Heterogeneity in Drug Abuse Among Juvenile Offenders: Is Mixture Regression More Informative Than Standard Regression?. (November 2013)

• Record Type: Journal Article
• Authors: Montgomery, Katherine L.; Vaughn, Michael G.; Thompson, Sanna J.; Howard, Matthew O.
• Is Part Of: International journal of offender therapy and comparative criminology. Volume 57:Number 11(2013)
• Page Start: 1326
• Page End: 1346
• Publication Date: 2013-11
• Subjects: mixture regression -- latent class regression -- juvenile offenders -- drug use -- mental health; Criminals -- Rehabilitation -- Periodicals; Criminal psychology -- Periodicals; Violent offenders -- Periodicals; Sex offenders -- Periodicals; Criminology -- Periodicals; 364.3
• DOI: 10.1177/0306624X12459185
• Languages: English
• ISSNs: 0306-624X

Abstract

Research on juvenile offenders has largely treated this population as a homogeneous group. However, recent findings suggest that this at-risk population may be considerably more heterogeneous than previously believed. This study compared mixture regression analyses with standard regression techniques in an effort to explain how known factors such as distress, trauma, and personality are associated with drug abuse among juvenile offenders. Researchers recruited 728 juvenile offenders from Missouri juvenile correctional facilities for participation in this study. Researchers investigated past-year substance use in relation to the following variables: demographic characteristics (gender, ethnicity, age, familial use of public assistance), antisocial behavior, and mental illness symptoms (psychopathic traits, psychiatric distress, and prior trauma). Results indicated that standard and mixed regression approaches identified significant variables related to past-year substance use among this population; however, the mixture regression methods provided greater specificity in results. Mixture regression analytic methods may help policy makers and practitioners better understand and intervene with the substance-related subgroups of juvenile offenders.