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AAISM学習教材の練習試験や模擬試験はみんなにとって重要です。今のリビジョン条件はAAISM試験に参加する良い機会です。したがって、レビュープランを調整するために、AAISMの各練習問題を要約することが不可欠です。今、私たちはAAISM実際試験を模擬するためにオンラインテストエンジンとWindowsソフトウェアを追加しました。
ISACA AAISM 認定試験の出題範囲:
| トピック | 出題範囲 |
|---|
| トピック 1 | - AI Risk Management: This section of the exam measures the skills of AI Risk Managers and covers assessing enterprise threats, vulnerabilities, and supply chain risk associated with AI adoption, including risk treatment plans and vendor oversight.
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| トピック 2 | - AI Governance and Program Management: This section of the exam measures the abilities of AI Security Governance Professionals and focuses on advising stakeholders in implementing AI security through governance frameworks, policy creation, data lifecycle management, program development, and incident response protocols.
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| トピック 3 | - AI Technologies and Controls: This section of the exam measures the expertise of AI Security Architects and assesses knowledge in designing secure AI architecture and controls. It addresses privacy, ethical, and trust concerns, data management controls, monitoring mechanisms, and security control implementation tailored to AI systems.
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ISACA Advanced in AI Security Management (AAISM) Exam 認定 AAISM 試験問題 (Q205-Q210):
質問 # 205
An organization lacks visibility into the decision-making processes of a newly deployed AI model, and there are concerns regarding accuracy, bias, and stakeholder trust. Which of the following is the BEST way to improve model accuracy?
- A. Implement a governance system that defines procedures for model testing and validation.
- B. Establish monitoring controls to track AI decision-making and escalate anomalies for further analysis.
- C. Increase the size of training datasets to encompass as many various scenarios as possible.
- D. Require explainability features and review of AI outputs as part of model governance.
正解:C
解説:
Expanding the training dataset with diverse and representative scenarios improves the model's ability to generalize and reduces errors, directly enhancing accuracy.
質問 # 206
Which of the following approaches BEST helps to reduce model bias?
- A. Ensuring diversity in training data sources
- B. Utilizing a more complex model architecture
- C. Increasing the number of labels per instance
- D. Decreasing the frequency of model updates
正解:A
解説:
AAISM frames bias risk primarily as a data problem. The most impactful mitigation is to ensure diversity and representativeness of training data sources, thereby reducing sampling bias and improving fairness across subpopulations. More labels per instance (A) does not correct coverage gaps; reducing update cadence (B) can entrench existing bias; and higher model complexity (C) may overfit or obscure bias without addressing root causes. Diverse, representative datasets-paired with fairness testing-are the recommended first-line control.
References: AI Security Management™ (AAISM) Body of Knowledge - Bias Identification and Mitigation; Data Quality and Representativeness. AAISM Study Guide - Fairness Risk Controls; Dataset Curation and Coverage Analysis.
質問 # 207
Which of the following controls BEST mitigates the inherent limitations of generative AI models?
- A. Classifying and labeling AI systems
- B. Ensuring human oversight
- C. Adopting AI-specific regulations
- D. Reverse engineering the models
正解:B
解説:
The AAISM governance framework emphasizes that the inherent limitations of generative AI-including hallucinations, bias, and unpredictability-are best mitigated by human oversight. Human-in-the-loop review ensures that outputs are validated before being used in sensitive or high-risk contexts. Regulatory adoption, system classification, and reverse engineering all play supporting roles but do not directly safeguard against the model's inherent unpredictability. Governance best practices highlight human oversight as the critical safeguard.
References:
AAISM Exam Content Outline - AI Governance and Program Management (Human Oversight and Accountability) AI Security Management Study Guide - Mitigating Generative AI Limitations
質問 # 208
Which of the following strategies is the MOST effective way to protect against AI data poisoning?
- A. Ensuring the model is trained on diverse data sources
- B. Incorporating more features and data into model training
- C. Increasing model complexity
- D. Using robust data validation techniques and anomaly detection
正解:D
解説:
AAISM identifies robust data validation and anomaly detection on incoming training data as the primary defense against data poisoning. These controls detect corrupted, manipulated, or adversarial samples before they enter the training pipeline.
Diverse data (A) is helpful but not protective against poisoning. More complexity (B) does not mitigate poisoning and can worsen vulnerability. More features (D) increases attack surface.
References: AAISM Study Guide - AI Threats; Data Poisoning Mitigation through Validation & Anomaly Detection.
質問 # 209
To ensure the ethical and responsible use of AI, which of the following AI usage policy metrics is MOST important for an organization to monitor?
- A. Frequency of policy consultations by employees
- B. Number of reported policy violations
- C. Number of AI projects that have undergone policy compliance review
- D. Frequency of policy reviews and updates
正解:C
解説:
AAISM emphasizes governance effectiveness metrics tied to real lifecycle checkpoints. The count (and percentage) of AI projects that completed policy compliance review before deployment is a leading indicator of policy enforcement and assurance. It directly reflects whether responsible-AI requirements (risk assessment, impact assessment, data/privacy checks, security controls) are embedded in practice.
質問 # 210
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