This report summarizes the National Summit on the Science and Technology of Epidemiological Modeling and Prediction, which was held on November 12–13, 2020. The goal of the Summit was to stimulate discussion across multiple relevant disciplines and stakeholder groups regarding a national research and development roadmap for epidemiological modeling and prediction.