Courseiva
AI Concepts and FoundationsmediumMultiple SelectObjective-mapped

AI0-001 AI Concepts and Foundations Practice Question

A team is deploying an AI model for credit approval. Which TWO ethical considerations must be addressed?

⚠ Common exam trap

CompTIA often tests the distinction between ethical requirements (interpretability, fairness) and technical performance metrics (accuracy, speed, size), leading candidates to mistakenly select accuracy as an ethical consideration.

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

Model interpretability

Model interpretability (B) is essential for credit approval because financial decisions must be explainable to regulators and customers under laws like GDPR or ECOA. A black-box model that cannot justify why a loan was denied violates compliance requirements, making interpretability a core ethical and legal necessity.

Answer analysis

Option-by-option breakdown

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

  • Training speed

    Why it's wrong here

    Incorrect; training speed is an efficiency metric, not ethical.

  • Model interpretability

    Why this is correct

    Correct; interpretability helps ensure transparency and accountability.

  • Model accuracy

    Why it's wrong here

    Incorrect; accuracy is a performance metric, not an ethical consideration.

  • Model fairness to avoid bias

    Why this is correct

    Correct; fairness is a core ethical consideration to prevent discrimination.

  • Model size

    Why it's wrong here

    Incorrect; model size is a resource consideration, not ethical.

About these practice questions

Courseiva writes every AI0-001 question from scratch — 754 in total, each with an explanation and a wrong-answer breakdown. None are copied from real exams or dumps. Learn why practice questions differ from exam dumps →

How Courseiva writes practice questions · Editorial policy

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.