Four ways group dynamics can concentrate around one student
Intellectual: Their framing of a problem becomes the team's default before anyone else forms a different hypothesis.
Physical: They migrate to other teams' workspaces during any gap in structure. Proximity tends to generate collaboration, which removes individual sense-making.
Social: Other students defer in Commissioner's Meetings, pitch preparation, and prediction choices. Deference is invisible until it becomes the default.
Recovery: After losses, they recover fastest and frame the team's interpretation before quieter students have finished processing.
Signs the protocol system is overloaded
Facilitators are reading protocol cards live during sessions. Cards are preparation tools, not real-time references.
Execution varies significantly between facilitators. This is a design problem, not a training problem.
Systematic cuts happen on match days. The protocol exceeds the actual conditions it was designed for.
The right response is better architecture (auto-triggers, physical constraints), not more protocols.
Contribution visibility (future feature)
A facilitator-facing view that shows contribution count per student: predictions logged, dashboard prompts answered, calculations completed. Makes airtime imbalance visible before it becomes a cultural norm. Not yet implemented.