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ISACA AAISM Exam Syllabus Topics:
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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q215-Q220):
NEW QUESTION # 215
A financial organization relies on AI-based identity verification and fraud detection services. Which of the following BEST integrates AI security risk into the business continuity plan (BCP)?
- A. Periodic retraining using pre-labeled data
- B. Duplicating AI microservices across multiple availability zones
- C. Using explainable AI to document decision paths
- D. Including AI model supporting infrastructure in disaster recovery scenarios
Answer: D
Explanation:
AAISM stresses that AI systems and their supporting infrastructure must be explicitly included in disaster recovery and continuity planning, since disruptions to models, feature stores, or pipelines can halt critical business functions.
Explainability (A) and retraining (B) are operational improvements, not continuity mechanisms. Multi-zone redundancy (D) improves availability but does not represent complete BCP integration.
References: AAISM Study Guide - AI Business Continuity and Resilience Requirements.
NEW QUESTION # 216
An organization is designing an AI-based credit risk assessment system integrating sensitive financial data.
Which option BEST supports security-by-design?
- A. Segmenting AI services across containers
- B. Integrating differential privacy mechanisms into model training
- C. Restricting access to AI models using IP allow lists
- D. Applying threat modeling specific to AI components before deployment
Answer: D
Explanation:
AAISM identifies AI-specific threat modeling as an essential early-stage control in security-by-design, particularly for high-risk systems like credit scoring. It systematically identifies:
* data poisoning
* bias vulnerabilities
* model evasion
* model extraction
* misuse scenarios
Differential privacy (A) is powerful but is a mitigation, not the overarching design control. Segmentation (C) and IP allow lists (D) are supporting controls but not the foundational step in secure design.
References: AAISM Study Guide - Security-by-Design; AI Threat Modeling.
NEW QUESTION # 217
Which of the following should be the PRIMARY objective of implementing differential privacy techniques in AI models leveraging fraud detection systems?
- A. Increasing model training speed for an efficient launch
- B. Protecting individual data contributions while allowing statistical analysis
- C. Reducing computational resources required for the model training phase
- D. Enhancing the accuracy of predictions to desired levels
Answer: B
Explanation:
Differential privacy aims to protect the privacy of any single individual's data contribution while still enabling useful aggregate learning and statistical analysis. Noise mechanisms are calibrated so that results remain informative for modeling (e.g., fraud patterns) without revealing whether any particular person's data was included or enabling inference about them. Accuracy, speed, and compute efficiency can be secondary considerations, but the primary objective is privacy protection with utility preserved.
References: AI Security Management™ (AAISM) Body of Knowledge: Privacy-Preserving ML; Differential Privacy Objectives and Mechanisms. AAISM Study Guide: Individual Contribution Protection; Utility- Privacy Trade-offs and Calibration in Applied Models.
NEW QUESTION # 218
An organization is evaluating a SaaS-based HR system that uses AI for resume vetting. Which control is MOST important?
- A. Encryption and isolation of customer data
- B. Vendor conformity assessments
- C. Inclusion of diverse and representative training data
- D. Availability of backups
Answer: C
Explanation:
AAISM states that HR systems performing candidate evaluation must prioritize training data fairness, representativeness, and bias mitigation because biased HR decisions carry regulatory, ethical, and litigation risks.
Backups (B) and encryption (D) relate to availability and confidentiality, not fairness. Conformity assessments (C) are helpful but secondary.
References: AAISM Study Guide - AI Bias and Fairness; High-Risk HR Use Cases.
NEW QUESTION # 219
Which of the following BEST ensures AI components are validated as part of disaster recovery testing?
- A. Running simulated data loss scenarios by erasing test records from the AI system's feature store
- B. Monitoring model performance metrics during failover and recovery to assess system stability
- C. Simulating denial of service (DoS) attacks against AI APIs to evaluate detection capabilities
- D. Disconnecting primary model training clusters to test retraining workflow during extended outages
Answer: B
Explanation:
Business continuity and disaster recovery (BC/DR) exercises for AI must validate that critical AI components (feature stores, model registries, inference services, pipelines) operate within agreed recovery objectives during failover and restoration. Monitoring and evaluating model performance and stability during DR tests provides objective evidence that AI services remain functional, accurate, and reliable under contingency conditions, thereby validating the AI stack end-to-end.
Option A focuses on retraining during outages (a niche scenario) rather than validating service continuity for production inference. Option B is security testing, not BC/DR validation. Option C tests data loss handling but does not comprehensively validate AI service behavior across failover and recovery.
References: AI Security Management™ (AAISM) Body of Knowledge: "Operational Resilience-BC/DR for AI Systems," "Validation and Evidence of Continuity"; AAISM Study Guide: "AI DR Test Planning- Metrics, Model Performance Validation, and Recovery Readiness."
NEW QUESTION # 220
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