Three challenges in Implementing multimodal learning analytics in real-world learning environments

Q2 Social Sciences Learning: Research and Practice Pub Date : 2023-11-07 DOI:10.1080/23735082.2023.2270611
Bertrand Schneider
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Abstract

ABSTRACTThis commentary examines how the field of Multimodal Learning Analytics (MMLA; Blikstein, 2013) can support learning and teaching. More specifically, I focus on the challenges of implementing multimodal systems in real-world settings, and how lab findings can impact educational practices. I discuss the kinds of multimodal metrics we should pay attention to, how to capture them in ecological settings, and how the data can be shared with learners and teachers. This commentary proposes some first steps towards addressing these challenges and discusses related limitations and future work.KEYWORDS: Multimodal learning analyticsecological implementation AcknowledgmentsThese projects would not have been possible without all the amazing research assistants that have worked on these projects (see https://lit.gse.harvard.edu/members).Disclosure statementNo potential conflict of interest was reported by the author(s).
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在现实学习环境中实现多模态学习分析的三个挑战
摘要本文探讨了多模态学习分析(MMLA;Blikstein, 2013)可以支持学习和教学。更具体地说,我专注于在现实世界中实施多模式系统的挑战,以及实验室发现如何影响教育实践。我讨论了我们应该注意的各种多模态指标,如何在生态环境中捕捉它们,以及如何与学习者和教师共享数据。本评论提出了解决这些挑战的一些初步步骤,并讨论了相关的限制和未来的工作。致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢致谢
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来源期刊
Learning: Research and Practice
Learning: Research and Practice Social Sciences-Education
CiteScore
3.10
自引率
0.00%
发文量
16
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