Learning analytics and tech-tools: Insights of the practical implications for stakeholders’ perspectives

Malissa Maria Mahmud, Nor Fazlin Mohd Ramli, Siti Fauziana Zakaria, Rusreena Rusli, Mohammad Radzi Manap, Shiau Foong Wong
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Abstract

The aim of the current study is to perform a systematic review of the literature to determine how learning analytics and technological tools used in education relate to one another. The review looked at 30 samples from 15 (n=15) academic databases, and found that the recent learning analytics research typically used web-based applications, Web 2.0 tools, dashboard and visualization tools, and eye-tracking devices. These technological tools, such as learning management systems and social networking websites, are widely employed in order to facilitate online learning and communication as well as to analyze and visualize data for informed decision-making. One of the practical implications of this research for learning analytics stakeholders, such as educators, policymakers, and researchers, is the ability to use these technologies tools to enhance teaching and learning. By utilizing these tools, policymakers can learn information that can be applied to the development of strategies and policies relating to the integration of technology in education. Researchers can utilize these tools to generate data that will aid in the study of teaching and learning, which will lead to the development of new teaching strategies and technological advancements. Stakeholders must establish appropriate policies and practices, be aware of the potential risks and limitations associated with their usage, and work to ensure that these tools are used in the classroom in an ethical and efficient manner. This study shows, in general, how effectively these technological tools can enhance teaching and learning when used in educational settings.
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学习分析和技术工具:对利益相关者观点的实际影响的见解
当前研究的目的是对文献进行系统回顾,以确定教育中使用的学习分析和技术工具如何相互关联。这篇综述从15个学术数据库(n=15)中选取了30个样本,发现最近的学习分析研究通常使用基于网络的应用程序、Web 2.0工具、仪表板和可视化工具以及眼球追踪设备。这些技术工具,如学习管理系统和社会网络网站,被广泛使用,以促进在线学习和交流,以及分析和可视化数据,以供知情决策。这项研究对教育工作者、政策制定者和研究人员等学习分析利益相关者的实际影响之一是使用这些技术工具来增强教学和学习的能力。通过利用这些工具,政策制定者可以学习可用于制定与教育技术整合相关的战略和政策的信息。研究人员可以利用这些工具生成有助于教学和学习研究的数据,这将导致新的教学策略和技术进步的发展。利益相关者必须建立适当的政策和实践,意识到与使用相关的潜在风险和限制,并努力确保这些工具在课堂上以道德和有效的方式使用。总的来说,这项研究表明,在教育环境中使用这些技术工具可以如何有效地提高教与学。
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