ISACA AAIA Questions PDF To Unlock Your Career [2026]

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ISACA AAIA Exam Syllabus Topics:

Section	Objectives
Topic 1: AI Auditing Tools and Techniques
Topic 2: AI Operations
Topic 3: AI Governance and Risk

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ISACA Advanced in AI Audit Sample Questions (Q175-Q180):

NEW QUESTION # 175
Which of the following is the BEST approach to mitigate the risk of "AI model degradation"?

A. Continuous monitoring to identify adversarial inputs
B. Increasing the use of synthetic data for model training
C. Training models on both model-generated and human-generated data
D. Periodic human reviews of model outputs and recommendations

Answer: D

Explanation:
Model degradation occurs as the "Freshness" of the training data wanes and real-world conditions evolve. The most robust control is "Periodic human reviews" (Human-in-the-Loop).
Human experts can identify "drift" in logic or common-sense failures that automated systems might miss.

NEW QUESTION # 176
An AI healthcare diagnostic tool requires large volumes of patient data, raising concerns about privacy and data breaches. Which of the following is the MOST effective strategy to mitigate this risk?

A. Limit the tool's access to only publicly available datasets.
B. Use synthetic data or anonymized data sets for model training.
C. Collect data from all patients to use for data analysis.
D. Encrypt the data and transmit it through a secure channel.

Answer: B

Explanation:
The most effective strategy to protect sensitive patient data is to use synthetic data or anonymized datasets for model training. This reduces exposure of personally identifiable information while allowing the model to learn meaningful medical patterns.
AAIA emphasizes privacy-by-design, de-identification, and minimal use of raw personal data in high-risk sectors such as healthcare. Anonymization and synthetic data significantly reduce the risk of re-identification or breach-related harm.

NEW QUESTION # 177
Which of the following is MOST important to review in order to gain assurance that an AI model is performing without biases?

A. AI model adaptability
B. AI training data
C. AI model temperature
D. AI development environment

Answer: B

NEW QUESTION # 178
When reviewing contracts or other lengthy documentation in the planning phase, which of the following tools would BEST extract relevant information?

A. Autoregressive sequencing model
B. Predictive analytics
C. Robotic process automation (RPA)
D. Natural language processing

Answer: D

NEW QUESTION # 179
An AI social media platform uses an algorithm to increase user engagement that could unintentionally promote divisive content. Which of the following is the BEST course of action to mitigate this risk?

A. Regularly audit and adjust algorithms to reduce biases.
B. Obtain users' consent for the content they wish to view.
C. Introduce controls allowing individuals to customize content preferences.
D. Suspend the algorithm until concerns are addressed.

Answer: A

Explanation:
The AAIATM Study Guide emphasizes that regular algorithmic audits are critical for identifying unintended consequences such as the promotion of harmful or biased content. This proactive approach helps maintain trust and ensure that algorithmic decisions align with organizational values and ethical standards.
"Auditing and monitoring AI models regularly helps detect and correct bias, drift, or other unintended behavior. It is essential for high-impact AI systems like content recommendation engines."

NEW QUESTION # 180
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