Lead AML search-quality modeling and experimentation, improving fuzzy name matching across sanctions, PEP, and adverse media data. Build evaluation datasets and metrics, deploy and monitor production models, manage drift and incidents, investigate customer matching issues, and balance accuracy with performance and cost. Collaborate cross-functionally with Product, Engineering, QA, DevOps, and Customer Success while mentoring teammates and advancing data science practices.