Innovative Approaches in Assessing Customers' Creditworthiness as a Factor in Preventing Problematic Loans

In today’s rapidly evolving financial environment, assessing customers’ creditworthiness has become one of the most critical functions of banks and financial institutions. The ability to accurately evaluate a borrower’s capacity to meet their financial obligations not only ensures the stability and profitability of lending institutions but also helps prevent the emergence of non-performing or problematic loans. The global financial crises and recent economic disruptions have highlighted the vulnerabilities inherent in traditional credit assessment methods, which often rely heavily on historical financial statements, credit scores, and conventional risk models. These methods, while useful, may fail to capture dynamic behavioral, social, and technological factors that influence a customer’s ability and willingness to repay.