✅ Quality Review Checklist

🎯 Factual Accuracy

AI can hallucinate facts. Verify all factual claims.

• All dates are correct and verified
• Names and proper nouns spelled correctly
• Formulas and equations are accurate
• Statistics come from reliable sources
• No hallucinated facts, events, or quotes
• Information is current (not outdated)
• Technical terms used correctly

📚 Pedagogical Appropriateness

Ensure content matches learning objectives and student readiness.

• Difficulty matches the proficiency level (1/3, 2/3, 3/3)
• Explanations are clear and logical
• Examples are relevant to students
• Scaffolding is properly structured
• Learning objectives are aligned
• Progression makes pedagogical sense
• Prerequisites are established before advanced concepts

⚖️ Cultural Sensitivity

AI can inherit biases from training data. Review for inclusivity.

• No biased representations of groups
• Inclusive examples across cultures
• Respectful of diverse perspectives
• No stereotypes or generalizations
• Appropriate for international students
• Gender-neutral language where appropriate
• Disability-inclusive language and examples

🔧 Technical Quality

Verify the content renders and functions correctly.

• No formatting errors
• Code snippets render correctly (if applicable)
• Mathematical equations display properly (LaTeX)
• Links work (if included)
• JSON structure is valid
• No corrupted or garbled text
• Images load correctly (if any)

📝 Assessment Quality (SATA)

For assessment content, additional checks are required.

• Questions are clearly written
• Correct answers are actually correct
• Distractors are plausible but clearly wrong
• No trick questions or ambiguous wording
• Questions match the competency being assessed
• Difficulty is appropriate for the level
• Explanations help learning (not just state correct answer)
• Select-all-that-apply questions have clear instructions

🔒 Student Safety

Ensure content is appropriate for all learners.

• Age-appropriate language
• No harmful or dangerous instructions
• No offensive content
• Sensitive topics handled appropriately
• No personally identifiable information
• External links are safe and appropriate

⚡ Quick Review Checklist

For a fast pass through content, check these essentials:

⏱️ Time Investment