Abstract
The Perceived Stress Scale (PSS; Cohen, Kamarck, & Mermelstein, Journal of Health and Social Behavior, 24: 385–396, 1983) and its derivatives are among the most commonly used self-report measures of subjective global stress. Several factorial models of the PSS have been proposed; however, which of these structures reliably measures individuals with mental illness remains unclear. Moreover, despite the detection of gender differences in perceived stress, factorial invariance between genders has not yet been tested with the PSS. Confirmatory factor analysis evaluating six prevailing factorial models of the PSS among a large sample of psychiatric patients and a matched community sample supported a two-factor model. Multiple group analysis established configural, metric and scalar invariance of this model across gender, but only configural invariance across samples differing by mental health status. Implications are that gender differences can be cautiously interpreted as true mean differences rather than artifacts of measurement bias; however, mean perceived stress factor scores should not be compared directly across psychiatric and non-psychiatric samples.
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Notes
Modified measurement period from “During the past month”.
Welch’s t-test is an adaptation of the Student’s t-test used to compare two independent samples that have possible unequal variances
Mplus-based WLSMV estimator uses pair-wise present analysis, that is, the analysis makes use of all cases with observations on a given pair of indicators (Muthén and Muthén 2009a).
The χ 2 is sensitive to sample size and nonnormality (Meade et al. 2008).
Due to inconsistent categorical outcomes between males and females for Item 6, response options 3 and 4 were collapsed for this item only in order to conduct the invariance analysis (no sampled male cases selected option 4).
References
Bergdahl, J., & Bergdahl, M. (2002). Perceived stress in adults: Prevalence, and association of depression, anxiety and medication in a Swedish population. Stress and Health, 18, 235–241.
Brown, G. W., & Birley, J. L. T. (1968). Crises and life changes and the onset of schizophrenia. Journal of Health and Social Behavior, 9, 203–214.
Camilli, G., & Shepard, L. (1994). Methods for identifying biased test items. Newbury Park: Sage.
Campbell, H. L., Barry, C. L., Joe, J. N., & Finney, S. J. (2008). Configural, metric, and scalar invariance of the Modified Achievement Goal Questionnaire across African American and White university students. Educational and Psychological Measurement, 68, 988–1007.
Cherewatenko, V. S., & Perry, P. (2004). The stress cure. New York: HarperCollins Publishers Inc.
Cohen, S., & Williamson, G. (1988). Perceived stress in a probability sample of the United States. In S. Spacapam & S. Oskamp (Eds.), The social psychology of health: Claremont symposium on applied social psychology. Newbury Park: Sage.
Cohen, S., Kamarck, T., & Mermelstein, R. (1983). A global measure of perceived stress. Journal of Health and Social Behavior, 24, 385–396.
Cohen, S., Doyle, W. J., & Skoner, D. P. (1999). Psychological stress, cytokine production, and severity of upper respiratory illness. Psychosomatic Medicine, 61, 175–180.
Dohrenwend, B. P. (2000). The role of adversity and stress in psychopathology: Some evidence and its implications for theory and research. Journal of Health and Social Behaviour, 41, 1–19.
Farabaugh, A. H., Mischoulon, D., Fava, M., Green, C., Guyker, W., & Alpert, J. (2004). The potential relationship between levels of perceived stress and subtypes of major depressive disorder (MDD). Acta Psychiatrica Scandinavica, 110, 465–470.
Fazel, S., Khosla, V., Doll, H., & Geddes, J. (2008). The prevalence of mental disorders among the homeless in Western counties: Systematic review ad meta-regression analysis. Public Library of Science Medicine, 5, 1670–1681.
Gitchel, W. D., Roessler, R. T., & Turner, R. C. (2011). Gender effect according to item directionality on the perceived stress scale for adults with multiple sclerosis. Rehabilitation Counseling. doi:10.1177/0034355211404567.
Golden-Kreutz, D. M., Browne, M. W., Frierson, G. M., & Andersen, B. L. (2004). Assessing stress in cancer patients: A second-order factor analysis model for the perceived stress scale. Assessment, 11, 216–223.
Hewitt, P. L., Flett, G. L., & Mosher, S. W. (1992). The perceived stress scale: Factor structure and relation to depression symptoms in a psychiatric sample. Journal of Psychopathology and Behavioral Assessment, 14, 247–257.
