Isaca AAIA Exam Dumps
ISACA Advanced in AI Audit (AAIA)
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Isaca AAIA Sample Questions
Question # 1An organization plans to implement an AI search and chatbot solution provided by an external vendor. Which of the following is MOST important for an IS auditor to confirm?
A. Whether the solution is tied to a bilingual evaluation understudy (BLEU) metric
B. Whether the vendor can provide an independent third-party attestation
C. Whether the solution effectively enables web integration
D. Whether the organization or the vendor has the test plan for the solution
Question # 2
An organization using AI to create digital content faces challenges in protecting its intellectual property. Which of the following is the BEST way to mitigate this risk?
A. Separate training and production data.
B. Implement watermarking.
C. Apply adversarial training.
D. Implement a firewall.
Question # 3
Which of the following pre-processing steps would MOST effectively justify an AI model's decision to a non-technical stakeholder?
A. Permutation feature importance
B. Local interpretable model-agnostic explanations (LIME)
C. Partial dependence plots
D. AI model penetration testing
Question # 4
Which of the following techniques BEST supports machine learning (ML) training in sentiment analysis?
A. Analysis of variance
B. Log-rank test
C. Image recognition
D. Logistic regression
Question # 5
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. Weighted metric with higher accuracy targets
B. Human review for non-English languages after go-live
C. Translate all outputs to English and evaluate in English for consistency
D. Comparative language evaluations with parity thresholds
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