AAIA AI Auditing Tools And Techniques Practice Question
When documenting audit findings for an AI system, which TWO of the following are critical to include to ensure the audit can be replicated?
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
✓
Specific Git commit SHA for the model code
Version control information and the exact dataset version are essential for reproducing the audit results.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Specific Git commit SHA for the model code
Why this is correct
Enables re-running the exact code used.
- ✗
The office location of the data scientists
Why it's wrong here
Not relevant to technical replication.
- ✓
Version ID/Hash of the training dataset
Why this is correct
Ensures the input data is identical for replication.
- ✗
The brand of the coffee machine used
Why it's wrong here
Irrelevant.
- ✗
The developer's personal email address
Why it's wrong here
Sensitive and unnecessary for replication.
About these practice questions
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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.