Abstract
OBJECTIVE: The purpose of this study was to explore factors associated with employment outcomes of veterans with substance use disorders. METHODS: Chi-squared automatic interaction detector (CHAID) was used to explore how interactions between participant entry characteristics and treatment participation variables relate to employment outcome. Participants included 46,641 veterans with substance use disorders from the Veterans Health Administration's CompensatedWork Therapy (CWT) Programs during the period of 1993 to 2005 The data used in this study were administrative archival data routinely collected by the Northeast Program Evaluation Center (NEPEC) from all CWT programs nationwide. RESULTS: Factors most highly associated with competitive employment outcome included greater treatment intensity, defined as higher weekly mean earnings and longer treatment duration; higher vocational functioning prior to admission defined as a shorter length of time since employed for at least a month; and participation in a transitional work experience position on the VA grounds. CONCLUSION: The CHAID analysis was able to construct an optimal model using participant entry characteristics and treatment participation variables to explain the variance in the dependent variable, employment outcome. Through the process of segmentation of the sample into mutually exclusive homogeneous subgroups with different probabilities of positive outcomes, CHAID provided detailed information about interactions between the participant entry characteristics and treatment participation variables on the one hand and the outcome variables on the other.
| Original language | English |
|---|---|
| Pages (from-to) | 113-127 |
| Number of pages | 15 |
| Journal | Journal of Vocational Rehabilitation |
| Volume | 43 |
| Issue number | 2 |
| DOIs | |
| Publication status | Published - 2015 Sep 3 |
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All Science Journal Classification (ASJC) codes
- Rehabilitation
- Occupational Therapy
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Prediction of employment outcomes among veterans with substance use disorders : A chi-squared interaction detector analysis. / Bakken-Gillen, Shana K.; Berven, Norman L.; Chan, Fong; Brooks, Jessica; Resnick, Sandra G.
In: Journal of Vocational Rehabilitation, Vol. 43, No. 2, 03.09.2015, p. 113-127.Research output: Contribution to journal › Review article
TY - JOUR
T1 - Prediction of employment outcomes among veterans with substance use disorders
T2 - A chi-squared interaction detector analysis
AU - Bakken-Gillen, Shana K.
AU - Berven, Norman L.
AU - Chan, Fong
AU - Brooks, Jessica
AU - Resnick, Sandra G.
PY - 2015/9/3
Y1 - 2015/9/3
N2 - OBJECTIVE: The purpose of this study was to explore factors associated with employment outcomes of veterans with substance use disorders. METHODS: Chi-squared automatic interaction detector (CHAID) was used to explore how interactions between participant entry characteristics and treatment participation variables relate to employment outcome. Participants included 46,641 veterans with substance use disorders from the Veterans Health Administration's CompensatedWork Therapy (CWT) Programs during the period of 1993 to 2005 The data used in this study were administrative archival data routinely collected by the Northeast Program Evaluation Center (NEPEC) from all CWT programs nationwide. RESULTS: Factors most highly associated with competitive employment outcome included greater treatment intensity, defined as higher weekly mean earnings and longer treatment duration; higher vocational functioning prior to admission defined as a shorter length of time since employed for at least a month; and participation in a transitional work experience position on the VA grounds. CONCLUSION: The CHAID analysis was able to construct an optimal model using participant entry characteristics and treatment participation variables to explain the variance in the dependent variable, employment outcome. Through the process of segmentation of the sample into mutually exclusive homogeneous subgroups with different probabilities of positive outcomes, CHAID provided detailed information about interactions between the participant entry characteristics and treatment participation variables on the one hand and the outcome variables on the other.
AB - OBJECTIVE: The purpose of this study was to explore factors associated with employment outcomes of veterans with substance use disorders. METHODS: Chi-squared automatic interaction detector (CHAID) was used to explore how interactions between participant entry characteristics and treatment participation variables relate to employment outcome. Participants included 46,641 veterans with substance use disorders from the Veterans Health Administration's CompensatedWork Therapy (CWT) Programs during the period of 1993 to 2005 The data used in this study were administrative archival data routinely collected by the Northeast Program Evaluation Center (NEPEC) from all CWT programs nationwide. RESULTS: Factors most highly associated with competitive employment outcome included greater treatment intensity, defined as higher weekly mean earnings and longer treatment duration; higher vocational functioning prior to admission defined as a shorter length of time since employed for at least a month; and participation in a transitional work experience position on the VA grounds. CONCLUSION: The CHAID analysis was able to construct an optimal model using participant entry characteristics and treatment participation variables to explain the variance in the dependent variable, employment outcome. Through the process of segmentation of the sample into mutually exclusive homogeneous subgroups with different probabilities of positive outcomes, CHAID provided detailed information about interactions between the participant entry characteristics and treatment participation variables on the one hand and the outcome variables on the other.
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UR - http://www.scopus.com/inward/citedby.url?scp=84940944258&partnerID=8YFLogxK
U2 - 10.3233/JVR-150761
DO - 10.3233/JVR-150761
M3 - Review article
AN - SCOPUS:84940944258
VL - 43
SP - 113
EP - 127
JO - Journal of Vocational Rehabilitation
JF - Journal of Vocational Rehabilitation
SN - 1052-2263
IS - 2
ER -