In their hands: Multimodal learning analytics as reflective-practice resources empowering mathematics teachers’ professional development

Educational researchers have been using multimodal data (e.g., eye-tracking) to study teachers’ instructional practices. Yet, by and large, these technologies have not been handed over to teachers as resources for self-reflection. This exploratory study aimed to develop and evaluate novel methodologies for supporting teachers in using multimodal data, specifically eye-tracking-overlaid multiple-point-of-view videos, as resources for deepening their understanding of learning and teaching. Five pre-service mathematics teachers (PSMT) participated in this study. First, they collaboratively constructed a body-scale polyhedron while wearing eye-tracking devices. In a subsequent structured reflection session, the participants collectively analyzed eye-tracking-overlaid multiple-point-of-view recordings of their construction activity. Drawing on Goodwin's Co-Operative Action theory, the researchers then qualitatively micro-analyzed the PSMTs' individual and interactive multimodal behaviors in both activities. The technology enabled the PSMTs to highlight, code, and elaborate on nuanced aspects of individuals’ perceptual and social behaviors during the construction activity. These insights led to a spontaneous generalization of pedagogical implications for their own prospective facilitation of classroom group work. Supplementing PSMTs' video-based reflection on their own activity with multiple-point-of-view gaze data from their mobile eye trackers enriches the PSMTs’ microgenetic analysis of their own collaborative multimodal learning process, in turn potentially leading more generally to pedagogical inferences for their own prospective professional practice. • Comparing POV eye-tracking videos aids teachers' reflection on teaching. • Gaze-overlaid video reveals cognitive and social group task dynamics. • Eye-tracking analysis helps math teachers shift views from learner to practitioner. • Mobile eye-tracking shows potential for supporting professional vision development. • Developing teachers' professional vision blends expert noticing with learners' view.

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Publication Details

Journal
Learning and Instruction
Published
2025-11-26
DOI
https://doi.org/10.1016/j.learninstruc.2025.102272
Citations
2
Primary Topic
Visual and Cognitive Learning Processes
Type
article
Field-Weighted Citation Impact
4.24
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article

In their hands: Multimodal learning analytics as reflective-practice resources empowering mathematics teachers’ professional development

Alik Palatnik, Cătălina Lomos, Dor Abrahamson
2 citations
Learning and Instruction
Visual and Cognitive Learning Processes
4.24
article

In their hands: Multimodal learning analytics as reflective-practice resources empowering mathematics teachers’ professional development

Alik Palatnik, Cătălina Lomos, Dor Abrahamson
article en
2 citations

Abstract

Educational researchers have been using multimodal data (e.g., eye-tracking) to study teachers’ instructional practices. Yet, by and large, these technologies have not been handed over to teachers as resources for self-reflection. This exploratory study aimed to develop and evaluate novel methodologies for supporting teachers in using multimodal data, specifically eye-tracking-overlaid multiple-point-of-view videos, as resources for deepening their understanding of learning and teaching. Five pre-service mathematics teachers (PSMT) participated in this study. First, they collaboratively constructed a body-scale polyhedron while wearing eye-tracking devices. In a subsequent structured reflection session, the participants collectively analyzed eye-tracking-overlaid multiple-point-of-view recordings of their construction activity. Drawing on Goodwin's Co-Operative Action theory, the researchers then qualitatively micro-analyzed the PSMTs' individual and interactive multimodal behaviors in both activities. The technology enabled the PSMTs to highlight, code, and elaborate on nuanced aspects of individuals’ perceptual and social behaviors during the construction activity. These insights led to a spontaneous generalization of pedagogical implications for their own prospective facilitation of classroom group work. Supplementing PSMTs' video-based reflection on their own activity with multiple-point-of-view gaze data from their mobile eye trackers enriches the PSMTs’ microgenetic analysis of their own collaborative multimodal learning process, in turn potentially leading more generally to pedagogical inferences for their own prospective professional practice. • Comparing POV eye-tracking videos aids teachers' reflection on teaching. • Gaze-overlaid video reveals cognitive and social group task dynamics. • Eye-tracking analysis helps math teachers shift views from learner to practitioner. • Mobile eye-tracking shows potential for supporting professional vision development. • Developing teachers' professional vision blends expert noticing with learners' view.

Learning and InstructionVol. 102
Hebrew University of Jerusalem (IL), Korea University (KR), Luxembourg Institute of Socio-Economic Research (LU), University of California, Berkeley (US)
Openalex Percentile: Top 5%
Visual and Cognitive Learning Processes
4.24
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