Prediction models are increasingly used in healthcare to identify potential patient safety events. This systematic review including 25 articles identified several challenges related to electronic health record (EHR)-based prediction models for adverse drug event diagnosis or prognosis, including adherence to reporting standards, use of best practices to develop and validate prediction models, and absence of causal prediction modeling.