Multivariate Statistical Analysis requires students to master the fundamental theories and methods of statistics. Students should be familiar with the basic concepts, principles, and methods of statistics, understand the thinking mode of statistics, and master the application skills of statistics. In this work, we want to classify the students’ learning quality with students’ usual performance in this course. In detail, we selected students’ usual performances, including units’ test scores and independent experiment scores, during this course. We classified the learning quality by several classification algorithms, including several SOTA methods.