Many non-bank lenders base their lending decisions on predictions about which applicants are likely to incur a First Payment Default (FPD)—that is, which applicants are likely to be late making their first payment on a loan. Lenders assume that by predicting FPD they will be able to predict which applicants are likely to default on the loans entirely, resulting in losses for the lender.