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The inclusion of time-varying covariates into survival Assessment has led to higher predictions of time to default in behavioural credit rating scoring models. Having said that, when these time-varying covariates are endogenous, There's two significant problems: estimation bias in the survival design and not enough a prediction framework for upcomi