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The inclusion of time-various covariates into survival Evaluation has led to better predictions of enough time to default in behavioural credit scoring types. Nevertheless, when these time-varying covariates are endogenous, There's two key challenges: estimation bias from the survival model and not enough a prediction framework for long run values