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The inclusion of time-different covariates into survival Assessment has led to raised predictions of the time to default in behavioural credit rating scoring models. Nevertheless, when these time-different covariates are endogenous, There's two major challenges: estimation bias on the survival design and lack of a prediction framework for upcoming