AAIA試験の準備方法｜実用的なAAIA日本語版試験解答試験｜高品質なISACA Advanced in AI Audit試験問題解説集

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ISACA AAIA Exam Syllabus Topics:

SectionWeightObjectives
AI Governance and Risk33%- AI Risk Management
- AI Models, Considerations, and Requirements
- Privacy and Data Governance Programs
- AI Governance and Program Management
- Ethics, Regulations, and Standards for AI
AI Auditing Tools and Techniques21%- AI Audit Outputs and Reporting
- Data Quality and Analytics for AI Audit
- Audit Evidence Collection Techniques
- Audit Planning and Design
- Audit Testing and Sampling Methodologies
AI Operations46%- Operational Controls and Readiness
- Third-Party and Supply Chain Risk
- Performance Monitoring and Evaluation
- AI System Lifecycle and Deployment
- Incident Management and Resilience

>> AAIA日本語版試験解答 <<

AAIA試験問題解説集 & AAIA問題無料

弊社はAAIA問題集の英語版と日本語版をリリースしています。英語版と日本語版の内容は同じですけど、言語だけ違いがあります。それなので、AAIAに関する英語試験や日本語試験に参加する予定があるご客様は安心に問題集を購入できます。AAIA試験のために、気楽に準備したり、参加したりしています。その他、我々のAAIA日本語問題集を購入すると、英語版を送ります。

ISACA Advanced in AI Audit 認定 AAIA 試験問題 (Q118-Q123):

質問 # 118
During a walk-through, an IS auditor observes an AI engineer entering a prompt that manipulates the AI model's behavior. Which of the following is the BEST control to prevent this?

正解：B

解説：
The most direct and effective control for preventing prompt-based manipulation is to enforce a structured input/output template (option A). AAIA highlights prompt management as a key emerging control area because unstructured prompts can lead to:
Prompt injection
Model manipulation
Circumvention of rules
Unauthorized access to sensitive outputs
Safety violations
Templates constrain user input to predefined formats, reducing opportunities to embed hidden instructions or modify model behavior.


質問 # 119
Which of the following techniques BEST supports machine learning (ML) training in sentiment analysis?

正解：D

解説：
Sentiment analysis is a classification task where text is categorized (e.g., positive, negative, or neutral). Logistic regression is a fundamental and highly effective statistical method for binary or multi-class classification, making it a standard choice for sentiment models. It estimates the probability of an input belonging to a specific class. While more complex architectures like Transformers (LLMs) are now common, logistic regression remains a benchmark for its simplicity and transparency in audit contexts. Image recognition and ANOVA are not relevant to the linguistic processing required for sentiment analysis, and the log-rank test is typically used in survival analysis rather than NLP classification.


質問 # 120
An IS auditor uses an internally developed generative AI tool to prepare a status update for audit stakeholders. Which of the following is the auditor's MOST appropriate course of action?

正解：A


質問 # 121
From an audit perspective, which of the following BEST supports the objectives of an AI governance program?

正解：A

解説：
While roles (Option A), committees (Option B), and registers (Option C) are essential organizational components, the " AI Policies " themselves are the most comprehensive support for governance objectives.
Policies provide the " enforceable standards " for how AI must be built and managed. Specifically, policies addressing interpretability, transparency, and resiliency ensure that the organization's AI systems are auditable, fair, and stable. According to ISACA, the governance program must be rooted in these technical and ethical pillars to provide the necessary guardrails for AI development. Policies act as the " Source of Truth " that guides committees and stakeholders in their decision-making processes.


質問 # 122
An organization is using a large language model (LLM) to assist in evaluating loan applications, but the training data used is known to be incomplete. Which of the following is the GREATEST associated risk?

正解：A

解説：
Incomplete training data often leads to underrepresentation of certain applicant types, products, or scenarios. In credit and lending, this typically translates into systematic bias: some groups are evaluated on richer historical patterns, while others are evaluated on sparse or unrepresentative information. The greatest associated risk is therefore unfair loan decisions (A), which can manifest as unjustified rejections, inappropriate pricing, or inconsistent risk assessments.


質問 # 123
......

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