Collect peer feedback with a short form, pipe responses into a spreadsheet, and auto-generate a tidy summary. Conditional formatting highlights strengths and growth areas instantly. This lightweight stack keeps data organized, transparent, and portable, making it easy to refine rubrics and spot patterns without buying anything new.
Short, focused clips beat long recordings. Offer a two-minute cap, a single prompt, and optional captions for accessibility. Learners can record on phones, share links, and receive time-stamped comments tied to behaviors. Video adds nuance—tone, pacing, presence—turning reflection into a vivid, memorable snapshot of real communicative choices.
Use AI to draft rubrics, suggest prompts, or summarize patterns—then add human judgment for context and fairness. Keep privacy, consent, and transparency front and center. When AI handles tedious sorting and formatting, facilitators spend more time coaching, while learners receive faster, clearer insights they can confidently act upon.
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