Experts Josh and Jon discuss tuning and optimization in financial institutions, covering regulatory requirements, benefits, and transaction monitoring perspectives. They explore event-triggered tuning, challenges, customer segmentation, and alignment of monitoring scenarios for effective alert generation.
Tuning and optimization in financial institutions enhance risk coverage and compliance by identifying gaps in monitoring scenarios.
Despite the benefits, institutions may avoid tuning due to its labor-intensive nature, requiring significant time and resources for optimal effectiveness.
Deep dives
Importance of Tuning and Optimization in Financial Institutions
Financial institutions benefit from performing tuning on monitoring systems to optimize outcomes and gain valuable insights into customers and data. Tuning enhances risk coverage by identifying gaps or redundancies in monitoring scenarios, improving system effectiveness, accuracy, and compliance overall. Regulatory expectations, such as those outlined in the FFIC BSA AML exam manual and the New York DFS Part 504 regulation, emphasize the need for periodic evaluation of filtering criteria, thresholds, and detection scenarios.
Challenges and Resistance to Tuning and Optimization
Financial institutions may avoid tuning and optimization due to its labor-intensive nature, especially in transaction monitoring. The process can be time-consuming and resource-intensive, leading to reluctance in conducting thorough tuning exercises. Despite the clear benefits of improved effectiveness, accuracy, and compliance, institutions find the exercise challenging due to the significant investment of time and resources required.
Focus on Transaction Monitoring in Tuning and Optimization
In transaction monitoring tuning, coverage assessment is crucial, ensuring scenarios address geographies, customer segments, product types, and risk profiles adequately. Avoiding gaps and overlap in monitoring scenarios is essential to prevent redundant alerts and ensure efficient detection. Segmenting customers based on risk levels and conducting reasonability checks on thresholds are key steps to optimize the effectiveness of transaction monitoring systems.
What is Tuning and Optimization?
Why should financial institutions do this exercise?
Are there any benefits or regulatory prescriptions for it?
Josh and Jon, our experts in this field, provide a comprehensive overview of tuning and optimization, delving into the details of why it's essential, how it's done, the benefits for financial institutions, and what it looks like from a transaction monitoring perspective.
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