Learning Map

AI and Fairness in Decisions

Whether AI should make important decisions about people: jobs, loans, justice; who is responsible when AI makes unfair decisions; introduction to algorithmic fairness

How to tell they’ve got it

Tick these off as you see them — no test required.

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Try this together

If your child learned that a computer program was deciding who gets a job interview, could they explain why that might be unfair and who should be responsible?

Where this sits on the map

Stuck here? Check the skills it builds on first. Confident? Here’s what it unlocks.

Builds on
Bias in AI Systemsages 9–11Must understand bias before examining fairness in high-stakes AI decisions
Humans Versus Machinesages 7–9Human vs machine comparison provides context for when AI should/shouldn't decide
AI and Fairness in Decisionsthis skill · ages 9–11
Unlocks
Designing Fair AI Rulesages 9–11Must understand AI fairness before designing responsible AI systems

solid = must come firstdashed = helps

Curriculum alignment

Candidate matches to official curriculum codes — machine-suggested, unreviewed (v0.1).

This skill sits outside the F–6 Australian Curriculum — no candidate code matched (v0.1). No NSW K–6 outcome code matched (v0.1). No Victorian Curriculum 2.0 code matched (v0.1).

Nearby on the map

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