Luke Duttweiler develops biostatistical and machine learning methods for population health, spanning Bayesian modeling, causal decision strategies, and network structure learning. He builds tools for mobile health and environmental/reproductive epidemiology to enable robust real-world evidence from large, irregularly tracked datasets.