The Use of Predictive Analytics to Shift the Culture of Academic Advising Toward a Focus on Student Success

Paul R. Bowdre
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引用次数: 2

Abstract

This paper explores the use of data through a predictive analytical approach to shift the current culture of academic advising from one of compliance to one that focuses on student learning and success in all areas of an educational experience.As educational institutions demonstrate an ever-increasing reliance on the use of data to make evidence-based decisions, the use of much of the same data can be used to develop an evidence-based profile of student performance. Advisors using analytics can predict future outcomes and proactively guide students to make betterdecisions regarding their selection of an academic major or coursework pathways, improving a student’s likelihood of attaining a degree and consequent success in a given field. Due to the technological advances in the areas of educational data mining and the use of analytics, the capacity to guide students using rational, evidence-based information is now a possibility. This paper sets the stage for the use of predictive analytics that can influence a cultural shift in academic advising while offering caution that educational institutions must assess the quality of the data decisions that are being made.
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使用预测分析将学术咨询文化转向关注学生的成功
本文通过预测分析方法探讨了数据的使用,将当前的学术建议文化从一种遵从性转变为一种关注学生学习和教育经验各个领域的成功的文化。由于教育机构越来越依赖于使用数据来做出基于证据的决策,因此可以使用大部分相同的数据来开发基于证据的学生表现概况。使用分析的顾问可以预测未来的结果,并主动指导学生在选择学术专业或课程路径时做出更好的决定,从而提高学生获得学位的可能性,并在特定领域取得成功。由于教育数据挖掘和分析使用领域的技术进步,现在有可能使用合理的、基于证据的信息来指导学生。本文为预测分析的使用奠定了基础,预测分析可以影响学术咨询的文化转变,同时提醒教育机构必须评估正在做出的数据决策的质量。
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