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Isaca AAIR

Advanced in AI Risk

Verified practice questions with detailed answers, clear explanations, and community discussion.

  • 90

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  • 4 days ago

    last updated

  • 4.8/5

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See all 90 questions

Question 1 of 90

A risk practitioner is developing risk scenarios related to successful data poisoning attacks on an AI model used across the organization. Which of the following is the BEST approach to help ensure the scenarios are relevant?
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Correct answer: D

Engaging key stakeholders ensures that risk scenarios reflect the organization’s actual AI use cases, data sources, controls, business processes, and potential impacts. Stakeholders such as model owners, data engineers, security teams, and business users provide context needed to make data-poisoning scenarios realistic and relevant. Adversarial testing and data flow diagrams can support later analysis, while industry incidents provide useful reference information, but they do not replace organization-specific stakeholder input.

Question 2 of 90

Which of the following is a risk practitioner's BEST recommendation to establish accountability for AI system outputs and decisions?
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Correct answer: D

Formal documented role assignments with named owners establish clear responsibility for AI system outputs and decisions. They define who is accountable for oversight, approval, monitoring, escalation, and remediation when the system produces harmful, inaccurate, or noncompliant results. Monitoring and KPIs provide evidence of system performance, but they do not identify who must act on that evidence. A centralized task force may support governance, yet named ownership is necessary for direct accountability.

Question 3 of 90

Which of the following is the PRIMARY purpose of maintaining comprehensive model cards and documentation?
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Correct answer: D

Model cards and supporting documentation provide transparency into how a model is designed, trained, evaluated, intended to be used, and limited. They help stakeholders understand performance characteristics, risks, assumptions, data considerations, and appropriate deployment contexts. Although they may include technical specifications and support auditability, those are components of documentation rather than its primary purpose.

Question 4 of 90

Which of the following BEST enables an organization adopting AI solutions to foster an ethical and risk-aware culture?
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Correct answer: D

Leadership consistently modeling ethical behavior and values establishes the tone at the top for responsible AI use. Employees are more likely to recognize, prioritize, and escalate ethical and risk concerns when leaders visibly apply the same standards in decisions and practices. Checklists and disciplinary policies support governance, but they do not create a sustained culture without leadership commitment and example.

Question 5 of 90

To reinforce organization-wide ethical norms and risk recognition, which of the following is MOST important to integrate into AI user training?
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Correct answer: B

Ethical risk indicators and reporting help users recognize when AI use may create bias, unfair outcomes, privacy concerns, harmful content, or other ethical issues. Training users to identify these signals and report them establishes shared responsibility for ethical AI across the organization. An acceptable use policy defines rules, but it is less effective without practical guidance on recognizing and escalating emerging risks.

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Stories from the certified

Charles Sirois
Canada
As this was my first certification exam, I was understandably nervous about what to expect. These study materials made the preparation process much easier, and many of the questions closely reflected those on the actual exam.
Lance Chambers
United States
Wasted about a month going through the free dump sites scattered all over reddit, half the answers were wrong and the other half were for a version of the exam that doesn't even exist anymore. Eventually gave in and paid the small fee here, and the difference was night and day.
Alisha Kelly
Italy
Honestly, I had already gone through the official documentation quite thoroughly, but still didn't feel fully confident going in. This helped things finally click for me. I realized I knew the material, but just hadn't connected all the pieces yet.
Casper Claassen
Netherlands
Used this along with Microsoft Learn and the combo worked really well. The practice questions made the stuff I'd read actually stick. Passed first attempt, no complaints from me.
Gabriele Ghesla
Italy
The content is accurate and clearly presented, and it's more affordable than competitors. The team has been incredibly responsive whenever I've had an issue, and they've been open to small changes that improve the platform.
Charles Sirois
Canada
As this was my first certification exam, I was understandably nervous about what to expect. These study materials made the preparation process much easier, and many of the questions closely reflected those on the actual exam.
Lance Chambers
United States
Wasted about a month going through the free dump sites scattered all over reddit, half the answers were wrong and the other half were for a version of the exam that doesn't even exist anymore. Eventually gave in and paid the small fee here, and the difference was night and day.
Alisha Kelly
Italy
Honestly, I had already gone through the official documentation quite thoroughly, but still didn't feel fully confident going in. This helped things finally click for me. I realized I knew the material, but just hadn't connected all the pieces yet.
Casper Claassen
Netherlands
Used this along with Microsoft Learn and the combo worked really well. The practice questions made the stuff I'd read actually stick. Passed first attempt, no complaints from me.
Gabriele Ghesla
Italy
The content is accurate and clearly presented, and it's more affordable than competitors. The team has been incredibly responsive whenever I've had an issue, and they've been open to small changes that improve the platform.
Morgan Farmer
United Kingdom
I don't usually leave reviews, but this one felt worth sharing. The questions were quite close to what actually appeared on the exam, more than I expected. I spent about a week going through the material before my test, and it helped me feel more prepared.
Remi Nuyts
United States
Passed ITIL 4 Foundation with 87%. Material was enough by itself.
Archie Hopkins
United States
I had a smooth experience from start to finish. Access was available right away, no technical issues, which made it easy to get started. The content felt relevant and aligned well with what I was looking for.
Nancy Mcbride
United States
Does what it says it does. Content felt solid, nothing confusing to navigate and I didn't run into any weird issues. I been putting off scheduling the exam for a while and going through this gave me enough confidence to finally book it and pass.
Neil Savage
United States
A very quick response was received via email when a link issue occurred. The study materials provided were high quality and extremely helpful. I was able to complete the test successfully. Many thanks for the excellent support.
Morgan Farmer
United Kingdom
I don't usually leave reviews, but this one felt worth sharing. The questions were quite close to what actually appeared on the exam, more than I expected. I spent about a week going through the material before my test, and it helped me feel more prepared.
Remi Nuyts
United States
Passed ITIL 4 Foundation with 87%. Material was enough by itself.
Archie Hopkins
United States
I had a smooth experience from start to finish. Access was available right away, no technical issues, which made it easy to get started. The content felt relevant and aligned well with what I was looking for.
Nancy Mcbride
United States
Does what it says it does. Content felt solid, nothing confusing to navigate and I didn't run into any weird issues. I been putting off scheduling the exam for a while and going through this gave me enough confidence to finally book it and pass.
Neil Savage
United States
A very quick response was received via email when a link issue occurred. The study materials provided were high quality and extremely helpful. I was able to complete the test successfully. Many thanks for the excellent support.

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Answers about access, updates, payments, and the refund policy.

01Are these real exam questions?

Our Isaca AAIR questions are based on real exam experiences and are continuously updated to match the current exam format. Most candidates who study with us report passing on their first attempt, based on a self reported post exam survey.

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With our Premium package, you get a 100% money back guarantee. If you don't pass your exam after studying with our materials, simply contact us with your exam results and we'll refund your purchase. Terms and conditions apply, read our full refund policy to learn more.

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Our question bank is updated regularly based on feedback from recent exam takers. We typically review and update our content every week with reports about new questions or changes to the exam format.

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Yes. When your access is close to expiring, you can renew it for another 30 days directly from the exam page. If you need more time while you are still preparing, reach out and we will help.

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You get access to all 90 questions in our database for the Isaca AAIR exam. This includes detailed explanations and answer justifications to help you understand the concepts thoroughly.

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