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IAPP AIGP Exam - Topic 1 Question 49 Discussion

Scenario:An organization wants to leverage its existing compliance structures to identify AI-specific risks as part of an ongoing data governance audit.Which of the following compliance-related controls within an organization ismost easily adaptedto identify AI risks?
D) Privacy impact assessments
A) Privacy training
B) Penetration testing
C) Transfer risk assessments

IAPP AIGP Exam - Topic 1 Question 49 Discussion

Actual exam question for IAPP's AIGP exam
Question #: 49
Topic #: 1
[All AIGP Questions]

Scenario:

An organization wants to leverage its existing compliance structures to identify AI-specific risks as part of an ongoing data governance audit.

Which of the following compliance-related controls within an organization ismost easily adaptedto identify AI risks?

Show Suggested Answer Hide Answer
Suggested Answer: D

The correct answer isD -- Privacy impact assessments (PIAs). These aredirectly adaptablefor identifying risks in AI systems, particularly around data usage, bias, and individual impacts.

From the AIGP ILT Guide -- Risk Management Module:

''PIAs and DPIAs are existing tools used in privacy compliance that can be extended to evaluate the risks of AI, including fairness, explainability, and legality.''

AI Governance in Practice Report 2025 further explains:

''Organizations can adapt privacy impact assessments to evaluate the ethical, legal, and technical risks posed by AI systems. They provide a structured and recognized method.''

PIAs are preferable over general security practices (like pen testing) which do not address algorithmic bias or legal compliance directly.

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by Owen at Jul 19, 2026, 10:58 PM

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Reuben
3 days ago
True, but D) is more specific to AI impacts.
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Temeka
8 days ago
A) Privacy training could also work. It raises awareness about AI risks.
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Yoko
13 days ago
I agree! They help evaluate how AI affects personal data.
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James
18 days ago
I think D) Privacy impact assessments are key for AI risks.
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Gracie
23 days ago
Wait, can AI really be assessed like that? Sounds complicated!
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Mabel
29 days ago
A) Privacy training is crucial too, but I see your point about D.
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Amber
1 month ago
Not so sure about that. Penetration testing could also reveal AI vulnerabilities.
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Anissa
1 month ago
Totally agree, they focus on data usage and impacts!
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Marylyn
1 month ago
I think D) Privacy impact assessments are the best fit for AI risks.
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Whitley
2 months ago
Privacy training seems relevant, but I wonder if it’s too broad to effectively pinpoint AI risks compared to the other options.
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Levi
2 months ago
I feel like transfer risk assessments could also play a role, especially if we're looking at how AI models handle data transfers.
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Mariko
2 months ago
I'm not entirely sure, but I remember we discussed penetration testing in relation to security risks, not specifically AI risks.
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Delmy
2 months ago
I think privacy impact assessments might be the best fit since they already focus on data handling and could be adapted to include AI-specific considerations.
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