participation grading

Stories from people dealing with participation grading — what changed, who decided it, and what the ordinary days look like now.

1 story

A laptop showing a seminar participation dashboard beside handwritten class notes on a professor’s desk.

Learning

A Professor’s AI Score Penalized Students Who Paused

The seminar tool rewarded fast, frequent talk. Its score conflicted with what the professor saw: multilingual and reflective students were listening, thinking, and then losing points.

Devin Osei · October 24, 2026 · 7 min

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