Isaca AAIR Practice Test Questions ( Updated) – Real Exam Questions & Dumps PDF
Preparing for the Isaca AAIR ISACA Advanced in AI Risk™ (AAIR™) (AAIR) exam can be challenging without the right resources. That’s why our AAIR practice test questions and updated dumps PDF are designed to help you pass with confidence.
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Isaca AAIR Sample Questions – Free Practice Test & Real Exam Prep
Question #1
An organization discovers that its AI vendor has a subcontractor processing training data in a
jurisdiction with inadequate data protection laws. This arrangement was not disclosed during
vendor due diligence. The organization is subject to GDPR. What is the GREATEST risk and
MOST appropriate response?
A. Risk: vendor reputation. Response: Notify customers of the data processing arrangements.
B. Risk: GDPR violation through unauthorized international transfer of personal data.Response: Immediately assess transfer compliance, require the vendor to remediate, andconsider contract suspension until compliant.
C. Risk: Data quality degradation. Response: Require the subcontractor to demonstrate datahandling certifications.
D. Risk: Competitive intelligence leakage. Response: Conduct a data classification review.
Answer: B
Explanation:
Option A: A is incorrect. Vendor reputation is a secondary concern. GDPR compliance is the primary
legal risk. Customer notification may be required but is not the immediate priority.
Option B (CORRECT): B is correct. Under GDPR, transferring personal data to jurisdictions without
adequate protection without appropriate safeguards is a violation (Articles 44–49). The organization is
the data controller and bears accountability. Immediate assessment, vendor remediation, and potential
suspension are the required governance actions.
Option C: C is incorrect. Data quality is a model performance concern, not the greatest risk in this
scenario.
Option D: D is incorrect. Competitive intelligence leakage is a confidentiality risk but is not the greatest
risk given the GDPR implications.
Question #2
Which of the following BEST describes 'risk transfer' as an AI risk treatment option?
A. Moving the AI system to a different business unit to reassign accountability.
B. Shifting financial consequences of an AI risk to a third party, such as through insurance orcontractual indemnification.
C. Reducing AI risk exposure through the implementation of preventive controls.
D. Eliminating an AI system to remove the associated risk entirely.
Answer: B
Explanation:
Option A: A is incorrect. Moving a system to a different business unit reassigns management, not risk —
the organizational risk remains.
Option B (CORRECT): B is correct. Risk transfer shifts the financial consequences of a risk to a third
party — typically through insurance or contractual indemnification. It does not eliminate the risk or its
operational impact, but reduces the organization's financial exposure.
Option C: C is incorrect. Implementing preventive controls describes risk mitigation, not risk transfer.
Option D: D is incorrect. Eliminating a system to remove risk describes risk avoidance, not risk transfer.
Question #3
An organization is developing its AI risk reporting framework for the board. What information is
MOST important to include in board-level AI risk reporting?
A. Technical details of AI model architectures and training parameters.
B. AI risk exposure levels, trends, significant incidents, risk appetite compliance status, andrecommended governance actions.
C. Detailed audit logs of all AI model outputs.
D. Vendor SLA compliance statistics.
Answer: B
Explanation:
Option A: A is incorrect. Technical architecture details are not appropriate for board-level reporting —
they are for technical governance committees.
Option B (CORRECT): B is correct. Board-level reporting should provide strategic insight: overall risk
exposure and trends, incidents requiring board awareness, whether the organization is operating within
risk appetite, and governance decisions needed from the board. Strategic perspective, not technical
detail.
Option C: C is incorrect. Audit logs are operational records, not board-level reporting content.
Option D: D is incorrect. Vendor SLA statistics are operational metrics appropriate for management
reporting, not primary board-level AI risk content.
Question #4
An organization's AI system for automated trading generates anomalous trades during a marketvolatility event, causing significant financial loss. Post-incident analysis reveals the model was nottested against extreme market conditions. Which control would have been MOST effective inpreventing this incident?
A. Real-time monitoring with automatic trading halt triggers when model outputs exceeddefined thresholds.
B. Stress testing the AI model against historical market crisis scenarios before deployment.
C. Implementing a 24-hour delay on AI-generated trades for human review.
D. Diversifying AI trading models across multiple vendors.
Answer: A
Explanation:
Option A (CORRECT): A is correct. While stress testing (B) would have helped identify the vulnerability,
the MOST effective prevention in an automated trading environment is a real-time kill switch with
predefined trading halt thresholds. This is a preventive control that stops anomalous trading at the
moment it occurs, limiting financial exposure regardless of model failure mode.
Option B: B is incorrect. Stress testing is a validation control that would have identified the gap before
deployment but, in this scenario, the incident has already occurred. The question asks what control
would be most effective at preventing the financial loss — a real-time halt is more effective than a predeployment test alone.
Option C: C is incorrect. A 24-hour delay defeats the purpose of automated trading and is operationally
impractical.
Option D: D is incorrect. Vendor diversification addresses concentration risk, not the model testing and
live circuit-breaker gaps that caused this incident.
Question #5
An organization implements an AI system that monitors employee communications for policyviolations. An employee files a complaint alleging the monitoring is invasive and not disclosed inthe employment agreement. What is the PRIMARY governance risk?
A. The AI system may produce inaccurate monitoring results.
B. The organization may have failed to meet transparency, consent, and privacy obligationsregarding employee surveillance.
C. The employee may share confidential information externally.
D. The AI monitoring system may be susceptible to adversarial manipulation.
Answer: B
Explanation:
Option A: A is incorrect. Accuracy is a performance concern, not the primary governance risk in this
complaint scenario.
Option B (CORRECT): B is correct. Deploying employee monitoring AI without disclosure and consent
creates significant privacy, employment law, and governance risks. Transparency and informed consent
are fundamental requirements for employee monitoring systems under most regulatory frameworks.
Option C: C is incorrect. Employee data leakage is a security concern unrelated to the governance
failure described.
Option D: D is incorrect. Adversarial manipulation is a security risk, not the primary governance issue
raised by the employee complaint.
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