monitoringCalibration Models
False Positive Reduction in Transaction Monitoring Systems
schedule18 min read
bar_chartAdvanced Difficulty
updateUpdated 2024
Alert fatigue is a system calibration failure, not a staffing problem. The root cause is almost always miscalibrated thresholds or poorly segmented customer populations applied to rule sets designed for a different risk profile.
Segmentation-First Calibration
Rule thresholds should never be applied uniformly across the full customer population. Effective segmentation by business type, channel, and expected transaction behaviour is a prerequisite for any calibration effort.
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