7 Understanding financial fraud and foundational detection strategies
This chapter covers
- Understanding the financial fraud landscape
- Identifying key financial fraud typologies
- Applying a four-layer framework to detect fraud
- Detailing AI-powered enhancements
- Using advanced AI models for managing fraud
The image of a masked bandit robbing a stagecoach in the Wild West, pistols drawn and demanding “Your money or your life!” might seem like a relic of a bygone era. In those days, theft was a physical act involving the tangible transfer of gold coins or paper currency. Fast-forward to today, and the landscape of financial crime has undergone a dramatic transformation. The modern-day “bandits” are no longer confined to dusty trails; they navigate the intricate pathways of the digital world, exploiting vulnerabilities in systems where vast sums of money change hands not as physical cash but as fleeting data points on a ledger. The rise of e-commerce, digital payments, and online banking has created an unprecedented flow of these digital transactions and, with it, fertile ground for sophisticated fraudsters.