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ISACA AAIA Exam Overview:
| Certification Vendor: | ISACA |
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| Exam Name: | ISACA Advanced in AI Audit |
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| Exam Number: | AAIA |
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| Available Languages: | English |
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| Real Exam Qty: | 90 |
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| Exam Duration: | 120 minutes |
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| Exam Format: | Remotely Proctored, Multiple Choice, Computer-Based |
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| Related Certifications: | CPA CISA ACCA CIA FCCA |
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| Passing Score: | 65% |
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| Sample Questions: | ISACA AAIA Sample Questions |
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| Exam Way: | Online remotely proctored computer-based exam |
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| Pre Condition: | Candidates must hold an active CISA certification or another qualified audit-related designation such as CIA, CPA, ACCA, FCCA, Canadian CPA, Australian CPA/FCPA, or Japanese CPA. |
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| Official Syllabus URL: | https://www.isaca.org/credentialing/aaia |
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The ISACA AAIA Certification is one of the most valuable certificates in the modern ISACA world. This ISACA Advanced in AI Audit (AAIA) certification exam is designed to validate a candidate's skills and knowledge level. With this AAIA exam everyone whether he is a beginner or seasoned professional can not only validate their expertise but also get solid proof of their skills and knowledge. By doing this you can gain several personal and professional benefits.
| Topic | Details |
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| Topic 1 | - Auditing Tools and Techniques: This section of the exam measures the skills of AI auditors and centers on auditing AI systems using appropriate tools and methods. It includes audit planning and design, sampling methodologies specific to AI, collecting audit evidence, using data analytics for quality assurance, and producing AI audit outputs and reports, including follow-up and quality control measures.
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| Topic 2 | - AI GOVERNANCE AND RISK: It encompasses understanding different AI models and their life cycles, guiding AI strategy, defining roles and policies, managing AI-related risks, overseeing data privacy and governance, and ensuring adherence to ethical practices, standards, and regulations.
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| Topic 3 | - AI Operations: It covers managing AI-specific data needs—including collection, quality, security, and classification—applying development lifecycle methodologies with privacy and security by design, change and incident management, testing AI solutions, identifying AI-related threats and vulnerabilities, and supervising AI deployments.
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ISACA Advanced in AI Audit Sample Questions (Q90-Q95):
NEW QUESTION # 90
An IS auditor is assessing the implementation of AI tools for evidence collection involving multiple data sources. Which of the following outcomes BEST indicates that AI-driven evidence collection has improved the audit process?
- A. Reduced time spent gathering data with fewer errors in evidence compilation
- B. Elimination of human judgment in data and evidence analysis
- C. Ability to rely on unstructured data with minimal cleansing
- D. Extended reporting timelines that allow for AI model retraining
Answer: A
Explanation:
AI-driven evidence collection should enhance efficiency and accuracy. The BEST indicator of improvement is reduced time spent gathering data with fewer errors (B), showing that AI has streamlined data extraction, consolidation, and initial validation without compromising quality.
AAIA's content on AI in audit processes highlights benefits such as automation of repetitive tasks, improved coverage, and higher-quality evidence.
NEW QUESTION # 91
The internal audit department of a large law firm plans to implement an AI solution to review and analyze contracts stored in its enterprise resource planning (ERP) system. Which of the following AI technologies is MOST suitable for this requirement?
- A. Deep learning
- B. Neural networks
- C. Machine learning (ML)
- D. Natural language processing (NLP)
Answer: D
Explanation:
Natural Language Processing (NLP) is the specific branch of AI focused on the interaction between computers and human language. For tasks involving the review, summarization, and extraction of insights from unstructured text documents like legal contracts, NLP is the most suitable technology. It allows the system to understand semantic meaning, identify clauses, and detect inconsistencies within a legal context.
While NLP often utilizes Deep Learning (Option A) and Neural Networks (Option B), those are the underlying " architectures, " whereas NLP is the specialized " application " required for document analysis.
ML (Option D) is a broad category that includes NLP but lacks the specificity required for linguistic processing.
NEW QUESTION # 92
After AI training data has been tested for biases, which of the following is MOST important to check to validate the effectiveness of the testing?
- A. Sensitive information from users is securely masked before input
- B. Feedback on data validation is obtained from key stakeholders
- C. Possible impacts from AI outputs remain within the acceptable risk level
- D. AI processes will meet expected service turnaround time
Answer: C
Explanation:
Even after identifying and mitigating bias, organizations must ensure thatAI outputs do not create unacceptable risks.
AAIA emphasizes that bias mitigation must result in:
* Fair outcomes
* Justifiable predictions
* No disproportionate harm to any demographic group
* Alignment with organizational risk tolerance
Option B reflects this requirement, ensuring that the model's real-world impact aligns with documented risk thresholds.
Option A is supportive but not validation of effectiveness.
Option C is performance-related, not fairness-related.
Option D is privacy-related, not bias-related.
Thus, confirming output impacts against risk tolerance is the most important validation step.
References:
AAIA Domain 5: Ethical AI, Fairness Validation
AAIA Domain 1: Risk Governance and Threshold Assessments
NEW QUESTION # 93
An IS auditor identified that an AI model was optimized to approve more loans to meet growth targets, which led to a rise in defaults and expected losses. Which action will BEST address this situation?
- A. Add more recent loan application data to retrain the model.
- B. Require developers to adopt a model scorecard.
- C. Align model reward function with long-term risk metrics.
- D. Decrease the acceptance threshold used by the model.
Answer: C
Explanation:
This scenario describes a "misaligned objective," where the AI is optimizing for a short-term goal (growth) at the expense of long-term stability (risk). In AI development, particularly in Reinforcement Learning or objective-based models, the "Reward Function" defines what the model considers "success." To correct the issue, management must "Align the model reward function with long-term risk metrics," such as default rates or profitability over time. This ensures the AI makes decisions that balance growth with risk appetite.
NEW QUESTION # 94
An IS auditor uses an AI model to summarize worksheets, but several worksheets contained a " Hidden Cell " instructing the model to ignore control failures. Which solution BEST mitigates the risk?
- A. Instruct the model to ignore instructions in data and set high temperature.
- B. Ensure read-only mode with track changes is enabled.
- C. Allow extraction only to predefined values and headers in the worksheets.
- D. Convert files to PDF before uploading to the AI model.
Answer: C
Explanation:
This is a " Data-based Prompt Injection, " where the AI treats data as instructions. By " Allowing extraction only to predefined values and headers, " the auditor restricts the AI ' s " Context Window " to specific, known data fields. This prevents the AI from " reading " and executing malicious commands hidden in other cells.
High temperature (Option A) would only make the model more likely to follow erratic instructions.
Converting to PDF (Option D) is ineffective because modern AI models can still read the hidden text layers within a PDF.
NEW QUESTION # 95
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