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The inclusion of your time-different covariates into survival analysis has led to better predictions of some time to default in behavioural credit score scoring types. Even so, when these time-various covariates are endogenous, there are two big troubles: estimation bias in the survival model and deficiency of a prediction framework for foreseeable