Abstract
For people with psychiatric disabilities, demographic characteristics and measures of clinical status are often used to allocate scarce employment services. This study examined a battery of potential client predictors of competitive employment, testing the hypothesis that evidence-based supported employment would mitigate the negative effects of poor work history, uncontrolled symptoms, substance abuse, and other client factors. In a secondary analysis of 2055 unemployed Social Security Disability Insurance beneficiaries with schizophrenia or affective disorders, we examined 20 baseline client factors as predictors of competitive employment. The analysis used logistic regression to identify significant client predictors and then examined interactions between significant predictors and receipt of evidence-based supported employment. Work history was a strong predictor of employment, and other client measures (fewer years on disability rolls, Hispanic ethnicity, and fewer physical health problems) were modestly predictive. Evidence-based supported employment mitigated negative client factors, including poor work history. Participants with a poor work history benefitted from supported employment even more than those with a recent work experience. Evidence-based supported employment helps people with serious mental illness, especially those with poor job histories, to obtain competitive employment. Factors commonly considered barriers to employment, such as diagnosis, substance use, hospitalization history, and misconceptions about disability benefits, often have little or no impact on competitive employment outcomes.
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Anthony, W. A., Cohen, M., Farkas, M. D., & Gagne, C. (2002). Psychiatric rehabilitation (2nd edn.). Boston: Center for Psychiatric Rehabilitation.
Becker, D. R., & Drake, R. E. (2003). A working life for people with severe mental illness. New York: Oxford University Press.
Bond, G. R., Campbell, K., & Drake, R. E. (2012). Standardizing measures in four domains of employment outcome for Individual Placement and Support. Psychiatric Services, 63, 751–757.
Bond, G. R., & Drake, R. E. (2008). Predictors of competitive employment among patients with schizophrenia. Current Opinion in Psychiatry, 21, 362–369.
Burke-Miller, J. K., Cook, J. A., Grey, D. D., Razzano, L. A., Blyler, C. R., Leff, H. S., … Carey, M. A. (2006). Demographic characteristics and employment among people with severe mental illness in a multisite study. Community Mental Health Journal, 42, 143–159.
Burns, T., Yeeles, K., Langford, O., Montes, M. V., Burgess, J., & Anderson, C. (2015). A randomised controlled trial of time-limited individual placement and support: IPS-LITE trial. British Journal of Psychiatry, 207, 351–356.
Campbell, K., Bond, G. R., & Drake, R. E. (2011). Who benefits from supported employment: A meta-analytic study. Schizophrenia Bulletin, 37, 370–380.
Campbell, K., Bond, G. R., Drake, R. E., McHugo, G. J., & Xie, H. (2010). Client predictors of employment outcomes in high-fidelity supported employment: A regression analysis. Journal of Nervous and Mental Disease, 198, 556–563.
Cohen, J. (1992). A power primer. Psychological Bulletin, 112, 155–159.
Cook, J. A., & Razzano, L. (2000). Vocational rehabilitation for persons with schizophrenia: Recent research and implications for practice. Schizophrenia Bulletin, 26, 87–103.
Danley, K. S., & Anthony, W. A. (1987). The Choose-Get-Keep Model: Serving severely psychiatrically disabled people. American Rehabilitation, 13(4), 6–9, 27–29.
Dickinson, D., Ramsey, M., & Gold, J. (2007). Overlooking the obvious: A meta-analytic comparison of digit symbol coding tasks and other cognitive measures in schizophrenia. Archives of General Psychiatry, 64, 532–542.
Drake, R. E., Frey, W. D., Bond, G. R., Goldman, H. H., Salkever, D. S., Miller, A. L., … Milford, R. (2013). Assisting Social Security Disability Insurance beneficiaries with schizophrenia, bipolar disorder, or major depression in returning to work. American Journal of Psychiatry, 170, 1433–1441.
Drebing, C. E., Bell, M., Campinell, A. E., Fraser, R., Malec, J., Penk, W., & Pruitt-Stevens, L. (2012). Vocational services research: Recommendations for next stage of work. Journal of Rehabilitation Research and Development, 49, 101–120.
Druss, B. G., Zhao, L., Von Esenwein, S., Morrato, E. H., & Marcus, S. C. (2011). Understanding excess mortality in persons with mental illness: 17-year follow up of a nationally representative US survey. Medical Care, 49, 599–604.
Estroff, S. E., Patrick, D. L., Zimmer, C. R., & Lachicotte, W. S. (1997). Pathways to disability income among persons with severe, persistent psychiatric disorders. Milbank Quarterly, 75, 495–532.
Frey, W. D., Drake, R. E., Bond, G. R., Miller, A. L., Goldman, H. H., Salkever, D. S., & Holsenbeck, S. (2011). Mental Health Treatment Study: Final Report to Social Security Administration (http://socialsecurity.gov/disabilityresearch/mentalhealth.htm). Retrieved from Rockville, MD.
Hanley, J. A., & McNeil, B. J. (1982). The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology, 143, 29–36.
Lehman, A. F. (1988). A quality of life interview for the chronically mentally ill. Evaluation and Program Planning, 11, 51–62.
Lipsey, M. W. (1990). Design sensitivity. Newbury Park, CA: Sage.
Luciano, A. E., & Meara, E. (2014). The employment status of people with mental illness: National survey data from 2009 and 2010. Psychiatric Services, 65, 1201–1209.
