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Exploring the Use of Big Data Analytics for Improving Support to Students in Higher Education

机译:探索大数据分析的使用,以改善高等教育学生的支持

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In the past two decades, with the globalisation of education, there has been a continuous increase in the diversity of students in Higher Education. This diversity form a basis for a culturally rich environment, although, the cultural and language differences and the diversity in teaching and learning styles also bring challenges. From a university's perspective, providing the maximum support to overcome these challenges and achieving maximised student engagement would be in its best interest. Recent advances in Big Data and increase in electronically available education data can help in achieving these aims. This paper reports the findings of a preliminary study which applies Big Data analysis methods to analyse education data gathered from learning management systems. The aims was to understand ways to improve student engagement and reduce student dropout. This paper documents the experience gained in this early exploration and preliminary analysis, and thereby provides background knowledge for reporting of data from the formal data collection stage which will be conducted at a later stage of research.
机译:在过去的二十年中,随着教育的全球化,高等教育学生的多样性持续增加。这种多样性构成了文化丰富的环境的基础,虽然,文化和语言差异以及教学和学习风格的多样性也带来了挑战。从大学的角度来看,为克服这些挑战的最大支持提供了最大的支持,实现最大化的学生参与将符合其最佳利益。近期大数据的进展和电子可用教育数据的增加有助于实现这些目标。本文报告了初步研究的调查结果,该研究适用于分析从学习管理系统收集的教育数据的初步研究。目的是了解改善学生参与和减少学生辍学的方法。本文介绍了这一早期勘探和初步分析中获得的经验,从而提供了从正式数据收集阶段报告数据的背景知识,这将在后续研究阶段进行。

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