PhD researcher in Information Systems at the University of North Carolina, Greensboro, after several years in industry across software development, data science/engineering, and product management. Research focuses on human–AI interactions, building effective human–AI teams, and using machine learning and econometric models to understand cybersecurity and privacy behaviors. Outputs published in IS conferences (e.g., AMCIS, ICIS). Consulting exposure across Oil & Gas, FMCG, and Technology in Malaysia, Germany, and Ghana. Supports teaching in supply chain/logistics and analytics-related courses.