Ian Frame J.D. is a licensed attorney with more than a decade of experience in the automotive industry. Ian currently serves as Director of CARFAX’s Auto Finance division, overseeing the strategic execution of the vertical while launching projects designed to pierce the Auto Finance industry landscape. In a recent collaboration with major lenders and insurance companies, Ian utilized machine learning to help develop fraud indicators that integrate with loan origination platforms and feed directly into lender scorecards. Ian, a 2021 Auto Remarketing 40 Under 40 honoree, retains an impressive cache of knowledge on key topics in the auto lending space, including: machine learning, collateral fraud, big data and more.