Random Forests and the measurement of super-efficiency in the context of Free Disposal Hull

•A new connection between machine learning and production theory is established.•A technique based on random forest is introduced for determining super-efficiency.•A computational experience reveals the advantages of the new technique.•The new method could solve the problems linked to the curse of dimensionality.•A ranking of the importance of the input variables is introduced.