How can learning analytics techniques improve the Learning Process ? An overview

K. Hamdane, A. E. Mhouti, M. Massar
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Abstract

Learning Analytics has a significant impact on the learning and teaching processes. These can be improved by exploiting the already available data extracted from the activity of the students at the distance learning platforms. This work gives an overview of Learning Analytics and presents their objectives and some illustrative examples of their potential contributions to the better understanding of learning. We provide a framework for analyzing learning based on following dimensions: descriptive, diagnostic, predictive and prescriptive, suggesting how the factors might be applied in an e-learning context. It is therefore necessary to involve the learners and understand how to support and help participants who are at risk of dropping out of the course.
学习分析技术如何改善学习过程?概述
学习分析对学习和教学过程产生了重大影响。这些可以通过利用从远程学习平台上的学生活动中提取的现有数据来改进。这项工作概述了学习分析,并提出了他们的目标和一些说明性的例子,他们对更好地理解学习的潜在贡献。我们提供了一个基于以下维度的学习分析框架:描述性、诊断性、预测性和规范性,并建议如何将这些因素应用于电子学习环境。因此,有必要让学习者参与进来,并了解如何支持和帮助有退学风险的参与者。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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