MacDonald-Wilson, K. L., Rogers, E. S., Ellison, M. L., & Lyass, A. (2003). A study of the Social Security Work Incentives and their relation to perceived barriers to work among persons with psychiatric disability. Rehabilitation Psychology, 48, 301–309.
Maestas, N., Mullen, K. J., & Strand, A. (2013). Does disability insurance receipt discourage work? Using examiner assignment to estimate causal effects of SSDI receipt. American Economic Review, 103, 1797–1829.
McGorry, P. D. (2015). Early intervention in psychosis: Obvious, effective, overdue. Journal of Nervous and Mental Disease, 203, 310–318.
McGurk, S. R., & Mueser, K. T. (2004). Cognitive functioning, symptoms, and work in supported employment: A review and heuristic model. Schizophrenia Research, 70, 147–173.
McLellan, A. T., Alterman, A. I., Cacciola, J., & Metzger, D. (1992). A new measure of substance abuse treatment: Initial studies of the Treatment Services Review. Journal of Nervous and Mental Disease, 180, 101–110.
McLellan, A. T., Luborsky, L., Woody, G. E., & O’Brien, C. P. (1980). An improved diagnostic evaluation instrument for substance abuse patients: The Addiction Severity Index. Journal of Nervous and Mental Disorders, 168, 26–33.
Michon, H. W., van Weeghel, J., Kroon, H., & Schene, A. H. (2005). Person-related predictors of employment outcomes after participation in psychiatric vocational rehabilitation programmes: A systematic review. Social Psychiatry and Psychiatric Epidemiology, 40, 408–416.
Milfort, R., Bond, G. R., McGurk, S. R., & Drake, R. E. (2015). Barriers to employment among Social Security Disability Insurance beneficiaries in the Mental Health Treatment Study. Psychiatric Services, 66, 1350–1352.
Modini, M., Tan, L., Brinchmann, B., Wang, M., Killackey, E., Glozier, N., … Harvey, S. B. (2016). Supported employment for people with severe mental illness: A systematic review and meta-analysis of the international evidence. British Journal of Psychiatry, 209, 14–22.
Mueser, K. T., Bond, G. R., Essock, S. M., Clark, R. E., Carpenter-Song, E., Drake, R. E., & Wolfe, R. (2014). The effects of supported employment in Latino consumers with severe mental illness. Psychiatric Rehabilitation Journal, 37, 113–122.
Rothman, K. J., Greenland, S., & Lash, T. L. (2008). Modern epidemiology (3rd edn.). Philadelphia: Lippincott, Williams, & Wilkins.
Salkever, D. S., Gibbons, B., Frey, W. D., Milfort, R., Bollmer, J., Hale, T. W., … Goldman, H. H. (2014). Recruitment in the Mental Health Treatment Study: A behavioral health/employment intervention for Social Security disabled-worker beneficiaries. Social Security Bulletin, 74, 27–46.
SAS. (2011). SAS 9.3 output delivery system user’s guide. Cary, NC: SAS Institute, Inc.
Strauss, J. S., & Carpenter, W. T. (1974). Prediction of outcome in schizophrenia. II. Relationships between predictor and outcome variables. Archives of General Psychiatry, 31, 37–42.
Tsang, H. W., Leung, A. Y., Chung, R. C., Bell, M., & Cheung, W. M. (2010). Review on vocational predictors: A systematic review of predictors of vocational outcomes among individuals with schizophrenia: An update since 1998. Australian and New Zealand Journal of Psychiatry, 44, 495–504.
Ware, J. E., Kosinkski, M., & Keller, S. (1996). SF-12: A 12-item short-form health survey. Medical Care, 34, 220–233.
Wewiorski, N. J., & Fabian, E. S. (2004). Association between demographic and diagnostic factors and employment outcomes for people with psychiatric disabilities: A synthesis of recent research. Mental Health Services Research, 6, 9–21.
Acknowledgements
The authors thank Susan Kalasunas and Tom Hale from the U.S. Social Security Administration (SSA) for their assistance. This study extends work that was conducted under Contract SS00-05-60072 between the SSA and Westat and Grant #H133B140028 from the National Institute on Disability, Independent Living, and Rehabilitation Research (NIDILRR). The contents of this manuscript were developed under a grant with funding from the National Institute on Disability, Independent Living, and Rehabilitation Research and from the Center for Mental Health Services, Substance Abuse and Mental Health Services Administration (SAMHSA) within the United States Department of Health and Human Services (NIDILRR Grant 90RT5029). NIDILRR is a Center within the Administration for Community Living (ACL), Department of Health and Human Services. The contents of this manuscript do not necessarily represent the policy of NIDILRR, ACL, or HHS, and you should not assume endorsement by the Federal Government. The opinions expressed in this article are those of the authors and not necessarily those of the SSA.
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The data were collected under contract SS00-05-60072 and are under the auspice of the Social Security Administration.
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The authors assert that all procedures contributing to this work comply with the ethical standards of the relevant national and institutional committees on human experimentation and with the Helsinki Declaration of 1975, as revised in 2008.
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Metcalfe, J.D., Drake, R.E. & Bond, G.R. Predicting Employment in the Mental Health Treatment Study: Do Client Factors Matter?. Adm Policy Ment Health 44, 345–353 (2017). https://doi.org/10.1007/s10488-016-0774-x
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DOI: https://doi.org/10.1007/s10488-016-0774-x