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The inclusion of time-various covariates into survival analysis has led to better predictions of the time to default in behavioural credit scoring designs. Nevertheless, when these time-various covariates are endogenous, There are 2 main complications: estimation bias with the survival design and deficiency of a prediction framework for long term v