From search to guidance — personalization people trusted.
Across Under Armour and Capital Group, I led personalization and recommendation systems that replaced search-first discovery with intent-driven guidance. Pairing data science with transparency and user control, I proved the lift in a controlled rollout before scaling — so adoption was earned, not forced.