This paper analyzes the risk of mortgage default and prepay for single-family, 30year fixed rate mortgages using a variety of machine learning and survival analysis methods. Predictions are made for homeowner choices to continue payment, default, or prepay using both parametric and non-parametric models. These models include Binary Logit, Multinomial Logit, K-Nearest Neighbors, K-fold Cross Val...