In the era of "Internet +", online learning has become an important part of school education. This paper takes the course of Foundation of Computer Application as the analysis object; uses the clustering technology to analyze the online learning behavior data of higher vocational college students; establishes the classification model of student characteristics, to provide decision- making reference for teachers and learning advice for students, to improve the effect of network teaching.