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AI Governance and EthicsmediumMultiple SelectObjective-mapped

AI0-001 AI Governance and Ethics Practice Question

A hospital uses an AI system to prioritize patient treatment. They want to ensure fairness across demographic groups. Which TWO fairness metrics should they apply to evaluate the model?

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

Equalized odds

Demographic parity requires equal selection rates across groups, and equalized odds ensures equal true positive and false positive rates, both relevant for medical triage.

Answer analysis

Option-by-option breakdown

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

  • Individual fairness

    Why it's wrong here

    Requires similar individuals to be treated similarly, but harder to operationalize in this context.

  • Equalized odds

    Why this is correct

    Ensures equal true positive and false positive rates across groups, important for fair triage.

  • Demographic parity

    Why this is correct

    Ensures equal probability of being selected for treatment across groups.

  • Accuracy parity

    Why it's wrong here

    Not a standard fairness metric; accuracy should be consistent but is not a specific fairness metric.

  • Calibration

    Why it's wrong here

    Ensures predicted probabilities match actual outcomes, but does not address group fairness directly.

Quick reference

RAID Level Comparison

RAID LevelMin DisksFault ToleranceReadWriteUsable Capacity
RAID 02NoneExcellentExcellent100%
RAID 121 diskGoodModerate50%
RAID 531 diskGoodModerate67–94%
RAID 642 disksGoodLower50–88%
RAID 1041 disk per mirrorExcellentGood50%

RAID is not a backup strategy — it protects against disk failure but not against accidental deletion, ransomware, or site-level events.

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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.