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The inclusion of time-varying covariates into survival Examination has led to raised predictions of some time to default in behavioural credit rating scoring models. Nonetheless, when these time-various covariates are endogenous, There are 2 key difficulties: estimation bias on the survival design and insufficient a prediction framework for future