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AAIA AI Operations Practice Question

When auditing an AI model, what does 'Concept Drift' signify to an operational team?

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

The model's predictive accuracy is likely degrading

Concept drift occurs when the statistical relationship between input and target variable changes, rendering the model obsolete.

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 training data was leaked

    Why it's wrong here

    Data leakage is a separate issue.

  • The model is overfitted

    Why it's wrong here

    Overfitting is a training-phase defect.

  • The model's predictive accuracy is likely degrading

    Why this is correct

    Requires model retraining.

  • The model is running too fast

    Why it's wrong here

    Drift is about accuracy, not speed.

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JA

Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed August 2026 · checked against the official ISACA exam blueprint

This AAIA practice question is part of Courseiva's free ISACA 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 AAIA exam.