Assessing Intervention Needs of Juvenile Probationers: An Application of Latent Profile Analysis to a Risk–Need–Responsivity Assessment Model

The assessment of criminogenic risk is critical in the prediction of future delinquency and the ability to provide appropriate services and interventions for youth offenders. The goal of this study was to determine whether using latent profile analysis (LPA) produced better risk classification profiles than traditional linear methods. Archival data were used to examine 1,263 male and female youth probationers. Criminogenic profiles were developed using the Youth Level of Service/Case Management Inventory, a widely used juvenile risk assessment. LPA determined that there were three distinct profiles: Minimal Intervention Needs, Social Behavior and Social Bonding Needs, and Maximum Intervention Needs. The profiles that youth fit into differed across demographic variables such as gender, age, recidivism, and history of child maltreatment, but not minority status and offense type. This research may aid in addressing specific intervention needs of offenders