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The inclusion of time-various covariates into survival analysis has led to higher predictions of the time to default in behavioural credit score scoring styles. Nonetheless, when these time-different covariates are endogenous, There's two significant issues: estimation bias with the survival design and lack of a prediction framework for long run va