Student AI literacy

“What do students actually need to learn about AI?”

AI literacy confined to the CS elective isn’t AI literacy. Eight domains, every grade band, every subject.

The clear-eyed read

What's actually going on

The question hiding inside this one is "who owns it?" — and the honest answer is everyone. AI literacy is not primarily a technical skill; it is a citizenship capability. The World Economic Forum estimates 39% of core skills change by 2030. Students will make decisions with, about, and under AI systems in every domain of their lives; a semester elective for the interested few does not meet that reality.

A workable framework spans eight domains: AI foundations (what these systems are and aren't); responsible and ethical use; media and information literacy; data, privacy and digital identity; bias, fairness and representation; human judgment and metacognition; creativity, collaboration and problem-solving; and civic, workforce and societal impact. Each has grade-band progressions — what K-2 sorting-and-patterns play looks like versus what a high-school bias investigation looks like.

The good news: this does not require a new course. The domains map onto existing subjects — bias belongs in ELA and social studies, data and privacy in advisory and civics, human judgment everywhere. The design work is integration, not addition.

First moves

30 / 90 / 365 days

Sequenced, not simultaneous. The 30-day moves cost little and buy you room; the year is where the change becomes structure.

First 30 days

  • Audit where AI literacy already lives in your curriculum — usually more than you think, under other names like media literacy and digital citizenship.
  • Give every teacher the one-page version of the eight domains so the conversation has shared vocabulary.

By 90 days

  • Pick two domains per grade band and integrate one experience each into existing units this semester.
  • Teach the H-AI-H habit explicitly: human inquiry first, AI to augment, human judgment to close — the single most portable AI-literacy skill.

Within the year

  • Map the full progression K-12 with performance tasks and portfolio evidence, and connect it to your graduate profile.
  • Bring families in: what students are learning about AI, and how to extend the judgment habits at home.

Carry the work

The tools that carry this