Answers / Risk & Compliance

How would you design an AML transaction monitoring system?

A core Risk & Compliance interview question — asked in analyst and associate interviews across IB, PE, and the Big 4.

THE SHORT ANSWER

(1) Define detection rules based on risk assessment: threshold-based (large cash), pattern-based (structuring), behavioral (deviation from profile). (2) Calibrate rules to minimize false positives while maintaining detection effectiveness. (3) Implement alert investigation workflow: L1 triage, L2 investigation, L3 escalation/STR. (4) Track metrics: alert volume, false positive rate, SAR conversion rate, investigation time. (5) Regular tuning: quarterly review of rules based on new typologies and regulatory guidance.

WHAT INTERVIEWERS LISTEN FOR

  • Risk-based detection rules
  • False positive calibration
  • Alert investigation workflow
  • Performance metrics tracking
  • Regular rule tuning

COMMON MISTAKES

  • Only threshold-based rules
  • Ignoring false positive rate
  • No escalation process

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