Besides the evaluation of intelligent systems with respect to the accuracy the robustness of such systems is often an important issue to consider. Robustness relates the correct output of a system to possibly incorrect input or possibly biased knowledge included in the system. In this paper we extend the approach by Groot et al. [GvHtT00] by a pre-analysis step considering the used case base an...