Ayan Mukherjee

Ayan Mukherjee

Name Ayan Mukherjee
Designation Senior Chapter Lead Model Validation, Model Risk Management ING, Netherlands
Social Media

Day 3 (November 28)

9:20

Session: KYC and AI

Supervised ML in transaction monitoring introduces risks like label reliability, drift, interpretability, bias, and compliance challenges. AI-driven CDD reviews for low-risk customers face issues with drifting labels and regulatory compliance. Fairness concerns in TM and CDD arise when AI models influence transaction monitoring and risk ratings without transparent processes