After pairing, both groups favored saving progress over abrupt transitions and trusted data-informed future pairing over student-only ratings.¶

Claim · All claims
Evidence · 1 study (2 entries) · design r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? Both teachers and students ranked “Save progress and resume” highest and “Stop when teacher asks” lowest for smooth transitions. → Kexin Bella Yang 2026 q2 i? Teachers preferred a hybrid rating idea for future pairing while students favored teacher-led pairing based on collaboration data. → Kexin Bella Yang 2026 (2)

Evidence¶

Kexin Bella Yang 2026¶

Kexin Bella Yang, Menghan Liu, Liyi Xu, Nikol Rummel, and Vincent Aleven. (2026). Balancing Teacher and Student Agency: Co-Orchestration Tool Design Supporting Real-Time Dynamic Pairing. https://doi.org/10.1145/3816902 doi:10.1145/3816902

q2 · i? · design · r2

Ranking results from Challenge 6 on smooth transitions between collaborative and individual activities. The article reports "Both teachers and students favored “Save progress and resume".

"Both teachers and students favored “Save progress and resume” as the top choice and placed “Stop when teacher asks” last."

Kexin Bella Yang 2026 (2)¶

Kexin Bella Yang, Menghan Liu, Liyi Xu, Nikol Rummel, and Vincent Aleven. (2026). Balancing Teacher and Student Agency: Co-Orchestration Tool Design Supporting Real-Time Dynamic Pairing. https://doi.org/10.1145/3816902

q2 · i? · design · r2

Ranking results from Challenge 7 on evaluating collaboration for future pairing. The article states "Teachers ranked “Both teachers and students rate”" as their favorite, while "Students rate" was least favored by both groups.

"Teachers ranked “Both teachers and students rate”, an idea leaning towards hybrid control, as their favorite idea. For both groups, “Students rate” was their least favored idea."

Discussion¶

Related Claims¶

• During pairing, both teachers and students favored shared decision-making over full student control for roles, partners, and collaboration content. — related
• Teachers and students differed in how unified their pairing-preparation design preferences were, with teachers more aligned than students in Challenge 1.