BSA/AMLScenario TuningSanctions
BSA/AML Transaction Monitoring Scenario & Sanctions Screening Tuning Analysis
Under U.S. regulations, banks operating in the country are required to conduct annual tuning of their AML models. Finoptics addressed this requirement for a client by analyzing transaction data to update thresholds, reflecting the bank's risk profile for optimized performance. Our work included a detailed review of model design, data integrity, scenario logic, and overall system performance, as well as independently replicating the transaction monitoring environment to confirm how the system behaves in practice. When appropriate, we assessed and recommended threshold adjustments to improve detection quality, and developed a Python-based dashboard providing comprehensive visualizations of transaction trends and model adjustments. This approach strengthened the accuracy and efficiency of the bank's AML framework, enhanced governance and documentation, enabled faster, more informed decision-making, improved readiness for regulatory reviews, and provided a clearer understanding of which enhancements deliver meaningful impact, resulting in a more reliable and effective AML program.
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