My research focuses on data-driven building performance and sustainability: modeling occupant energy behavior, selecting occupancy-focused interventions at scale, optimizing housing cost–environment trade-offs, and assessing neighborhood and envelope performance, using machine learning and acoustic sensing for structural monitoring.