FinRegLab research finds that cash-flow data can help both to underwrite applicants who lack traditional credit history and improve risk scoring among borrowers who are ranked similarly by traditional scoring systems.

We conducted an independent analysis of data from six firms that use cash-flow metrics to assess consumer and small business applicants. Using loan level performance data, we evaluated the information’s implications for predictiveness, inclusion, and fairness.