Demonstrated expertise conducting quantitative and behavioral research at scale using methods such as experimentation/A/B testing, predictive modeling, segmentation and cluster analysis, conjoint modeling, and behavioral telemetry analysis to understand adoption, trust, reliance (follow/verify/override), friction, and outcome patterns. Conduct quantitative and behavioral research using product telemetry, log data, and user sentiment to model adoption, reliance (follow/verify/override), intent, and outcome patterns that improve how UKG's AI products deliver value to customers and end users.