Teachers and students differed in how unified their pairing-preparation design preferences were, with teachers more aligned than students in Challenge 1.¶

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

Subclaims¶

q2 i? Teachers showed higher ranking agreement than students on pairing-preparation design ideas in Challenge 1. → Kexin Bella Yang 2026

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

Mixed-method ranking study with 30 participants evaluating design ideas for Challenge 1. The article reports "teachers’ opinions are more unified, while students’ views" were more varied, with Kendall’s W of 0.533 for teachers and 0.284 for students.

"teachers’ opinions are more unified, while students’ views on the design ideas related to challenge 1 are more varied (Kendall’s W (teachers)= 0.533,Kendall’s W (students) = 0.284)."

Discussion¶

Related Claims¶

• After pairing, both groups favored saving progress over abrupt transitions and trusted data-informed future pairing over student-only ratings.
• During pairing, both teachers and students favored shared decision-making over full student control for roles, partners, and collaboration content.