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Isaca AAISM Exam - Topic 1 Question 15 Discussion

Actual exam question for Isaca's AAISM exam

Question #: 15
Topic #: 1

[All AAISM Questions]

Which of the following is MOST important to ensure security throughout the AI data life cycle?

ALeveraging selected open-source models

BConducting periodic data reviews

CRestricting use of data in third-party models

DMaintaining a complete inventory with data lineage records

Show Suggested Answer

Suggested Answer: D

AAISM emphasizes data lineage, provenance tracking, and inventory completeness as essential controls to ensure data security and accountability across all AI data life-cycle phases. This enables detection of unauthorized modifications, improper use, and compliance violations.

Periodic reviews (B) are necessary but insufficient without lineage. Restricting third-party use (C) is one control but not comprehensive. Open-source model choice (A) does not secure data.

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by Candra at May 12, 2026, 05:41 AM

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Leatha

12 hours ago

B is key! Regular reviews catch issues early.

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Malika

6 days ago

Leveraging open-source models could be risky, but I can't recall if that was highlighted as a major concern in our studies.

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Breana

11 days ago

Restricting use of data in third-party models sounds important, but I feel like it might not cover the entire data life cycle.

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Catina

16 days ago

I remember a practice question that emphasized the importance of conducting periodic data reviews. It seems like a solid choice.

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Destiny

2 months ago

I think maintaining a complete inventory with data lineage records is crucial, but I'm not entirely sure if it's the most important.

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