AI Bias Worksheet for Kids

AI for students lesson 7: Bias: when data is unfair · Set 1 · 40 questions

AI tip (Fair data, fairer AI): Bias usually comes from the training data: if a group is missing or shown in only one way, the model copies that. One-sided data: one age group, only ripe mangoes, only adult voices, only neat handwriting. Balanced data: many ages, colours, voices, regions and styles. Reduce bias: add varied examples, check who is missing, test on many groups, fix wrong labels and listen to complaints.

1. 1.🔍 Which is the odd one out? (a) fix wrong labels (b) add more of the same (c) test on one group only (d) copy old unfair choices
2. 2.🛠️ Does this reduce bias or add to it: ignore complaints? (a) reduces bias (b) adds to bias
3. 3.🔍 Which is the odd one out? (a) add varied examples (b) ignore complaints (c) balance the data (d) check who is missing
4. 4.True or false: neat and messy writing from many people is one-sided data (likely to make a biased model). (a) False (b) True
5. 5.⚖️ Where does bias in an AI system usually come from? (a) its colour (b) the weather (c) its screen size (d) its training data
6. 6.True or false: “check who is missing” adds to bias. (a) True (b) False
7. 7.⚖️ One-sided or balanced data: stories where every doctor is a man? (a) balanced data (b) one-sided data
8. 8.🔍 Which is the odd one out? (a) add varied examples (b) ask different people (c) check who is missing (d) add more of the same
9. 9.True or false: “fix wrong labels” adds to bias. (a) False (b) True
10. 10.Which of these helps reduce bias? (a) copy old unfair choices (b) test on one group only (c) use one group only (d) test on many groups
11. 11.🖼️ If an image generator always draws a scientist as a man, that shows… (a) a fair model (b) bias from data (c) a broken screen (d) a strong battery
12. 12.🔍 Which is the odd one out? (a) skip testing (b) use one group only (c) add more of the same (d) check who is missing
13. 13.True or false: a fruit sorter shown only ripe mangoes is one-sided data (likely to make a biased model). (a) True (b) False
14. 14.🔍 Which is the odd one out? (a) use one group only (b) test on one group only (c) ignore complaints (d) test on many groups
15. 15.🗣️ A voice app understands adults but not children. What is the likely reason? (a) children speak too fast (b) the phone was new (c) it was a rainy day (d) few child voices in data
16. 16.True or false: photos of people of many ages and skin tones is balanced data (fairer for everyone). (a) True (b) False
17. 17.⚖️ One-sided or balanced data: a voice app trained only on adult voices? (a) one-sided data (b) balanced data
18. 18.True or false: a voice app trained only on adult voices is balanced data (fairer for everyone). (a) False (b) True
19. 19.🛠️ Does this reduce bias or add to it: test on one group only? (a) reduces bias (b) adds to bias
20. 20.🛠️ Does this reduce bias or add to it: check who is missing? (a) adds to bias (b) reduces bias
21. 21.True or false: a fruit sorter shown only ripe mangoes is balanced data (fairer for everyone). (a) False (b) True
22. 22.True or false: stories with doctors of every gender is one-sided data (likely to make a biased model). (a) True (b) False
23. 23.⚖️ One-sided or balanced data: a handwriting app shown only neat writing? (a) balanced data (b) one-sided data
24. 24.🔍 Which is the odd one out? (a) test on many groups (b) skip testing (c) balance the data (d) add varied examples
25. 25.Which of these helps reduce bias? (a) copy old unfair choices (b) use one group only (c) test on one group only (d) ask different people
26. 26.True or false: “test on many groups” helps reduce bias. (a) True (b) False
27. 27.🔍 Which is the odd one out? (a) skip testing (b) ignore complaints (c) ask different people (d) test on one group only
28. 28.True or false: “add varied examples” helps reduce bias. (a) False (b) True
29. 29.🔍 Which is the odd one out? (a) add varied examples (b) ask different people (c) balance the data (d) test on one group only
30. 30.Which of these helps reduce bias? (a) use one group only (b) test on one group only (c) check who is missing (d) skip testing
31. 31.True or false: “ask different people” adds to bias. (a) True (b) False
32. 32.Which of these adds to bias? (a) balance the data (b) ask different people (c) test on many groups (d) test on one group only
33. 33.🛠️ Does this reduce bias or add to it: fix wrong labels? (a) adds to bias (b) reduces bias
34. 34.Which of these adds to bias? (a) check who is missing (b) ignore complaints (c) add varied examples (d) fix wrong labels
35. 35.🛠️ What helps make an AI system fairer? (a) one group only (b) more varied data (c) ignoring mistakes (d) fewer tests
36. 36.⚖️ One-sided or balanced data: voices of children and adults from many regions? (a) one-sided data (b) balanced data
37. 37.True or false: “ignore complaints” helps reduce bias. (a) True (b) False
38. 38.🔍 Which is the odd one out? (a) add varied examples (b) add more of the same (c) use one group only (d) test on one group only
39. 39.🛠️ Does this reduce bias or add to it: skip testing? (a) adds to bias (b) reduces bias
40. 40.⚖️ One-sided or balanced data: neat and messy writing from many people? (a) one-sided data (b) balanced data

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