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Exam AIGP topic 1 question 71 discussion

Actual exam question from IAPP's AIGP
Question #: 71
Topic #: 1
[All AIGP Questions]

Which of the following considerations is the most important in mitigating the potential of bias in training and testing data?

  • A. Using privacy-enhancing tools to protect the data.
  • B. Validating that the data is representative.
  • C. Receiving explicit consent to use the data.
  • D. Assessing the sufficiency of the third-party data.
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Suggested Answer: B 🗳️
by Ecommail at June 12, 2025, 7:28 p.m.

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Ecommail
3 days, 21 hours ago
Selected Answer: B
B. Validating that the data is representative. Ensuring the data is representative is the most critical factor in mitigating bias, as unrepresentative data can lead to skewed models that reinforce or amplify existing biases. While privacy tools, consent, and third-party data sufficiency are important, they primarily address ethical, legal, or quality concerns rather than directly tackling bias in the training and testing process.
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