This project aims to create more accurate predictions on substance use disorders among youth in urban communities using Community-Based Participatory Research methods, geospatial analysis, and machine learning. Our goals are to collect local and individual-level data in Paterson and East Orange, New Jersey, train and involve youth in the study design, and use longitudinal methods to develop a database to track substance use outcomes among youth aged 15-21.