Conducts research evaluating AI-generated digital twins against human responses. Designs experiments, statistical measures, human rating studies, longitudinal data collection, and model evaluations. Analyzes large-scale behavioral data, assesses model calibration and simulation performance, specifies analyses for engineers, and co-authors academic or industry publications.