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Rachelle Esterhazy; Rogers Kaliisa; Daniel Sanchez; Malcolm Langford; Crina Damsa – Journal of Learning Analytics, 2025
The advent of advanced technology has opened new horizons for studying collaborative learning, although ambiguity remains in the classification and rationale for combining modalities in multimodal collaboration analytics (MMCA). Addressing this gap is crucial for the progression of collaborative learning practices and research. This review…
Descriptors: Learning Analytics, Cooperative Learning, Learning Processes, Learning Modalities
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
Bertrand Schneider; Gahyun Sung – Journal of Learning Analytics, 2024
Over the last decade, the prevalence of online learning has dramatically increased. As part of their curriculum, students are expected to spend more and more time watching videos. These videos tend to follow a widespread format: a screen recording of slides with a picture-in-picture (PiP) image of the instructor's face. While this format is…
Descriptors: Visual Aids, Nonverbal Communication, Human Body, Computer Assisted Instruction

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