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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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| Exam Price: | US$459 (member) / US$599 (non-member) |
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| Real Exam Qty: | 90 |
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| Exam Duration: | 150 minutes |
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| Passing Score: | 450 (scaled, range 200–800) |
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| Exam Format: | Computer-based testing, Scenario-based questions, Multiple-choice questions |
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| Related Certifications: | ACCA FCCA CIA CPA CISA |
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| Available Languages: | Chinese, English, Spanish |
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| Certificate Validity Period: | 3 years |
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| Recommended Training: | AAIA Review Manual AAIA Official Review Course |
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| Exam Registration: | ISACA Official Registration |
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| Sample Questions: | ISACA AAIA Sample Questions |
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| Exam Way: | Computer-based; PSI test centers or remote proctored (remote not available in India, Mainland China, Hong Kong) |
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| Pre Condition: | Hold active CISA, CIA, CPA, ACCA, FCCA or equivalent qualified certification with IT audit/advisory focus |
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| Official Syllabus URL: | https://www.isaca.org/credentialing/aaia/aaia-exam-content-outline |
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| 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 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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| Topic 3 | - 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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ISACA Advanced in AI Audit Sample Questions (Q37-Q42):
NEW QUESTION # 37
A bank is deploying an AI model trained on customer transactions in a multi-cloud environment. Which of the following BEST supports regulatory compliance regarding data security and privacy?
- A. Data residency and sovereignty controls
- B. Data governance framework
- C. Data protection impact assessment (DPIA)
- D. Privacy by design
Answer: A
Explanation:
In a multi-cloud environment, data often traverses various geographical regions. For financial institutions, " Data residency and sovereignty " are the most critical compliance factors, ensuring that data is stored and processed within the jurisdictions required by law (e.g., GDPR or local banking acts). Failure to control where data resides can lead to severe legal penalties. While " Privacy by Design " and " DPIA " are essential methodologies, they do not specifically address the physical and legal location of data across cloud providers.
Sovereignty controls ensure the bank maintains control over its data assets and complies with specific cross- border data transfer regulations.
NEW QUESTION # 38
An IS auditor reviewing the latest AI chatbot release identifies that, despite high accuracy rates, non-English users complain about the model's poor accuracy. Which of the following controls is BEST at ensuring detection of subgroup regressions?
- A. Translate all outputs to English and evaluate in English for consistency
- B. Human review for non-English languages after go-live
- C. Weighted metric with higher accuracy targets
- D. Comparative language evaluations with parity thresholds
Answer: D
Explanation:
A common pitfall in AI performance is "aggregate accuracy," which masks poor performance in specific demographics or subgroups. To detect these "subgroup regressions," auditors should look for "comparative evaluations" where the model is tested separately for different languages.
"Parity thresholds" establish the maximum allowable difference in performance between the majority group (English) and minority groups. This ensures fairness and consistent user experience. Post-go-live human review is reactive, and translating everything to English ignores the nuances of the original language that likely caused the errors in the first place.
NEW QUESTION # 39
Which of the following is the BEST way to support the development and design of high-risk AI systems?
- A. Ensure the availability of trustworthy data sets.
- B. Implement multi-factor authentication (MFA) for all users accessing the AI system.
- C. Conduct regular training sessions for users on data privacy.
- D. Regularly back up the AI system's data to a secure, offsite location.
Answer: A
NEW QUESTION # 40
An AI-based marketing analytics tool is trained on data that is five years old. Which of the following is MOST likely to occur?
- A. Model extraction
- B. Model drift
- C. Model poisoning
- D. Model inversion
Answer: B
Explanation:
Model drift (also called concept drift) occurs when the data used for training no longer reflects the current environment. In marketing, consumer behaviors, trends, and demographics change rapidly; therefore, a model trained on five-year-old data will suffer from significant drift. The AAIATM manual explains that this results in the model making predictions based on obsolete patterns, leading to poor accuracy and potentially biased or irrelevant marketing recommendations.
NEW QUESTION # 41
Which of the following is the PRIMARY benefit of implementing a robust data governance framework specific to AI solutions in an organization?
- A. It reduces the need for human oversight, ensuring seamless and autonomous data governance.
- B. It accelerates AI implementation timelines by fully automating data preparation processes.
- C. It fosters adherence to industry regulations while minimizing the risk of data breaches and privacy violations.
- D. It focuses on enhancing the accuracy and reliability of AI model predictions.
Answer: C
NEW QUESTION # 42
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