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Secil Caskurlu; Ceren Ocak; Chih-Pu Dai – Journal of Learning Analytics, 2025
This scoping review aims to provide an overview of how multimodal learning analytics has been applied in K-8 research and offers methodological insights and recommendations to bridge the gap between theory and practice. We identified 14 peer-reviewed empirical studies published between 2011 and 2023 through searches in relevant databases and…
Descriptors: Literature Reviews, Elementary Secondary Education, Learning Modalities, Learning Analytics
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Blikstein, Paulo; Worsley, Marcelo – Journal of Learning Analytics, 2016
New high-frequency multimodal data collection technologies and machine learning analysis techniques could offer new insights into learning, especially when students have the opportunity to generate unique, personalized artifacts, such as computer programs, robots, and solutions engineering challenges. To date most of the work on learning analytics…
Descriptors: Data Analysis, Data Collection, Educational Research, Constructivism (Learning)