Summary
Organizes AI literacy outcomes by developmental level, role, and implementation context so standards language can move from concepts to responsible judgement and creation.
Key evidence signals
- AI literacy outcomes should be age-appropriate and evidence-observable.
- Learner outcomes, educator capacity, and institutional conditions should be separated.
- Progressions should move from noticing and explaining to evaluating, designing, and documenting responsible use.
Recommendations
- Use grade-band progressions instead of one all-ages competency statement.
- Connect each outcome to observable evidence of learning.
- Keep adult and workforce outcomes role-based and documentation-aware.
