Learning Analytics Contribution in Education and Child Development: A Review on Learning Analytics

R. Agus, S. Samuri
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引用次数: 13

Abstract

Learning Analytics is a new field of research that appears as a link between educator data and students. The Learning Analytics is also able to provide information about decision making to understand and optimise the learning process. Early childhood education is believed to be very important because the learner is open and always tries new things and is considered very meaningful for future processes in the development of all aspects of their personality. In this study, we aimed at investigating the application of learning analytics and how the learning process on child development in early childhood education. The Article Search Process is carried out on two databases, ScienceDirect and IEEE. In this study, the most important keywords are Learning Analytics and early childhood. The results of the search are 45 articles: (31/45) ScienceDirect and (14/45) IEEE, from 2012 to 2017. They are thoroughly explored in the Learning Analytics process, data collection and pre-processing, analysis and action, and post- processing. The process of data collection is done by implementing Online Systems or Game-Based Learning: 58% e-Learning systems, 27% Learning Analytics systems, and 15% Game-based learning. Many research was conducted on samples from Post graduate, High school and Elementary school. The results showed that early childhood education had the advantage of the use of the new technology and in enchancing the child’s knowledge and skills. Such as creativity and logical intelligence in the introduction of shapes and numbers. In the further study, the concept of Learning Analytics in the form of assessment and feedback that is given to support the improvement of the objectivity in the learning process by collaborating with educational games which can be another beneficial to the early childhood education. Objective assessment and feedback may be the monitor and prediction which will also be analised for the efficiency and effectiveness in the learning proces through the use ofthe technology.
学习分析在教育和儿童发展中的贡献:学习分析综述
学习分析是一个新的研究领域,它作为教育者数据和学生之间的联系而出现。学习分析还能够提供有关决策制定的信息,以理解和优化学习过程。幼儿教育被认为是非常重要的,因为学习者是开放的,总是尝试新事物,被认为对他们个性发展的各个方面的未来过程非常有意义。在本研究中,我们旨在探讨学习分析在幼儿教育中的应用,以及学习过程对儿童发展的影响。文章检索过程在ScienceDirect和IEEE两个数据库上进行。在这项研究中,最重要的关键词是学习分析和幼儿。检索结果为45篇文章:(31/45)ScienceDirect和(14/45)IEEE,从2012年到2017年。它们在学习分析过程、数据收集和预处理、分析和行动以及后处理中得到了彻底的探索。数据收集过程是通过实施在线系统或基于游戏的学习来完成的:58%的电子学习系统,27%的学习分析系统和15%的基于游戏的学习。本文以研究生、高中和小学为样本进行了大量的研究。结果表明,幼儿教育在使用新技术和提高儿童的知识和技能方面具有优势。比如在引入形状和数字时的创造力和逻辑智力。在进一步的研究中,学习分析的概念以评估和反馈的形式,通过与教育游戏合作,支持学习过程中客观性的提高,这对幼儿教育是另一个有益的。客观的评估和反馈可能是监测和预测,也将通过使用技术来分析学习过程中的效率和有效性。
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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