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The inclusion of time-various covariates into survival Evaluation has led to better predictions of time to default in behavioural credit rating scoring designs. Nevertheless, when these time-varying covariates are endogenous, There's two main challenges: estimation bias with the survival design and insufficient a prediction framework for potential