... is to construct a hybrid predictive framework that integrates classification, feature selection, and data balance algorithms to cope with the high-dimensional and imbalanced nature of P2P credit data. Design/methodology/approach An improved synthetic minority over-sampling technique (IMSMOTE) is developed...