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Susanne de Mooij; Joni Lämsä; Lyn Lim; Olli Aksela; Shruti Athavale; Inti Bistolfi; Flora Jin; Tongguang Li; Roger Azevedo; Maria Bannert; Dragan Gaševic; Sanna Järvelä; Inge Molenaar – Educational Psychology Review, 2025
While behavioral, contextual, and physiological data streams have long been used to investigate self-regulated learning (SRL), a systematic understanding of the current state how different data streams and modalities contribute to measuring regulation processes across diverse learning contexts remains limited. This systematic literature review…
Descriptors: Independent Study, Artificial Intelligence, Metacognition, Measures (Individuals)
Ridwan Whitehead; Andy Nguyen; Sanna Järvelä – Journal of Learning Analytics, 2025
Incorporating non-verbal data streams is essential to understanding the dynamics of interaction within collaborative learning environments in which a variety of verbal and non-verbal modes of communication intersect. However, the complexity of non-verbal data -- especially gathered in the wild from collaborative learning contexts -- demands…
Descriptors: Case Studies, Nonverbal Communication, Video Technology, Data Analysis