校园多维数据视角下的学生画像构建和应用研究

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中图分类号：G434 文献标识码：A文章编号：1006-8228（2025）09-86-05

Abstract：Traditionalstudentmanagementoftenfocusesheavilyonacademicperformance，leadingtoalackofmulti-dimensional understandingofstudents.Toaddressthis，weproposeamethodforcomprehensivelyunderstandingstudentsbyconstructingstudent portritsWeusestudentconsumptionrecordsandacademicperformanceasmulti-dimensionaldatainputsforaK-Meansclustering model，whichgeratessdentpofiesithypicalhaacterists.urtheore，wesesqaretststoantiaivelyrifyte strengthof thecorelation between studentconsumptionbehaviorandacademicperformance asrevealed in theseprofiles. KeyWords：Student Management;K-Means clustering;Consumption Records； Student Portraits；Chi-square Test

0引言

随着教育行业和社会的发展，高校需要培养多样化的高素质人才，因此高校需要对学生有较为全面和多维度的了解。（剩余6652字）