Hiday, V. A., Swartz, M. S., Swanson, J. W., Borum, R., & Wagner, H. R. (1999). Criminal victimization of persons with severe mental illness. Psychiatric Services, 50, 62–68.
Hu, L., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6, 1–55.
Jackson, E. A., Meeks, S., & Vititoe, E. S. (2002). Life events, distress, symptoms, and functioning in late-life severe mental illness. Journal of Mental Health and Ageing, 8, 59–87.
Jansen, L. M. C., Gispen-de Wied, C. C., & Kahn, R. S. (1999). Coping with the stress of schizophrenia. Schizophrenia Research, 36, 170.
Kass, R. E., & Raftery, A. E. (1995). Bayes factors. Journal of the American Statistical Association, 90, 773–795.
Kessing, L. V., Agerbo, E., & Mortensen, P. B. (2004). Major stressful life events and other risk factors for first admission with mania. Bipolar Disorders, 6, 122–129.
Koolhaas, J. M., Bartolomucci, A., Buwalda, B., de Boer, S. F., Flugge, G., Korte, S. M., Meerlo, P., Murison, R., Olivier, B., Palanza, P., Richter-Levin, G., Sgoifo, A., Steimer, T., Stiedl, O., van Dijl, G., Wohr, M., & Fuchs, E. (2011). Stress revisited: A critical evaluation of the stress concept. Neuroscience and Biobehavioral Reviews, 35, 1291–1301.
Lazarus, R. S. (1966). Psychological stress and coping process. New York: McGraw-Hill.
Lazarus, R. S., & Folkman, S. (1984). Stress appraisal and coping. New York: Springer.
Livingston, J. D., & Boyd, J. (2010). Correlates and consequences of internalized stigma for people living with mental illness: A systematic review and meta-analysis. Social Science & Medicine, 71, 2150–2161.
Lovell, B., Moss, M., & Wetherell, M. A. (2011). Perceived stress, common health complaints and diurnal secretion in young, otherwise healthy individuals. Hormones and Behavior, 60, 301–305.
MacDonald, E. M., Pica, S., McDonald, S., Hayes, R. L., & Baglioni, A. J., Jr. (1998). Stress and coping in early psychosis. Role of symptoms, self-efficacy and social support in coping with stress. The British Journal of Psychiatry, 172, 122–127.
Machulda, M., Bergquist, T., & Ito, V. (1998). Relationship between stress, coping, and postconcussion symptoms in a healthy adult population. Archives of Clinical Neuropsychology, 13, 415–424.
Marsh, H. W. (1996). Positive and negative global self-esteem: A substantively meaningful distinction or artifactors? Journal of Personality and Social Psychology, 70, 810–819.
Martin, R. A., Kazarian, S. S., & Breiter, H. J. (1995). Perceived stress, life events, dysfunctional attitudes, and depression in adolescent psychiatric inpatients. Journal of Psychopathology and Behavioral Assessment, 17, 81–95.
Meade, A. W., Johnson, E. C., & Braddy, P. W. (2008). Power and sensitivity of alternative fit indices in tests of measurement invariance. Journal of Applied Psychology, 93, 568–592.
Millsap, R. E. (2006). Comments on methods for the investigation of measurement bias on the mini-mental state exam. Medical Care, 44, S171–S175.
Monahan, J., Steadman, H. J., Silver, E., Appelbaum, P. S., Robbins, P. C., Mulvey, E. P., Roth, L., Grisso, T., & Banks, S. (2001). Rethinking risk assessment: The MacArthur study of mental disorder and violence. New York: Oxford University Press.
Monroe, S. M., & Hadjiyannakis, K. (2002). The social environment and depression: Focusing on severe life stress. In I. H. Gotlib & C. L. Hammen (Eds.), Handbook of depression (3rd ed., pp. 314–340). New York: Guilford.
Monroe, S. M., & Simons, A. D. (1991). Diathesis-stress theories in the context of life stress research: Implications for the depressive disorders. Psychological Bulletin, 110, 406–425.
Muthén, L. K., & Muthén, B. O. (2009a). Mplus user’s manual (5th ed.). Los Angeles: Muthén & Muthén.
