Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research.

•Large-scale benchmark of 41 classifiers across eight real-word credit scoring data sets.•Introduction of ensemble selection routines to the credit scoring community.•Analysis of six established and novel indicators to measure scorecard accuracy.•Assessment of the financial impact of different scorecards.