During pairing, both teachers and students favored shared decision-making over full student control for roles, partners, and collaboration content.¶

Claim · All claims
Evidence · 1 study (2 entries) · design r2 · q2
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 2 of 2 entries) · not reviewed by a person

Subclaims¶

q2 i? Students preferred teacher-decided pairing while teachers preferred a balanced approach of teacher-assigned partners with student role choice. → Kexin Bella Yang 2026 q2 i? Both groups ranked full student choice of collaboration content as their least preferred option. → 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 3 on partner and role assignment. The article reports "students ranked “Teacher decides” highest" while teachers preferred a balanced shared-control option.

"students ranked “Teacher decides” highest and “Student decides” lowest, indicating a preference for structured guidance. Teachers preferred a balanced approach, ranking “Teacher assigns, student chooses role” top and “Students are able to reject partners” 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 4 on collaboration content. The article reports that "Both groups ranked “Student choice” as their least preferred option."

"Both groups ranked “Student choice” as their least preferred option."

Discussion¶

Related Claims¶

• Not all students in connectivist courses could autonomously direct their own learning, and some felt disconnected and demotivated — the general claim this finding bears on, with the studies behind it

• Both teachers and students preferred collaboration to begin when students signaled readiness rather than giving students full control over timing. — related

• After pairing, both groups favored saving progress over abrupt transitions and trusted data-informed future pairing over student-only ratings. — related
• Teachers and students differed in how unified their pairing-preparation design preferences were, with teachers more aligned than students in Challenge 1.
• K-12 students and teachers both consider AI imperfect at detecting students' knowledge and assigning appropriate tasks, and therefore prefer more human control over AI decisions
• Most students reported a high degree of agency in deciding which high school to attend, though agency was constrained or absent for some — related