The authors of this paper worked with Chicago Public Schools to build a predictive model of violent victimization, which became one of the inputs determining which students would be included in the Youth Advocate Program (YAP). In this paper, we report on the construction of that predictive model, as well as preliminary findings regarding the YAP mentoring intervention.