Neurodivergent computing students feel most comfortable with student-formed teams, then instructor-assigned teams, and lastly randomly-assigned teams¶

Claim · All claims
Evidence · 1 study · associational r1 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? ND students reported the most comfort with student-formed teams, followed by instructor-assigned teams and lastly randomly-assigned teams, and NT participants reported the same preference order. → Cynthia Zastudil 2026

Evidence¶

Cynthia Zastudil 2026¶

Cynthia Zastudil, Srishty Muthusekaran, Rayhona Nasimova, and Stephen MacNeil. (2026). “I can’t read your mind”: A Study of Neurodivergent Computing Students’ Experiences with Collaborative Active Learning. Proceedings of the 31st ACM Conference on Innovation and Technology in Computer Science Education V. 1 (ITiCSE 2026). https://doi.org/10.1145/3803400.3809386

q2 · i? · associational · r1

Survey response distributions from ND and NT computing students rating comfort with team formation options. The article reports ND students felt "the most comfortable with student-formed teams , then instructor-assigned teams, and lastly randomly-assigned teams", matching the NT preference order.

"ND students felt the most comfortable with student-formed teams , then instructor-assigned teams, and lastly randomly-assigned teams. This order of preference was the same for our NT participants."

Discussion¶

Related Claims¶

• Neurodivergent students prefer teams of 3–5 students while neurotypical students most prefer teams of 2 — related
• Neurodivergent students' comfort is highest for fully structured assignments and lowest for assignments with no structure — related
• ND and NT students both prefer some instructor involvement and in-person collaboration over fully student-directed and online collaboration — related
• 50% of neurodivergent students report some discomfort with semester-long teams compared to 22% of neurotypical students — related
• Neurodivergent students feel most comfortable in teams with defined roles rather than no specific roles — related
• Neurodivergent students cope with collaborative active learning discomfort by self-selecting roles and explicitly disclosing access needs — related
• When coping methods fail, neurodivergent students report avoiding socialization and courses requiring public presentations — related