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Isaca AAIA Exam - Topic 1 Question 20 Discussion

Posted by Estrella on Jun 21, 2026 at 09:57 AM

Which control is MOST important to verify in order to ensure proper data management with AI systems?

Suggested Answer: A

According to the ISACA AAIA Study Guide, a 'Data Governance Framework' is the foundational control. It provides the policies, roles (stewards, owners), and standards necessary to manage the entire data lifecycle. Without a framework, activities like inventorying (Option C) or labeling (Option D) are ad-hoc and lack accountability. A formal framework ensures that data management is consistent, compliant with privacy laws, and aligned with the organization's risk tolerance. It is the 'enabling' control that makes all other data quality and security metrics meaningful and enforceable.


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12 comments · newest first
SA
Salome 2 months ago
B is important too. Metrics help track data quality.
IR
Iraida 2 months ago
I prefer D. Labeling data is key for security.
KR
Kris 2 months ago
I think A is crucial. Without governance, data can get messy.
TA
Talia 2 months ago
Metrics help track progress, can't overlook them!
FR
Freeman 2 months ago
Wait, are we sure a framework is the most important?
FL
Florinda 2 months ago
Definitely need a solid data inventory in place.
EL
Elfrieda 3 months ago
I think data labeling is super important too!
SK
Skye 3 months ago
A data governance framework is key for oversight.
FR
Frederic 3 months ago
Metrics are definitely important, but I wonder if they outweigh the need for a solid governance framework in this context.
JO
Jolanda 3 months ago
I feel like having a data inventory is essential, but I can't recall if it was considered the top priority in our studies.
RO
Ronny 3 months ago
I remember a practice question that emphasized the importance of data labeling, especially regarding sensitivity.
GE
Gerry 4 months ago
I think the data governance framework is crucial, but I'm not entirely sure if it's the most important.
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