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ISACA AAIA Exam Syllabus Topics:

Section	Objectives
AI Auditing Tools and Techniques	- Audit Testing and Reporting 1. Evidence collection techniques 2. Audit reporting and follow-up 3. Testing and sampling methodologies - AI Audit Planning 1. Audit scoping and objectives 2. AI audit methodologies 3. Audit resource planning
AI Operations	- AI Data Management 1. Training and testing data 2. Operational AI controls 3. Data quality and integrity - AI System Lifecycle 1. Monitoring and maintenance 2. AI system development and deployment 3. Configuration and change management
AI Governance and Risk	- AI Security and Controls 1. Vendor and supply chain risk 2. Identity and access management 3. Threat and vulnerability management - AI Governance Frameworks 1. Regulatory and compliance considerations 2. AI policies and governance structures 3. AI risk management

Section

Objectives

AI Auditing Tools and Techniques

- Audit Testing and Reporting

1. Evidence collection techniques
2. Audit reporting and follow-up
3. Testing and sampling methodologies

- AI Audit Planning

1. Audit scoping and objectives
2. AI audit methodologies
3. Audit resource planning

AI Operations

- AI Data Management

1. Training and testing data
2. Operational AI controls
3. Data quality and integrity

- AI System Lifecycle

1. Monitoring and maintenance
2. AI system development and deployment
3. Configuration and change management

AI Governance and Risk

- AI Security and Controls

1. Vendor and supply chain risk
2. Identity and access management
3. Threat and vulnerability management

- AI Governance Frameworks

1. Regulatory and compliance considerations
2. AI policies and governance structures
3. AI risk management

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ISACA Advanced in AI Audit AAIA Prüfungsfragen mit Lösungen (Q145-Q150):

145. Frage
An IS auditor uses an internally developed generative AI tool to prepare a status update for audit stakeholders.
Which of the following is the auditor's MOST appropriate course of action?

A. Assess whether the information provided is complete and accurate.
B. Regenerate the results to ensure similar outputs are provided.
C. Share and review the results with management.
D. Compare results with a publicly available generative AI tool to ensure outputs are similar.

Antwort: A

Begründung:
Auditors using AI tools to generate reports or updates must ensure the output is reliable, factually accurate, and complete. As per the AAIA™ Study Guide, accountability for audit content remains with the auditor, even when generative AI assists with content creation. Therefore, verifying the completeness and correctness of AI-generated content is the primary responsibility.
"AI-generated audit outputs must be validated against source data and professional standards. The auditor must critically assess AI contributions and not rely on them without human oversight." Options A and C focus on output consistency, not accuracy. Option D is part of the communication phase, not validation. Therefore, B is the auditor's core duty.
Reference: ISACA Advanced in AI Audit™ (AAIA™) Study Guide, Section: "AI in Audit Processes," Subsection: "Auditor Responsibility and Validation in AI-Aided Tasks"

146. Frage
Which of the following key performance indicators (KPIs) are MOST important when evaluating whether an AI model meets business objectives?

A. AI model accuracy in predicting actual outcomes
B. Cost of resources required for AI model training
C. Frequency of AI model retraining
D. Number of users interacting with the AI model

Antwort: A

Begründung:
The primary goal of any AI system is to provide predictions or classifications that support business decisions. The AAIATM Study Guide highlights that model accuracy--especially when validated against actual outcomes--is the most reliable indicator of whether the AI supports organizational goals effectively.
"Accuracy, precision, and recall are foundational metrics that indicate whether a model is performing in line with its intended objectives. High user engagement or retraining frequency does not confirm effective decision support unless the outputs are correct." Cost and user numbers offer useful operational insights but do not reflect the alignment of AI performance with strategic goals. Thus, D is the most meaningful KPI in this context.

147. Frage
Which of the following BEST demonstrates effective coordination to ensure comprehensive oversight of an AI system deployed across multiple jurisdictions?

A. Establishing joint oversight plans and communication channels between agencies
B. Relying on automated processes for anomaly detection and documentation
C. Centralizing responsibility under a single supervisory authority
D. Focusing oversight activities on technical anomaly detection metrics

Antwort: A

Begründung:
When AI systems spanmultiple jurisdictions, they are subject to different regulatory regimes, cultural expectations, and risk tolerances. AAIA emphasizes that oversight must be coordinated to avoid gaps or overlaps.Establishing joint oversight plans and communication channels between agencies(B) ensures that relevant authorities share information, align on expectations, and collectively monitor AI risks, enabling coherent and comprehensive oversight.
Option A focuses too narrowly on technical metrics without ensuring cross-jurisdiction coordination. Option C may not be feasible or lawful, as jurisdictional sovereignty often prevents centralizing authority. Option D emphasizes automation but does not address governance and coordination. Thus, the best demonstration of effective oversight for cross-jurisdiction AI deployments isformal joint oversight and structured communication.
References:
ISACA,AAIA Exam Content Outline- Governance of AI (roles, responsibilities, coordination among stakeholders).
ISACA materials addressing multi-jurisdictional AI risk, regulatory alignment, and oversight structures.

148. Frage
When an IS auditor is reviewing results from an AI system, which of the following would cause the GREATEST risk?

A. Difficulty of documenting AI algorithm processes
B. Cascading failures of AI system outputs
C. Inability to identify where an AI system is housed
D. System output not being checked for inconsistencies

Antwort: D

Begründung:
Unchecked AI outputs pose a significant risk because incorrect or biased results may propagate into decision- making processes. The AAIA™ Study Guide stresses that validating AI outputs for consistency, accuracy, and reasonableness is a critical responsibility of both operators and auditors.
"Auditors must verify that appropriate output validation mechanisms are in place. Failure to check outputs increases the likelihood of undetected errors influencing downstream processes or decisions." While cascading failures (C) are a consequence of unchecked outputs, B is the root issue. A and D present logistical and documentation risks but not the highest immediate impact.
Reference: ISACA Advanced in AI Audit™ (AAIA™) Study Guide, Section: "AI in Audit Processes," Subsection: "Audit Validation of AI Outputs"

149. Frage
Which of the following is the MOST important step in an AI incident management process to ensure continuous improvement?

A. Assess severity
B. Define ownership
C. Archive logs
D. Root cause analysis

Antwort: D

Begründung:
Root cause analysis (option B) is the most critical step for continuous improvement because it ensures that incidents are not only resolved but prevented from recurring.
AAIA incident management emphasizes:
* Identifying underlying systemic failures
* Determining whether issues arose from data, model logic, drift, integration, or human factors
* Implementing long-term mitigation strategies
* Updating governance and operational controls
Defining ownership (A) is important early in the process.
Assessing severity (D) prioritizes response.
Archiving logs (C) supports documentation.
But none of these guarantee process learning or long-term resilience.
Root cause analysis is the essential step for organizational maturation and risk reduction.
References:
AAIA Domain 2: Incident Management and Post-Incident Review
AAIA Domain 1: Continuous Improvement in AI Governance

150. Frage
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