Each cluster of data can easily describe features of knowledge structures. The purpose of this study is to analyze the concept diagram of Abstract Algebra concepts for university students and clustering based on concept proficiency. Besides, fuzzy clustering on concept proficiency expresses the cognitive characteristics. Methodology in this study is CAISM. it shows CAISM can provide useful information for cognition diagnosis. According to the results, some suggestions and recommendations for future investig