This study analyses a portfolio of 150 personal and business loans disbursed between January 2023 and June 2024 at a digital micro-lending institution operating across eight Nigerian states. The core business question is: What borrower and loan characteristics predict default risk, and how can the credit team use these insights to price loans more accurately and reduce non-performing loan (NPL) rates?