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AI Security, Ethics and GovernancemediumMultiple ChoiceObjective-mapped

AI0-001 AI Security, Ethics and Governance Practice Question

Exhibit

{
  "policy": {
    "model": "loan-approval-v2",
    "access": [
      {"role": "data_scientist", "permissions": ["train", "evaluate", "deploy"]},
      {"role": "auditor", "permissions": ["view_logs", "view_predictions"]},
      {"role": "developer", "permissions": ["inference"]},
      {"role": "external_user", "permissions": ["inference"]}
    ],
    "audit": {"enabled": true, "log_all_access": true},
    "fairness_check": {"required": true, "threshold": 0.8}
  }
}

Refer to the exhibit. An auditor reports that the model's fairness check was bypassed in a recent deployment. Based on the policy, what is the most likely cause?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Data scientist role has deploy permission, allowing deployment without fairness validation

(Data scientist role has deploy permission, allowing deployment without fairness validation) is correct. The policy shows fairness_check required, but if the deployment process does not enforce it, the data scientist could bypass it. Option A (Auditor lacks evaluate) is unrelated to deployment. Option C (Fairness threshold low) does not cause bypass. Option D (External user inference) is unrelated.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • The auditor role lacks 'evaluate' permission

    Why it's wrong here

    Auditor permissions are for viewing, not deployment.

  • Data scientist role has deploy permission, allowing deployment without fairness validation

    Why this is correct

    The deploy permission may bypass the fairness check if not enforced.

  • Fairness check threshold is set to 0.8, which is too low

    Why it's wrong here

    Threshold does not cause bypass, it only measures fairness.

  • External_user role can perform inference, which triggers unfair predictions

    Why it's wrong here

    Inference does not bypass fairness check.

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This AI0-001 practice question is part of Courseiva's free CompTIA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI0-001 exam.