Loan default risk classification in digital banking services: evaluating autoencoder-based feature learning and gradient boosting

Loan default remains a persistent source of financial loss in digital banking, and prior work in this area has reported near-perfect classification results that rarely hold up under close scrutiny. This study re-examines one such case. Using the publicly available “Loan Status Classification” datase