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Owned end-to-end AML system roadmap, improving alert precision by <X>% while maintaining regulatory coverage.
Implemented data quality guardrails across customer, transaction, and watchlist feeds to reduce investigation rework.
Coordinated compliance, operations, and engineering release cycles to deliver <N> control enhancements per quarter.
Built KPI dashboards for backlog, case aging, and SAR cycle time to support management and regulator review.