The impact of class imbalance in logistic regression models for low-default portfolios in credit risk

Willem D. Schutte, Charl Pretorius, Neill Smit +2

In this paper, we study how class imbalance, typical of low-default credit portfolios, affects the performance of logistic regression models. Using a simulation study with controll…