Risk Scores
Perpetrator Roles
Affected Formats
Detection Difficulty
Moderately difficult. Requires consistent audit procedures and data analysis to surface.
Loyalty Program Fraud
Full chapter with identity card, real examples, warning signs, detection and prevention guidance.
AI-Powered Detection Design
Build a live picture of how accounts relate to each other — shared devices, cards, or addresses — and flag dense clusters that look more like one operator running many accounts than many genuine customers.
Prevention Guidance
Audit Controls
Enhanced audit controls required. Standard procedures are insufficient — implement layered verification.
Technology
Automated POS monitoring, real-time exception reporting, and AI-driven anomaly detection significantly reduce exposure.
Culture & Training
Staff awareness programs, anonymous reporting channels, and clear consequence policies deter opportunistic fraud.
Seen this in your operation?
Submit an anonymous report to help build the next edition of the handbook.