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AI0-001 AI Security Practice Question

A security team is threat modeling an AI-powered recommendation system. Using STRIDE, which THREE threats are MOST relevant to the model's training data pipeline?

⚠ Common exam trap

The AI0-001 exam often tests the distinction between 'Tampering' (modifying data in transit or at rest) and 'Spoofing' (impersonating a user or source), leading candidates to incorrectly select spoofing when the real threat is data integrity compromise in the pipeline.

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

Tampering with training data (data poisoning)

Data poisoning directly targets the integrity of the training data pipeline. In STRIDE, 'Tampering' refers to unauthorized modification of data, and an attacker injecting malicious samples into the training set can cause the recommendation model to learn biased or harmful behaviors. This is a primary threat to AI systems, as the model's outputs are only as trustworthy as its training data.

Answer analysis

Option-by-option breakdown

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

  • Tampering with training data (data poisoning)

    Why this is correct

    Tampering is a core threat to data integrity; poisoning corrupts the model.

  • Elevation of privilege to access the training pipeline

    Why this is correct

    If an attacker gains elevated privileges, they can modify the pipeline or data.

  • Spoofing of data sources

    Why it's wrong here

    Spoofing is about authentication, not directly about training data integrity.

  • Repudiation of data provenance

    Why it's wrong here

    Repudiation is about non-repudiation logging, not a primary data threat.

  • Information disclosure of training data (model inversion)

    Why this is correct

    Information disclosure is a key threat; model inversion can leak sensitive training data.

About these practice questions

One of 754 original AI0-001 practice questions on Courseiva, each with a full explanation and wrong-answer analysis — not exam dumps or protected exam content. Learn why practice questions differ from exam dumps →

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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.