The study examines the effectiveness of credit risk management in enhancing loan recovery within Nigerian deposit money banks, amid a significant challenge posed by non-performing loans. Utilizing primary data and ordinary least squares analysis, the findings suggest that implementing a robust credit risk architecture can improve loan recovery rates. The research highlights the critical role of banks in economic development and emphasizes the need for refined credit risk management practices to mitigate the impact of delinquent loans.