews/Religious Beliefs and Well-Being among Older Adults. J Adult Dev 16, 87–100 (2009). https://doi.org/10.1007/s10804-009-9062-2
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DOI: https://doi.org/10.1007/s10804-009-9062-2