Best for
Lesson 2 or 3 inquiry, fairness checks, debate preparation, and any task where students must analyse the quality of an AI response rather than just use it.
Unit 7 Bias and Fairness • Years 8-11 • Inquiry worksheet • Print-ready
AI Ethics and Bias
Use this handout to help ākonga test AI outputs rather than simply consume them. Students compare responses, identify bias or omission, and decide what a fairer, safer, and more culturally responsible answer would require.
Free fairness check, premium local adaptation
Use this worksheet as written, then move into Te Wānanga if you want local school, iwi, or subject-specific AI outputs to analyse with the same fairness lens.
- Swap in local school decisions, community issues, or current news outputs.
- Generate a junior version with sentence starters or a senior version with deeper critique.
- Turn the final recommendation into a report, speech, or evaluation paragraph.
Kaiako planning snapshot
- Use length: 25-40 minutes for one shared output, longer if students compare multiple examples.
- Grouping: Pairs or small groups work best so students challenge each other’s reading of the output.
- Prep: Pre-select one or two outputs that contain enough substance to analyse rather than just obvious nonsense.
- Differentiation: Support learners can complete the quick fairness check; extension learners can compare two outputs and write a stronger recommendation.
- Teaching move: Keep asking “who benefits, who is erased, and what would a safer answer include?”
Resources already provided
- Quick fairness check and comparison table
- Risk, harm, and benefit prompts
- Māori data sovereignty lens questions
- Recommendation writing scaffold and curriculum companion
What to print: one copy per student or pair plus one teacher-selected AI output, prompt, or screenshot to analyse.
Ngā Whāinga Akoranga / Learning Intentions
- We are learning how to test AI outputs for fairness, bias, and missing perspectives.
- We are learning how digital tools can reproduce unequal power relationships.
- We are learning how to judge whether an AI response is culturally safe and useful in Aotearoa.
Paearu Angitu / Success Criteria
- I can identify at least one bias, omission, or risk in an AI output.
- I can explain who may be advantaged or harmed by that response.
- I can suggest what a fairer or safer response would need to include.
Curriculum integration / Te Marautanga alignment
This handout supports digital technologies, social inquiry, and critical reading of information systems. It works best when the class is comparing how outputs reflect power, omission, and responsibility.
Why this matters in Aotearoa
AI outputs can sound fluent and confident while still misrepresenting people, flattening local context, or treating Māori knowledge as raw material. Good critique asks not only whether an answer “works”, but whether it is tika, fair, and mana-enhancing for the people affected.
1. Quick fairness check
- Whose voice is centred in the answer?
- Who or what is missing?
- What assumptions does the AI seem to treat as normal?
- What harm could follow if someone trusted this answer completely?
2. Compare one output closely
| What the AI does well | Bias / omission / risk | How the answer should improve |
|---|---|---|
3. Māori data sovereignty lens
These questions draw on tikanga Māori values around data authority, whakapapa relationships, and community accountability. Use them to test whether an AI system is treating Māori knowledge with genuine care.
Who should have authority over this information?
Has the AI treated Māori knowledge with context and respect?
Would a community trust this answer to represent them fairly?
What should be checked with people, not just with a machine?
4. Recommendation scaffold
My overall judgement
Prompt: State the main issue, who is affected, and what a safer or fairer response would include.
Teach this tomorrow
Print / share
- This worksheet
- One teacher-selected AI output or screenshot
Decide before class
- Whether students analyse one shared output or compare two
- Whether the final response is discussion-based or written
Look for by the end
- Students can identify one concrete bias or omission
- Students can explain what a stronger response would need to change
Hononga Marautanga · Curriculum Alignment
Digital Technologies — Hangarau Matihiko
Level 4–5: Analyse how AI systems encode ethical assumptions; evaluate the social, cultural, and political implications of automated decision-making; form and defend a position using evidence and reasoning.
Social Sciences — Tikanga ā-Iwi
Level 3–4: Understand how technology shapes relationships, power, and identity within communities; evaluate the impacts of digital innovation on society and culture.
Aronga Mātauranga Māori
Mātauranga Māori offers a relational framework for ethics: decisions are not made in isolation but in relationship — to people, to place, to whakapapa. AI systems, by contrast, are often designed without these relationships in mind, producing outputs that are technically coherent but culturally disconnected or harmful. Understanding AI ethics through a Māori lens means asking not only "what does the algorithm do?" but "who does it serve, who does it harm, and what relationships does it ignore?"
Ngā Rauemi Tautoko · Support Materials
- AI Bias Lab Activity (ai-bias-lab-activity.html) — practical testing activity to pair with this reading
- AI Ethics Scenarios Unit 7 (ai-ethics-scenarios-unit7.html) — apply these concepts to real-world cases
- AI News Analysis (ai-news-analysis.html) — connect ethics concepts to current events
- AI Impact Comprehension (ai-impact-comprehension-handout.html) — extend into community impacts
📋 Teacher Planning Snapshot
Ngā Whāinga Ako — Learning Intentions
Students will engage with this resource to develop te whakaaro māramatanga — critical and analytical thinking skills — examining claims, evaluating evidence, identifying bias, and constructing reasoned arguments. This unit frames critical thinking through both Western analytical traditions and the kōrero-based reasoning of Te Ao Māori.
Ngā Paearu Angitū — Success Criteria
- ✅ Students can identify a claim, evaluate the evidence supporting it, and detect potential bias or fallacy.
- ✅ Students can construct a reasoned argument using evidence, acknowledging counter-perspectives.
Differentiation & Inclusion
Scaffold support: Provide argument frames (claim → evidence → reasoning → counter-argument) for entry-level access. Use structured controversy activities where students argue assigned positions. Offer extension tasks requiring students to analyse a real media article or policy document using the lesson's critical framework.
ELL / ESOL: Pre-teach argumentative language structures ("I argue that…", "The evidence suggests…", "However, one might counter…"). Allow oral argument as a first step before written production. Sentence frames and argument maps lower the language barrier while maintaining cognitive demand.
Inclusion: Structured debate and discussion formats benefit all learners — particularly neurodiverse students who thrive with explicit rules and clear roles. Affirm that disagreement done respectfully is a high-value academic and civic skill. Allow quiet processing time before group discussion. Offer written alternatives for students who find oral argument challenging.
Mātauranga Māori lens: Te whakaaro māramatanga — enlightened thinking — reflects a long tradition of reasoned debate in Te Ao Māori. The whare (meeting house) is a place of kōrero, where multiple perspectives are heard before decisions are made. Tikanga requires that arguments be made with integrity and respect (mana). Māori oratory (whaikōrero) is a sophisticated critical tradition — whakataukī encode compressed wisdom that often challenges surface-level thinking.
Prior knowledge: Best used within a sequence building critical thinking skills progressively. No specialist knowledge required for entry-level engagement with structured tasks.
Curriculum alignment
- Do — Social Studies: Explore perspectives, use evidence to form conclusions, and share ideas — compare viewpoints, evaluate claims, and present reasoned arguments.
- Speaking, Writing, and Presenting: Construct and deliver clear, reasoned arguments drawing on evidence and acknowledging multiple perspectives.