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The effectiveness of spectral clustering (SC) on mixed type-data for detecting collusion groups on Computer-Based Tests is explored. Real testing data from a certification exam are used. The level of overlap between the collusion cluster and exact response matches on incorrectly keyed items in a study guide are compared.