AAIA AI Auditing Tools And Techniques Practice Question
In an audit of differential privacy implementations, what is the 'epsilon' parameter used for?
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
✓
Privacy budget control
Epsilon is the privacy budget; lower values provide stronger privacy guarantees but potentially lower utility.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Model training speed
Why it's wrong here
Epsilon is for privacy, not performance.
- ✗
Learning rate scheduling
Why it's wrong here
Learning rate is a hyperparameter for convergence.
- ✗
Database query limit
Why it's wrong here
This relates to API rate limiting.
- ✓
Privacy budget control
Why this is correct
Epsilon dictates the amount of noise added for privacy preservation.
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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.