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ISACA AAISM Exam Overview:
| Certification Vendor: | ISACA |
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| Exam Name: | Advanced in AI Security Management (AAISM) Exam |
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| Exam Number: | AAISM |
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| Exam Duration: | 150 minutes |
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| Related Certifications: | CISM CISSP |
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| Exam Format: | Multiple-choice questions |
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| Exam Price: | USD 459 (member) / USD 599 (non-member) |
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| Real Exam Qty: | 90 |
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| Passing Score: | 450/800 |
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| Available Languages: | English, Spanish |
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| Certificate Validity Period: | 3 years (continuing professional education required for renewal) |
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| Recommended Training: | ISACA Official Training & Review Materials |
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| Exam Registration: | ISACA AAISM Credentialing Page |
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| Sample Questions: | ISACA AAISM Sample Questions |
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| Exam Way: | Computer-based exam (online proctored or authorized test center) |
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| Pre Condition: | Recommended: Active CISM or CISSP certification and experience in IT/security management or advisory roles |
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| Official Syllabus URL: | https://www.isaca.org/credentialing/aaism |
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| Topic | Details |
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| Topic 1 | - 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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| Topic 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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| Topic 3 | - 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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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q119-Q124):
NEW QUESTION # 119
Which of the following is the BEST approach for improving the robustness of an AI system in production?
- A. Limiting user access to the AI system to prevent misuse
- B. Reducing model complexity to simplify inference and minimize computational errors
- C. Implementing automated retraining to handle drift and performance degradation
- D. Encrypting training datasets to protect against data theft
Answer: C
Explanation:
Automated retraining helps maintain AI system robustness by adapting the model to changing data patterns, environmental conditions, and performance drift over time. This enables the system to sustain reliable and accurate behavior in production environments.
NEW QUESTION # 120
Which of the following would BEST help an organization align its AI initiatives with business objectives?
- A. Ensuring ethical use of AI technologies in projects
- B. Protecting enterprise information used by AI projects
- C. Establishing an AI governance committee
- D. Complying with applicable AI-related regulations
Answer: C
Explanation:
An AI governance committee provides cross-functional oversight to align AI strategy, investment, and risk appetite with business goals. It sets policies, prioritizes portfolios, ensures accountability, and integrates compliance, ethics, and security into decision-making. While compliance, ethics, and information protection are essential, governance is the primary mechanism that systematically connects AI initiatives to enterprise objectives.
References: AI Security Management (AAISM) Body of Knowledge: AI Governance Operating Model- Structures, Roles, and Decision Rights; AAISM Study Guide: Strategic Alignment, Portfolio Oversight, and Accountability Mechanisms.
NEW QUESTION # 121
Which of the following would BEST help an organization align its AI initiatives with business objectives?
- A. Ensuring ethical use of AI technologies in projects
- B. Protecting enterprise information used by AI projects
- C. Establishing an AI governance committee
- D. Complying with applicable AI-related regulations
Answer: C
Explanation:
An AI governance committee provides cross-functional oversight to align AI strategy, investment, and risk appetite with business goals. It sets policies, prioritizes portfolios, ensures accountability, and integrates compliance, ethics, and security into decision-making. While compliance, ethics, and information protection are essential, governance is the primary mechanism that systematically connects AI initiatives to enterprise objectives.
NEW QUESTION # 122
Which of the following is the MOST effective defense against cyberattacks that alter input data to avoid detection by the model?
- A. Conducting periodic monitoring activities on the model's decisions
- B. Enhancing model robustness through adversarial training
- C. Implementing restricted access to the model's internal parameters
- D. Applying differential privacy controls on training datasets
Answer: B
Explanation:
Evasion attacks manipulate inputs to induce misclassification while leaving the model unchanged. AAISM prescribes adversarial robustness controls, with adversarial training as a primary measure: incorporate adversarially perturbed examples into training/validation to harden decision boundaries and improve resilience across threat models (e.g., Lp-bounded perturbations). Monitoring (A) is detective, not preventive.
Restricting parameter access (C) protects confidentiality but does not mitigate input-space attacks.
Differential privacy (D) addresses training data leakage, not robustness to adversarial inputs.
References:AI Security Management (AAISM) Body of Knowledge: Adversarial ML-Evasion vs.
Poisoning; Robustness and Resilience Controls; Adversarial Training.AAISM Study Guide: Model Hardening Techniques; Evaluation of Robust Accuracy; Security Testing with Adversarial Examples.
NEW QUESTION # 123
An organization is reviewing an AI application to determine whether it is still needed. Engineers have been asked to analyze the number of incorrect predictions against the total number of predictions made. Which of the following is this an example of?
- A. Model validation
- B. Key performance indicator (KPI)
- C. Control self-assessment (CSA)
- D. Explainable decision-making
Answer: B
Explanation:
AAISM guidance identifies metrics like error rate versus total predictions as a key performance indicator (KPI) for evaluating AI model effectiveness. KPIs provide measurable values to assess performance against objectives. Model validation is broader and occurs prior to production use, testing the model against predefined standards. Control self-assessment relates to governance processes, not predictive accuracy.
Explainable decision-making refers to interpretability, not error-rate evaluation. Thus, analyzing incorrect predictions against total predictions is a performance measure, making it a KPI.
References:
AAISM Exam Content Outline - AI Governance and Program Management (Performance Metrics and KPIs) AI Security Management Study Guide - Accuracy and Error Metrics
NEW QUESTION # 124
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