– 5 years data science, data visualization, machine learning, predictive modeling, and GIS and spatial analysis

– 20+ years using data for manufacturing process improvement in nuclear, plastics, aerospace, medical device and health information sectors

– 18+ years quality engineering, creating inspection and test systems and validating through advanced mixed-effects models