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From Analysis to Improvement: Challenges and Opportunities for Learning Analytics

机译:从分析到改进:学习分析的挑战与机遇

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摘要

Learning analytics (LA) is a multidisciplinary area of research, where education, statistics, and technology experts collaborate with other disciplines to get insights from learning data sets. This involves a continuous cycle of gathering data from teachers' and students' interactions, filtering and translating it to proper formats, using a wide range of analysis techniques and starting again after taking advantage from the results found. Considering the variety of expertise involved, the need for sharing knowledge and experiences is highlighted in relevant forums such as the Learning Analytics and Knowledge Conference. The same happens at Spanish level with the Learning Analytics Summer Institute, Spain and the Spanish Network of Learning Analytics. Research works presented in this special issue show the ability of analyzing and improving learning and teaching processes through LA. These three papers address different educational challenges, such as assessing massive collaborative projects, evaluating the accessibility and usability of open educational resources and mapping them with the IMS Caliper standard, and using social network analysis to evaluate the socio-regulation skills among students.
机译:学习分析(LA)是一个跨学科的研究领域,教育,统计学和技术专家与其他学科合作,以从学习数据集中获得见解。这涉及从教师和学生的互动中收集数据,过滤并将其转换为适当格式,使用多种分析技术并在利用发现的结果后重新开始的连续循环。考虑到所涉及的专业知识的多样性,在相关论坛(例如,学习分析和知识会议)中强调了共享知识和经验的需求。西班牙学习分析暑期学院和西班牙学习分析网络在西班牙也是如此。本期特刊中的研究成果显示了通过洛杉矶分析和改善学与教过程的能力。这三篇论文针对不同的教育挑战,例如评估大型协作项目,评估开放式教育资源的可访问性和可用性,并使用IMS Caliper标准对其进行映射,以及使用社交网络分析来评估学生的社会调节技能。

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