I’d evaluate a mix of traditional metrics—like credit scores, debt-to-income ratio, and payment history—and alternative data, such as education level or employment stability, which Upstart leverages. I’d use statistical models to weigh these factors, ensuring a balance between predictive power and fairness, and validate the approach with historical repayment data.
