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IT업계의 치열한 경쟁속에 살아 남으려면 자신의 능력을 증명하여야 합니다. 국제승인을 받는 IT인증자격증을 많이 취득하시면 취직이든 승진이든 이직이든 모든 면에서 이득을 볼수 있습니다. 최근 ISACA인증 AAIA시험에 도전하는 분이 많은데 Fast2test에서 ISACA인증 AAIA시험에 대비한 가장 최신버전 덤프공부가이드를 제공해드립니다.

ISACA AAIA 시험요강:

주제소개
주제 1
  • 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.
주제 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.
주제 3
  • 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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ISACA AAIA인증시험은 전문적인 관련지식을 테스트하는 인증시험입니다. Fast2test는 여러분이ISACA AAIA인증시험을 통과할 수 잇도록 도와주는 사이트입니다. 많은 분들이 많은 시간과 돈을 들여 혹은 여러 학원 등을 다니면서ISACA AAIA인증시험패스에 노력을 다합니다. 하지만 우리Fast2test에서는 20시간 좌우만 투자하면 무조건ISACA AAIA시험을 패스할 수 있도록 도와드립니다.

최신 Advanced in AI Audit AAIA 무료샘플문제 (Q301-Q306):

질문 # 301
Which of the following is the PRIMARY objective of AI governance?

정답：D


질문 # 302
A digital bank utilizes an AI system to generate credit scores. Which of the following would BEST mitigate the risk of sudden and unexplained changes in a borrower's credit score?

정답：C


질문 # 303
An IS auditor identifies that an AI model occasionally invents nonexistent medical test results. Which of the following recommendations would BEST mitigate this risk?

정답：B

설명：
Inventing nonexistent medical test results is a form ofhallucinationcommonly associated with generative AI models.Reducing top-p sampling(A) restricts the model to choosing from the most probable next tokens, reducing randomness and preventing the generation of fabricated or implausible content. AAIA emphasizes configuration tuning (temperature, top-k, top-p) as critical controls for mitigating hallucinations.
Increasing context (B) helps provide more information but does not directly reduce hallucinations. Increasing temperature (C) would make hallucinationsworseby adding randomness. Frequency penalties (D) discourage repetition, not hallucinations. The strongest mitigation isreducing sampling randomnessvia reduced top-p.
References:
ISACA,AAIA Exam Content Outline- Domain 2: AI Operations (generative AI safeguards, hallucination mitigation).


질문 # 304
To confirm the fairness of AI model decisions, the BEST way to collect reliable evidence during an AI audit is by:

정답：D

설명：
Testing the AI model with a curated and representative sample data set allows auditors to directly evaluate the fairness and bias of model decisions. This approach is aligned with best practices outlined in the AAIA™ Study Guide, as it enables quantifiable analysis of model behavior across different demographics or input scenarios.
"To assess fairness, auditors should use controlled data sets to evaluate whether model outputs disproportionately impact specific groups. This empirical testing provides stronger evidence than qualitative methods." While metadata (A) and developer interviews (C) can supplement findings, only B provides objective, reproducible evidence. Option D may reflect real-world interactions but lacks the control and consistency required in an audit.
Reference: ISACA Advanced in AI Audit™ (AAIA™) Study Guide, Section: "Ethical and Legal Considerations in AI," Subsection: "Fairness and Bias Testing in AI Systems"


질문 # 305
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?

정답：C

설명：
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.


질문 # 306
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