The Development and Validation of an Actuarial Risk Assessment Tool for the Prediction of First-Time Offending

Int J Offender Ther Comp Criminol. 2016 May;60(7):847-64. doi: 10.1177/0306624X14558204. Epub 2014 Nov 12.

Abstract

For prevention purposes, it is important that police officers can estimate the risk for delinquency among juveniles who were involved in a criminal offense, but not in the role of a suspect. In the present study, the Youth Actuarial Risk Assessment Tool for First-Time Offending (Y-ARAT-FO) was developed based solely on police records with the aim to enable Dutch police officers to predict the risk for first-time offending. For the construction of this initial screening instrument, an Exhaustive Chi-squared Automatic Interaction Detector (Exhaustive CHAID) analysis was performed on a data set that was retrieved from the Dutch police system. The Y-ARAT-FO was developed on a sample of 1,368 juveniles and validated on a different sample of 886 juveniles showing moderate predictive accuracy in the validation sample (area under the receiver operating characteristic curve [AUC] = .728). The predictive accuracy of the Y-ARAT-FO was considered sufficient to justify its use as an initial screening instrument by the Dutch police.

Keywords: CHAID analysis; actuarial risk assessment; first-time offending; juvenile delinquency; screening.

Publication types

  • Validation Study

MeSH terms

  • Actuarial Analysis*
  • Adolescent
  • Child
  • Crime / prevention & control
  • Crime / psychology*
  • Crime / statistics & numerical data*
  • Humans
  • Juvenile Delinquency / prevention & control
  • Juvenile Delinquency / psychology*
  • Juvenile Delinquency / statistics & numerical data*
  • Male
  • Mass Screening / statistics & numerical data
  • Netherlands
  • Police
  • ROC Curve
  • Risk Assessment / statistics & numerical data*