Computing Artificial Intelligenceusually ages 7–9

AI Mistakes and Limitations

Machines make mistakes; they only know what they've been shown; bad training data leads to bad results; AI is not magic — just maths on data; showing edge cases and failures

How to tell they’ve got it

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

Give an example of AI making a mistake (voice assistant mishearing, auto-correct error, wrong recommendation)
Explain that AI mistakes happen because of gaps or errors in training data
Describe why AI is not magic — it follows mathematical rules applied to data

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Try this together

If an AI incorrectly identified a picture of a muffin as a chihuahua, could your child explain why that kind of mistake happens?

Where this sits on the map

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

Builds on

Machine Learning Basicsages 7–9Must understand how training works before understanding why it can go wrong

AI Mistakes and Limitationsthis skill · ages 7–9

Unlocks

Bias in AI Systemsages 9–11Must understand AI can be wrong before examining systematic bias

Deepfakes and AI-Generated Contentages 9–11Must understand AI limitations before evaluating AI-generated content

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

AI in Computer Gamesages 7–9 Data and Information for Computersages 7–9 Humans Versus Machinesages 7–9 Machine Learning Basicsages 7–9

All Artificial Intelligence skills →