P. Khalili

A two‑stage hybrid framework for default prediction in digital lending through integrating internal and external credit models.

A two-stage hybrid framework that integrates internal default prediction models with external credit ratings at the decision-making level is proposed, demonstrating that decision-level integration of internal and external models, and addressing class imbalance, enhances both predictive performance and profitability.