ERIC Number: EJ1353565
Record Type: Journal
Publication Date: 2022-Dec
Pages: 27
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-1560-4292
EISSN: EISSN-1560-4306
Available Date: N/A
Moodoo the Tracker: Spatial Classroom Analytics for Characterising Teachers' Pedagogical Approaches
Martinez-Maldonado, Roberto; Echeverria, Vanessa; Mangaroska, Katerina; Shibani, Antonette; Fernandez-Nieto, Gloria; Schulte, Jurgen; Buckingham Shum, Simon
International Journal of Artificial Intelligence in Education, v32 n4 p1025-1051 Dec 2022
Teachers' spatial behaviours in the classroom can strongly influence students' engagement, motivation and other behaviours that shape their learning. However, classroom teaching behaviour is ephemeral, and has largely remained opaque to computational analysis. Inspired by the notion of Spatial Pedagogy, this paper presents a system called 'Moodoo' that automatically tracks and models how teachers make use of the classroom space by analysing indoor positioning traces. We illustrate the potential of the system through an authentic study with seven teachers enacting three distinct learning designs with more than 200 undergraduate students in the context of science education. The system automatically extracts spatial metrics (e.g. teacher-student ratios, frequency of visits to students' personal spaces, presence in classroom spaces of interest, index of dispersion and entropy), mapping from the teachers' low-level positioning data to higher-order spatial constructs. We illustrate how these spatial metrics can be used to generate a deeper understanding of how the pedagogical commitments embedded in the learning design, and personal teaching strategies, are reflected in the ways teachers use the learning space to provide support to students.
Descriptors: Learning Analytics, Teaching Methods, Teacher Behavior, Spatial Ability, Classroom Environment, Teacher Student Ratio, Motion, Instructional Design, College Faculty, Undergraduate Students, Science Education
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Publication Type: Journal Articles; Reports - Research
Education Level: Higher Education; Postsecondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Grant or Contract Numbers: N/A
Author Affiliations: N/A