CatBoost model replacing subjective judgment in VP metric reviews. Three iterations driven by real-world failure, validated with Finance, adopted across multiple teams.

Hybrid ML pipeline for VOC analysis. Cut unclassified contacts from 22% to 9%. Drove product redesigns and measurable reductions in cancellations and returns.