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Session Type: Symposium
Multimodal trace data (from log files, facial expressions of emotions, physiological sensors, discourse between multiple human and artificial agents) collected during students’ real-time interactions with advanced learning learning (ALTs) such as intelligent tutoring systems, serious games, and collaborative systems, is transforming our understanding of self-regulated learning (SRL). This symposium includes a group of researchers who will present and discuss different multimodal trace data and answer the following questions: (1) what do multimodal trace data reveal about the nature of the underlying cognitive, affective, metacognitive, motivational, and social processes SRL processes across tasks, domains, contexts, and ALTs? and (2) what are the challenges posed by (1) for current methodological and analytical approaches for studying SRL.
Socially Shared Regulation in Learning: What Does the Triangulation of Different Multimodal Data Sets Tell Us? - Sanna Järvelä, University of Oulu; Lars-Erik Malmberg, University of Oxford; Marta Sobocinski; Eetu Haataja; Paul A. Kirschner, Open University of the Netherlands
What Can Peripheral Data Tell Us About Students' Self-Regulated Learning? - Markus Hörmann, Technical University of Munich; Katharina Engelmann, Technical University of Munich; Maria A. Bannert, Technical University of Munich
Studying Self-Regulatory Processes Using Multimodal Trace Data: What Does the Evidence Reveal? - Roger Azevedo, North Carolina State University; Michelle Taub, North Carolina State University; Nicholas Vincent Mudrick, North Carolina State University; Amanda Bradbury, North Carolina State University; Megan Price, North Carolina State University
What Can Moment-by-Moment Learning Curves Tell About Students' Self-Regulated Learning? - Inge Molenaar, Radboud University Nijmegen; Anne Horvers