• Expertise with stem-cell registry (big data), match algorithm and validation methodologies
• Stem-cell registry modeling and population analysis
• Research publication promoting innovation in registry operations and transplant outcome
• Data modeling and visualization; statistical, Bayesian, population genetics and machine learning methods for product and algorithm development
• Leadership roles in academic, startup, and large corporate environments