Loan risk analysis has always been the foundation of lending. Every approval, rejection, and pricing decision depends on how accurately a lender can assess risk. Yet, the nature of risk itself has changed. Borrowers today are more diverse. MSMEs, self-employed professionals, gig workers, and digital businesses do not always fit into traditional credit models. Balance