Bias & Fairness Lab

Explore how AI can be unfair, and what to do about it. Kids investigate real examples of AI bias, examine who gets left out, test for fairness in prompts and outputs, and design better AI choices. Ethics and empathy applied to technology.

What's Included

• Real examples of AI bias investigation
• Fairness testing in AI prompts and outputs
• Who gets included and who gets left out
• Designing more equitable AI decisions
• Ethics discussion prompts and reflection

Every Project Guide Includes

• What this activity builds: clear learning focus
• Materials needed (minimal or none)
• Before you start: parent-friendly guidance
• Step-by-step instructions to follow along
• 3 flexible levels: Explore / Develop / Extend
• Support tips and conversation starters

Why Families Love It

• Low prep. Open and follow along on any device
• Reusable year after year, with a different experience every time
• Works for one child or five, multi-age friendly
• Curiosity-driven, not curriculum-driven
• Flexible: use one activity a day or one a week
• Real-world skills through real-world experiences

Best For