A novel approach to define the local region of dynamic selection techniques in imbalanced credit scoring problems

•A novel local competence definition for imbalance dynamic selection classification.•An evaluation of the classification complexity of credit scoring datasets.•A reduction of a dynamic selection technique to a static selection approach.•An evaluation of the prediction performance of RMkNN in comparison with regular kNN to imbalanced credit scoring datasets.