Credit risk modeling is a financial analysis tool used to estimate the likelihood of a borrower defaulting on a loan, helping lenders manage and mitigate potential losses. It involves statistical techniques and data analysis to evaluate creditworthiness, incorporating variables such as credit history, economic conditions, and borrower characteristics.