AAIA AI Governance And Risk Practice Question
You are auditing a model's 'Data Pre-processing' step. Which practice is a major concern regarding data privacy?
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
✓
Storing training data that can be re-identified without proper access controls
Re-identification of anonymized data is a significant risk that must be mitigated in data handling.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Documenting the transformations applied to the data
Why it's wrong here
Documentation is a good practice, not a risk.
- ✓
Storing training data that can be re-identified without proper access controls
Why this is correct
If data can be re-identified, it is a privacy risk that requires strict governance.
- ✗
Compressing the data to save storage costs
Why it's wrong here
Compression is a standard engineering practice.
- ✗
Using open-source data transformation libraries
Why it's wrong here
Using standard libraries is a common and acceptable practice.
About these practice questions
Courseiva writes every AAIA question from scratch — 209 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 →
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.