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AI0-001 AI Governance and Ethics Practice Question

A city government uses an AI system to allocate limited social services resources. To ensure fairness, they want to implement human oversight for high-stakes decisions. Which mechanism allows a human to review and potentially override the AI's decision before it is executed?

⚠ Common exam trap

In the CompTIA AI exam, candidates often confuse 'Human-in-the-loop' (human must review and approve before action) with 'Human-on-the-loop' (human monitors but action proceeds automatically unless overridden). This question requires pre-execution human review, so HITL is correct.

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

✓

Human-in-the-loop

Human-in-the-loop (HITL) is the correct mechanism because it requires a human to review and approve or reject the AI's decision before it is executed. This ensures that for high-stakes decisions, such as allocating limited social services, a human can intervene to prevent unfair or erroneous outcomes, directly addressing the fairness requirement.

Answer analysis

Option-by-option breakdown

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

  • ✗

    Human-on-the-loop

    Why it's wrong here

    Human-on-the-loop monitors the AI's operation and can intervene after decisions are made, rather than approving each one beforehand. It is tempting because it does provide human oversight, but the stem requires review and override before execution, which is human-in-the-loop's pre-decision approval mechanism.

  • ✗

    Human-in-command

    Why it's wrong here

    Human-in-command places a human above the system with authority to halt or override operations, but it does not require review of each decision before execution. It is tempting because it sounds like strong oversight, yet the scenario demands pre-execution approval, which is human-in-the-loop, not command-level control.

  • ✓

    Human-in-the-loop

    Why this is correct

    Human-in-the-loop places a person in the decision path before execution, allowing review and override of the AI's output. This satisfies the fairness requirement for high-stakes social services allocations, where automated decisions carry significant consequences for individuals.

  • ✗

    Automated decision-making without human intervention

    Why it's wrong here

    Automated decision-making without human intervention executes AI outputs directly, so no human reviews or overrides before execution. It is tempting when speed or scale matters, but the scenario explicitly requires human oversight of high-stakes allocations; human-in-the-loop provides that pre-execution review and override capability.

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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.