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This paper examines the interplay between joint attention on digital spaces and conceptual discussion during collaborative problem solving in an immersive astronomy simulation. Specifically, ordered network analysis was employed to investigate the connection and temporal sequencing of multimodal interaction features. Analyses of individual task-level and summary networks revealed distinct engagement patterns between low- and high-achieving groups. While both groups showed comparable early interactions, their patterns diverged over tasks. High-achieving students developed stronger connections between joint attention and knowledge construction during later complex activities. These results support the notion of timely joint attention and reveal underlying mechanisms of effective collaboration. This paper underscores the value of multimodal temporal analysis in providing insights into evolving collaborative dynamics with implications to facilitate collaboration.