Non-performing loans (NPLs) signify a crucial challenge for lenders globally. These involve loans where the applicant has been unable to make scheduled repayments for a specified period, typically 90 days or more . A surge in NPLs can point to broader downturns and create a danger to the soundness of the banking system . Understanding the causes of