Research spans human-centered AI and ubiquitous sensing to model behavior, wellbeing, and social dynamics. Develops LLM sensemaking, empathetic coworkers, and ground-truth simulation; advances imputation and harm-mitigation; leverages social media and wearables for scalable, responsible digital health.