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Peer Review System with Structured Rubrics and Calibration

Design a peer review system where students evaluate each other's work using calibrated rubrics, developing critical thinking while reducing instructor grading load.

Implement a peer review process that produces reliable, constructive feedback between students, with calibration exercises to ensure review quality and consistency across the cohort.

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Prompt objective

Implement a peer review process that produces reliable, constructive feedback between students, with calibration exercises to ensure review quality and consistency across the cohort.

Real use case

A design course with 120 students per cohort has the instructor spending 40 hours grading projects. A peer review system could reduce this to 10 hours while giving students more diverse feedback and developing their critical evaluation skills.

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COURSE NAMETOPICNUMBERDEADLINE

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Prompt

Design a peer review system for [COURSE NAME] on [TOPIC], with [NUMBER] students per cohort and [NUMBER] assignments requiring peer feedback.

**Peer Review Structure:**

Assignment cycle:
1. Student submits work by [DEADLINE]
2. System assigns 3 peer reviewers (random, not reciprocal)
3. Reviewers complete evaluation within 48 hours
4. Author receives feedback and writes reflection
5. Instructor reviews a sample of reviews for quality

**Reviewer Assignment Rules:**
- Each student reviews 3 peers' work
- Never review your own work or your friend's (if detectable)
- Mix skill levels: pair stronger students with developing ones
- Rotate reviewers each assignment (don't repeat pairs)
- Anonymous reviews (reviewer identity hidden from author)

**Calibration Exercise (critical for quality):**
Before first peer review:
1. Instructor provides a sample submission (anonymous, from past cohort)
2. All students evaluate it using the rubric independently
3. Compare scores: identify wide discrepancies
4. Group discussion: why did scores differ?
5. Instructor shares 

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How to use this prompt

  1. 1Replace the key placeholders first: COURSE NAME, TOPIC, NUMBER, DEADLINE.
  2. 2Replace any bracketed placeholders like [this] with your own context.
  3. 3Add extra background information when you want more tailored results.
  4. 4Combine multiple prompts in one conversation when you need a richer output.
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