First-party fraud is where the borrower uses their own identity, real name, SSN, address, and credit history, but fabricates income and employment documentation. It accounts for 69% of auto lending fraud exposure and is detected through income document validation (identifying fabricated pay stubs and bank statements) and cross-document income reconciliation (comparing stated income against actual deposit patterns).
