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These should be investigated first, to see if there is a valid business explanation for such behavior. Generating segmentation ideas based on experience and industry knowledge, and then validating these ideas using analytics 2. Thus, clusters may seem to be different, but may have similar risk performance. In this case, the majority of decisions will be made automatically, and solely by the scorecard, with no human interven- tion beyond keying data. However, new data may suggest that having four inquiries is now associated with normal, medium-risk per- formance.