Calvin leads product management for AI & ML at JPMorgan Chase’s Machine Learning Center of Excellence and Chief Data Office. Calvin enjoys applying artificial intelligence on financial services – investment banking, global capital markets, asset and wealth management, etc. – to enhance ROI and risk management. And before fintech, Calvin led IBM’s digital transformation worldwide with product strategy for Growth, which enabled Cloud, Data and Watson AI with a growth hacking discipline, experimental and data-driven culture, and personalized customer experiences based on real-time usage data and behavioral analytics generating +$64M in MRR, 10% reduction in churn, and 300% increase in cross-sells. And prior to tech and consulting, Calvin co-founded an AI startup and spun-off a NGO. So as an innovator, he loves to positively impact ESG and the triple bottom line in the private and public sectors.