Skip to main content
Top
Published in: Administration and Policy in Mental Health and Mental Health Services Research 3/2017

01-05-2017 | Original Paper

Predicting Employment in the Mental Health Treatment Study: Do Client Factors Matter?

Authors: Justin D. Metcalfe, Robert E. Drake, Gary R. Bond

Published in: Administration and Policy in Mental Health and Mental Health Services Research | Issue 3/2017

Login to get access

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.
Appendix
Available only for authorised users
Literature
go back to reference Anthony, W. A., Cohen, M., Farkas, M. D., & Gagne, C. (2002). Psychiatric rehabilitation (2nd edn.). Boston: Center for Psychiatric Rehabilitation. Anthony, W. A., Cohen, M., Farkas, M. D., & Gagne, C. (2002). Psychiatric rehabilitation (2nd edn.). Boston: Center for Psychiatric Rehabilitation.
go back to reference Becker, D. R., & Drake, R. E. (2003). A working life for people with severe mental illness. New York: Oxford University Press.CrossRef Becker, D. R., & Drake, R. E. (2003). A working life for people with severe mental illness. New York: Oxford University Press.CrossRef
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference Bond, G. R., & Drake, R. E. (2008). Predictors of competitive employment among patients with schizophrenia. Current Opinion in Psychiatry, 21, 362–369.CrossRefPubMed Bond, G. R., & Drake, R. E. (2008). Predictors of competitive employment among patients with schizophrenia. Current Opinion in Psychiatry, 21, 362–369.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference Campbell, K., Bond, G. R., & Drake, R. E. (2011). Who benefits from supported employment: A meta-analytic study. Schizophrenia Bulletin, 37, 370–380.CrossRefPubMed Campbell, K., Bond, G. R., & Drake, R. E. (2011). Who benefits from supported employment: A meta-analytic study. Schizophrenia Bulletin, 37, 370–380.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference Cook, J. A., & Razzano, L. (2000). Vocational rehabilitation for persons with schizophrenia: Recent research and implications for practice. Schizophrenia Bulletin, 26, 87–103.CrossRefPubMed Cook, J. A., & Razzano, L. (2000). Vocational rehabilitation for persons with schizophrenia: Recent research and implications for practice. Schizophrenia Bulletin, 26, 87–103.CrossRefPubMed
go back to reference 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. 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.
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMedPubMedCentral 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.CrossRefPubMedPubMedCentral
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference Lehman, A. F. (1988). A quality of life interview for the chronically mentally ill. Evaluation and Program Planning, 11, 51–62.CrossRef Lehman, A. F. (1988). A quality of life interview for the chronically mentally ill. Evaluation and Program Planning, 11, 51–62.CrossRef
go back to reference Lipsey, M. W. (1990). Design sensitivity. Newbury Park, CA: Sage. Lipsey, M. W. (1990). Design sensitivity. Newbury Park, CA: Sage.
go back to reference 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.CrossRefPubMedPubMedCentral 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.CrossRefPubMedPubMedCentral
go back to reference 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.CrossRef 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.CrossRef
go back to reference 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.CrossRef 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.CrossRef
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRef 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.CrossRef
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference Rothman, K. J., Greenland, S., & Lash, T. L. (2008). Modern epidemiology (3rd edn.). Philadelphia: Lippincott, Williams, & Wilkins. Rothman, K. J., Greenland, S., & Lash, T. L. (2008). Modern epidemiology (3rd edn.). Philadelphia: Lippincott, Williams, & Wilkins.
go back to reference 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. 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.
go back to reference SAS. (2011). SAS 9.3 output delivery system user’s guide. Cary, NC: SAS Institute, Inc. SAS. (2011). SAS 9.3 output delivery system user’s guide. Cary, NC: SAS Institute, Inc.
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
go back to reference Ware, J. E., Kosinkski, M., & Keller, S. (1996). SF-12: A 12-item short-form health survey. Medical Care, 34, 220–233.CrossRefPubMed Ware, J. E., Kosinkski, M., & Keller, S. (1996). SF-12: A 12-item short-form health survey. Medical Care, 34, 220–233.CrossRefPubMed
go back to reference 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.CrossRefPubMed 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.CrossRefPubMed
Metadata
Title
Predicting Employment in the Mental Health Treatment Study: Do Client Factors Matter?
Authors
Justin D. Metcalfe
Robert E. Drake
Gary R. Bond
Publication date
01-05-2017
Publisher
Springer US
Published in
Administration and Policy in Mental Health and Mental Health Services Research / Issue 3/2017
Print ISSN: 0894-587X
Electronic ISSN: 1573-3289
DOI
https://doi.org/10.1007/s10488-016-0774-x

Other articles of this Issue 3/2017

Administration and Policy in Mental Health and Mental Health Services Research 3/2017 Go to the issue