Auto lending fraud is predominantly first-party income fraud, with borrowers using their own identities but fabricating income documentation, accounting for 69% of auto fraud exposure. Mortgage fraud involves a variety including third-party fraud and property value manipulation. Both share income misrepresentation as the primary vector, making income document validation the core fraud detection capability for both channels.