Muthén, L. K., & Muthén., B. O. (2009b). Mplus short courses, Topic 2: Regression analysis, exploratory factor analysis, confirmatory factor analysis, and structural equation modeling for categorical, censored, and count outcomes. Los Angeles, CA: Muthén & Muthén. Available at: www.statmodel.com/download/Topic%202.pdf
Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). New York: McGraw-Hill.
Örücü, M. Ç., & Demir, A. (2009). Psychometric evaluation of perceived stress scale for Turkish university students. Stress and Health, 25, 103–109.
Purcell, S. R., Kutash, M., & Cobb, S. (2011). The relationship between nurses’ stress and nurse staffing factors in a hospital setting. Journal of Nursing Management. doi:10.1111/j.1365-2834.2011.01262.x.
Raftery, A. E. (1995). Bayesian model selection in social research. Sociological Methodology, 25, 111–163.
Ramírez, M. T. G., & Hernández, R. L. (2007). Factor structure of the perceived stress scale (PSS) in a sample from Mexico. The Spanish Journal of Psychology, 10, 199–206.
Remor, E. (2006). Psychometric properties of a European Spanish version of the Perceived Stress Scale (PSS). The Spanish Journal of Psychology, 9, 86–93.
Renwick, L., Jackson, D., Turner, N., Sutton, M., Foley, S., McWilliams, S., Kinsella, A., & O’Callaghan, E. (2009). Are symptoms associated with increased levels of perceived stress in first-episode psychosis? International Journal of Mental Health Nursing, 18, 186–194.
Roberti, J. W., Harrington, L. N., & Storch, E. A. (2006). Further psychometric support for the 10-item version of the perceived stress scale. Journal of College Counseling, 9, 135–147.
Rusch, N., Corrigan, P. W., Wassel, A., Michaels, P., Olschewski, M., Wilkniss, S., & Batia, K. (2009). A stress-coping model of mental illness stigma: I. Predictors of cognitive stress appraisal. Schizophrenia Research, 110, 59–64.
Seyle, H. (1976). Stress in health and disease. Boston: Butterworths.
Silver, E., Arsenault, L., Langley, J., Caspi, A., & Moffitt, T. E. (2005). Mental disorder and violent victimization in a total birth cohort. American Journal of Public Health, 95, 2015–2021.
Sjögren, E., Leanderson, P., & Kristenson, M. (2006). Diurnal saliva cortisol levels and relations to psychosocial factors in a population sample of middle-aged Swedish men and women. International Journal of Behavioral Medicine, 13, 193–200.
Steadman, H. J., & Ribner, S. A. (1982). Life stress and violence among ex-mental patients. Social Science & Medicine, 16, 1641–1647.
Steadman, H. J., Mulvey, E. P., Monahan, J., Robbins, P. C., Appelbaum, P. S., Grisso, T., Roth, L. H., & Silver, E. (1998). Violence by people discharged from acute psychiatric inpatient facilities and by others in the same neighbourhoods. Archives of General Psychiatry, 55, 393–401.
Steenkamp, J., & Baumgartner, H. (1998). Assessing measurement invariance in cross-national consumer research. Journal of Consumer Research, 25, 78–90.
Vandenburg, R. J., & Lance, C. E. (2000). A review and synthesis of the measurement invariance literature: Suggestions, practices, and recommendations for organizational research. Organizational Research Methods, 3, 4–70.
Yu, C. Y. (2002). Evaluating cutoff criteria of model fit indices for latent variable models with binary and continuous outcomes. Unpublished doctoral dissertation. University of California, Los Angeles.
Zubin, J., & Spring, B. (1977). Vulnerability: A new view of schizophrenia. Journal of Abnormal Psychology, 86, 103–126.
Zuckerman, M. (1999). Diathesis–stress models. In M. Zuckerman (Ed.), Vulnerability to psychopathology: A biosocial model (pp. 3–23). Washington: American Psychological Association.
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Lavoie, J.A.A., Douglas, K.S. The Perceived Stress Scale: Evaluating Configural, Metric and Scalar Invariance across Mental Health Status and Gender. J Psychopathol Behav Assess 34, 48–57 (2012). https://doi.org/10.1007/s10862-011-9266-1
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DOI: https://doi.org/10.1007/s10862-011-9266-1