Among 32 dyads in an open-ended collaborative tabletop task, three behavioral clusters split into two learning (gainer) profiles and one non-learning profile despite similar task performance¶
Claim · All claims
Evidence · 1 study · associationalr1·q3
Currency · newest study 2021 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
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q3 i? Approach B clustering yields three behavioral clusters — Expressive Explorers, Calm Tinkerers, Silent Wanderers — in which the first two show high learning gains and the third lower gains, while last_error is similar across groups. → Jauwairia Nasir 2021
Evidence¶
Jauwairia Nasir 2021¶
Jauwairia Nasir, Aditi Kothiyal, Barbara Bruno, Pierre Dillenbourg. (2021). Many are the ways to learn identifying multi-modal behavioral profiles of collaborative learning in constructivist activities. Intern. J. Comput.-Support. Collab. Learn (2021) 16:485–523. https://doi.org/10.1007/s11412-021-09358-2
q3 · i? · associational · r1
Cluster analysis of 48 teams reduced to 32 (children aged 9 to 12) in the JUSThink robot-mediated activity; Table 3 reports mean Absolute_LG of 0.678* (Expressive Explorers) and 0.616 (Calm Tinkerers) versus 0.383* (Silent Wanderers) with near-identical Last_Error (0.461/0.393/0.393), showing "the performance (Last_Error) in the task is very similar for each group".
"Approach B gives 3 behavioral clusters with the first two exhibiting high learning and the third lower learning; hence, with respect to learning, the groups can be named as type 1 gainers, type 2 gainers, and non-gainers, respectively. Note that the performance (Last_Error) in the task is very similar for each group."
Discussion¶
Related Claims¶
- Three learning profiles emerge among university students: organized-deep, unorganized-deep, and dissonant — related
- Calm Tinkerers display significantly lower negative valence and arousal than Silent Wanderers, while Expressive Explorers show high arousal and negative valence similar to Silent Wanderers — related
- Multimodal behavioral profiles of dyads' collaborative learning are identifiable by integrating video, audio, and log data, with emergent processes more explanatory than individual behaviors — possibly the same claim (merge candidate)
- Speech activity and speech overlap distinguish gainer dyads from non-gainer Silent Wanderers across both gainer profiles — a narrower finding that bears on this claim
- The two gainer profiles differ in problem-solving strategy: Expressive Explorers enact global exploration with reflection on past solutions, Calm Tinkerers enact local exploration with in-the-moment correction — a narrower finding that bears on this claim
- In open-ended constructivist activities, task success or failure is not a reliable indicator of learning, so learner models based only on performance risk misjudging learners — possibly the same claim (merge candidate)
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
three-multimodal-collaborative-learning-profiles |
title |
Among 32 dyads in an open-ended collaborative tabletop task, three behavioral clusters split into two learning (gainer) profiles and one non-learning profile despite similar task performance |
description |
Among 32 dyads in an open-ended collaborative tabletop task, three behavioral clusters split into two learning (gainer) profiles and one non-learning profile despite similar task performance |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2021 |
generated |
by process:wiki-ingest on 2026-10-18 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — jauwairia-nasir-2021 |
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