Towards more accurate classification of risk of arrest among offenders on community supervision: An application of machine learning versus logistic regression.

Our findings suggest the potential for enhanced risk classification. The next step would be to develop applications for criminal justice and clinical practice to inform better support and management strategies for former offenders in the community.