Discuss IAPP AIGP Exam Topic 1 Question 49

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?

APrivacy training

BPenetration testing

CTransfer risk assessments

DPrivacy impact assessments

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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17 comments · newest first

Colette 27 days ago

Overall, D) Privacy impact assessments seem most adaptable.

Jina 1 month ago

B) Penetration testing is important, but not AI-focused.

Kip 1 month ago

I feel like D) is the best choice. It aligns with AI's data use.

Aliza 1 month ago

C) Transfer risk assessments might not cover AI nuances well.

Reuben 2 months ago

True, but D) is more specific to AI impacts.

Temeka 2 months ago

A) Privacy training could also work. It raises awareness about AI risks.

Yoko 2 months ago

I agree! They help evaluate how AI affects personal data.

James 2 months ago

I think D) Privacy impact assessments are key for AI risks.

Gracie 2 months ago

Wait, can AI really be assessed like that? Sounds complicated!

Mabel 2 months ago

A) Privacy training is crucial too, but I see your point about D.

Amber 3 months ago

Not so sure about that. Penetration testing could also reveal AI vulnerabilities.

Anissa 3 months ago

Totally agree, they focus on data usage and impacts!

Marylyn 3 months ago

I think D) Privacy impact assessments are the best fit for AI risks.

Whitley 3 months ago

Privacy training seems relevant, but I wonder if it’s too broad to effectively pinpoint AI risks compared to the other options.

Levi 3 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.

Mariko 3 months ago

I'm not entirely sure, but I remember we discussed penetration testing in relation to security risks, not specifically AI risks.

Delmy 4 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.

IAPP AIGP Exam - Topic 1 Question 49 Discussion