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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Life Cycle Risk Management | 21% | - AI Design, Development/Procurement, and Documentation - AI Data and Asset Management - AI Implementation, Maintenance, and Decommissioning - AI Model Training, Testing, and Validation |
| Topic 2: AI Risk Program Management | 42% | - AI Risk Assurance and Continuous Improvement - AI Risk Monitoring and Reporting - AI Risk Identification and Assessment - AI Risk Response and Mitigation |
| Topic 3: AI Risk Governance and Framework Integration | 37% | - AI Regulatory Compliance and Legal Considerations - AI Organizational Processes and Alignment - AI Trustworthiness, Ethical and Societal Implications - AI Ownership, Oversight, and Accountability - AI Models, Frameworks, Strategies, and Use Cases - AI Policies, Procedures, and Organizational Training |
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NEW QUESTION # 32
Which of the following is MOST important when defining responsible roles for integrating third-party AI services into an organization's supply chain?
Answer: C
Explanation:
Third-party AI service integration introduces distributed accountability challenges. When external services are incorporated into organizational supply chains, clearly designated ownership of AI governance and risk is essential to ensure responsibilities do not fall into gaps between internal and external parties.
Why A is Correct: According to ISACA AAIR third-party risk principles, designating AI governance and risk ownership is the foundational requirement for supply chain integration. Without clear internal ownership, third-party AI risks cannot be effectively monitored, escalated, or managed. The designated owner ensures vendor performance is assessed against risk criteria, contractual obligations are enforced, and emerging risks are addressed.
Why B is Wrong: Standardizing data transfer protocols is a technical integration concern. While important for security and operations, it does not address who is responsible for managing the ongoing governance and risk of the integrated service.
Why C is Wrong: Training third-party staff on internal AI policies is a vendor management activity that may be contractually required but does not substitute for internal governance ownership. Third-party training does not remove the organization's responsibility for oversight.
Why D is Wrong: Security policy alignment is important for consistent security posture but represents one dimension of third-party risk management. Governance and risk ownership encompasses security policy alignment as well as broader risk management responsibilities.
NEW QUESTION # 33
Which control is MOST effective to prevent attackers from embedding malicious instructions within user prompts to alter model outputs?
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. Prompt injection is best addressed at runtime by validating incoming content and controlling model outputs. RBAC limits permissions, encryption protects stored data, and static filters may miss context- dependent attacks, while content validation directly addresses malicious instructions. This makes option D, Content validation, 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 # 34
An organization intends to implement an AI system that poses significant societal risk and interfaces with critical infrastructure and public services. Which of the following is the BEST course of action?
Answer: D
Explanation:
High-risk AI systems-particularly those affecting critical infrastructure and public services-require rigorous pre-deployment assessment to identify potential harms, regulatory obligations, and societal impacts before they affect people or essential services.
Why A is Correct: The ISACA AAIR framework, consistent with emerging AI regulations (including the EU AI Act's requirements for high-risk systems), mandates comprehensive pre-launch impact assessment for systems posing significant societal risk. This assessment must cover adverse impact scenarios, applicable compliance obligations, and mitigation measures. Acting before deployment prevents irreversible harm and demonstrates responsible governance to regulators and the public.
Why B is Wrong: External consultants can support impact assessment but cannot substitute for the organization's own comprehensive evaluation and accountability. External expertise supplements internal assessment; it does not replace the organization's obligation to assess and take responsibility.
Why C is Wrong: Restricting disclosure conflicts with regulatory transparency requirements for high-risk AI systems. Many jurisdictions require explainability and disclosure for systems affecting public services. IP protection cannot override public safety obligations.
Why D is Wrong: Parallel model evaluation is a technical testing method that quantifies operational performance. It does not constitute the comprehensive societal impact and compliance assessment required for high-risk deployment.
NEW QUESTION # 35
Which of the following is the GREATEST concern when AI risk management operates separately from enterprise risk management (ERM)?
Answer: A
Explanation:
Enterprise Risk Management (ERM) provides the strategic framework within which all organizational risks- including AI risks-should be managed. When AI risk management operates in isolation, it loses connection to enterprise strategy, risk appetite, and cross-functional control objectives.
Why A is Correct: The ISACA AAIR curriculum identifies strategic control alignment as a foundational ERM integration requirement. When AI risk operates independently, controls may conflict with or duplicate enterprise controls, risk appetite thresholds may differ, and AI risks cannot be aggregated or prioritized alongside other organizational risks. This misalignment creates blind spots at the enterprise level and undermines coherent strategic risk management.
Why B is Wrong: Inconsistent regulatory reporting is a compliance concern but is a downstream consequence of poor governance rather than the greatest organizational risk from separation. Regulatory gaps can often be patched operationally without full integration.
Why C is Wrong: Training cost increases represent a financial efficiency concern unrelated to the governance challenge of separate risk management functions. ROI impacts are not driven by organizational structure of risk management.
Why D is Wrong: Redundant documentation is an operational inefficiency, not a strategic risk. Duplicated records are wasteful but do not threaten organizational strategy or expose the enterprise to unmanaged risk.
NEW QUESTION # 36
Which of the following is the MOST important consideration when selecting an AI governance framework for a civil aviation system?
Answer: C
Explanation:
Within the ISACA Advanced in AI Risk framework, governance decisions should align AI use with policy, accountability, stakeholder expectations, risk appetite, and applicable legal or ethical obligations. Civil aviation is safety-critical, so governance must preserve qualified human oversight, intervention, escalation, and override capability. Technical simplification, privacy, and centralization are relevant but do not replace human accountability for consequential decisions. This makes option A, Provisions for human oversight, 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 # 37
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