Summary
The strongest AI literacy frameworks move from concepts to judgement to creation. AAB should use grade-band progressions and role-specific expectations instead of one generic AI literacy statement.
Key evidence signals
- Framework evidence converges around conceptual understanding, responsible use, ethical judgement, human agency, and AI-supported creation.
- UNESCO and AI4K12 provide complementary progression models that can be translated into observable learning evidence.
- Grade-band standards need different evidence expectations for K-2, 3-5, 6-8, 9-12, and adult or workforce contexts.
Recommendations
- Use grade-band progressions when drafting AI literacy standards.
- Connect framework claims to evidence of learning, not only topic coverage.
- Keep adult and workforce expectations role-based and documentation-aware.
