Abstract
Logistic regression has been applied for classification and to determine the factors which affects the behavioral score of the consumer. Cumulative logistic regression with a latent variable link as link function determines the dynamic of consumers’ behavioral score. A multivariate describes the dependency of credit risky assets in a portfolio. Credibility theory combines the application transition from the credit bureau with behavioral transition matrix from consumer performance and experience.