As digital banking, instant credit, and mobile transactions become standard, financial fraud continues to evolve—and first party fraud has emerged as one of the most persistent and underestimated threats. Unlike conventional fraud that involves third-party impersonation or stolen identities, first party fraud is typically committed by a real pers