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| Section | Objectives |
|---|---|
| Topic 1: AI Lifecycle Controls | - Controls across AI development lifecycle
|
| Topic 2: Ethics, Privacy, and Responsible AI | - Ethical AI principles and compliance
|
| Topic 3: AI Risk Management | - Risk identification and assessment for AI systems
|
| Topic 4: AI Governance and Strategy | - AI governance frameworks and organizational oversight
|
| Topic 5: Regulatory and Compliance Requirements | - Global AI regulatory landscape
|
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NEW QUESTION # 156
Which of the following metrics BEST indicates false positives in an AI model output?
Answer: C
Explanation:
Within the ISACA Advanced in AI Risk framework, life-cycle controls should protect data quality, model design, testing, validation, monitoring, change management, and secure retirement of AI systems. Precision is directly affected by false positives because it measures the proportion of predicted positives that are actually positive. Recall is more sensitive to false negatives, F1 combines both dimensions, and overall accuracy can hide a high false-positive rate. This makes option A, Precision, the strongest answer. The other choices describe narrower technical, operational, performance, or administrative considerations and do not address the primary risk-management objective in the scenario as directly. A risk practitioner should select the response that most effectively reduces the stated exposure while preserving appropriate oversight, traceability, and alignment with organizational risk tolerance and business requirements.
NEW QUESTION # 157
An organization is integrating AI systems into core business operations and has decided to establish a formal process to align AI initiatives with corporate values. Which of the following is the GREATEST benefit of this decision?
Answer: B
NEW QUESTION # 158
Which of the following BEST enables an organization adopting AI solutions to foster an ethical and risk- aware culture?
Answer: D
Explanation:
Organizational culture is primarily shaped by leadership behavior and tone at the top. In AI governance, an ethical culture cannot be mandated through documentation alone-it must be demonstrated through the actions and values of organizational leaders.
Why D is Correct: The ISACA AAIR Study Guide emphasizes that tone at the top is the most powerful driver of ethical culture. When leaders consistently model ethical behavior in AI development and usage, they create a normative environment where employees internalize values rather than merely complying with rules. This authentic leadership approach produces sustainable cultural change.
Why A is Wrong: Checklists are compliance tools that address process adherence, not cultural transformation.
A checklist culture can produce box-ticking behavior without genuine ethical commitment.
Why B is Wrong: Conference participation raises awareness but has minimal impact on day-to-day organizational behavior. External networking does not directly shape internal culture.
Why C is Wrong: Disciplinary actions represent reactive compliance enforcement. While necessary, punitive measures create a compliance-driven rather than values-driven culture, which is less robust and sustainable.
NEW QUESTION # 159
Which of the following is the GREATEST organizational risk when AI performance alerts are not escalated to decision-makers for review and decisioning?
Answer: D
NEW QUESTION # 160
Which of the following is the MOST effective way to gain insight into an organization ' s exposure to AI- powered threats?
Answer: A
Explanation:
Within the ISACA Advanced in AI Risk framework, program management connects risk identification, control selection, treatment, monitoring, resilience, third-party oversight, and reporting to enterprise risk objectives. Continuous monitoring and behavioral analytics provide the broadest insight into AI-powered threats by detecting anomalies and evolving patterns that may not match known signatures. Static diagrams and signature-only detection are less effective against adaptive attacks. This makes option B, Implement continuous monitoring and behavior analytics, the strongest answer. The other choices describe narrower technical, operational, performance, or administrative considerations and do not address the primary risk- management objective in the scenario as directly. A risk practitioner should select the response that most effectively reduces the stated exposure while preserving appropriate oversight, traceability, and alignment with organizational risk tolerance and business requirements.
NEW QUESTION # 161
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