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AIF-C01 · Question #58

AIF-C01 Question #58: Real Exam Question with Answer & Explanation

The correct answer is B: Sampling bias. Sampling bias is the correct type of bias affecting the model output when it disproportionately flags people from a specific ethnic group.

Submitted by ngozi_ng· Mar 30, 2026DOMAIN_LIST_MISSING

Question

A company has installed a security camera. The company uses an ML model to evaluate the security camera footage for potential thefts. The company has discovered that the model disproportionately flags people who are members of a specific ethnic group. Which type of bias is affecting the model output?

Options

  • AMeasurement bias
  • BSampling bias
  • CObserver bias
  • DConfirmation bias

Explanation

Sampling bias is the correct type of bias affecting the model output when it disproportionately flags people from a specific ethnic group.

Topics

#ML model bias#Data bias#AI fairness#Algorithmic bias

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