UPD developed an early warning system (EWS) for Shelby County Schools (SCS) as part of their custom Ed-Fi Dashboard suite. We created a custom statistical model for SCS to predict the likelihood of on-time graduation for students in the district. The EWS shows risk predictions at the student level and provide aggregate data for each school and the entire district.