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¶

Claim · All claims
Evidence · 1 study · associational r1 · q3
Currency · newest study 2021 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q3 i? Expressive Explorers do more actions overall, more edge additions, higher add-to-delete ratio, and open history more, while Calm Tinkerers show more deletions and T1_T1/T1_T2 addition-deletion sequences (most log behaviors significant at p = 0.00*). → 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

Kruskal-Wallis comparison of the two gainer clusters (Table 4: T_add p = 0.03, T_remove p = 0.00, T_action p = 0.00, T_hist p = 0.01) supports the interpretation that the two learning groups reach similar gains via different exploratory log-behavior profiles.

"these findings suggest that Expressive Explorers enact a global exploratory approach characterized by global reflection on previous solutions while Calm Tinkerers exhibit a local exploratory approach where they carry out in-the-moment reflection and correct their own and their partners’ actions on the go, which can be described as local reflection."

Discussion¶

Related Claims¶

• 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
• Speech activity and speech overlap distinguish gainer dyads from non-gainer Silent Wanderers across both gainer profiles — related
• 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 — a broader claim this one bears on
• Multimodal behavioral profiles of dyads' collaborative learning are identifiable by integrating video, audio, and log data, with emergent processes more explanatory than individual behaviors — a broader claim this one bears on