Non-performing loans (NPLs) represent a key issue for financial institutions globally. These involve loans where the applicant has been unable to make scheduled installments for a specified period, typically 90 days or longer . A surge in NPLs can reflect broader downturns and present a risk to the health of the financial sector. Understanding the