Exam AAIR Topic 1 Question 69 Discussion

When multiple risk sources are present in a critical AI deployment, the risk practitioner must apply a prioritization framework that focuses resources on the risks with the greatest potential for organizational harm. This risk-based prioritization is more effective than comprehensive but undifferentiated risk cataloging.
Why A is Correct: The ISACA AAIR risk assessment methodology prioritizes risk factors based on potential harm severity as the most appropriate approach for critical AI systems. Focusing on risks most likely to generate substantial harm ensures that the organization's risk management resources are directed toward the exposures that matter most-protecting the critical functions that the AI system supports and preventing the most consequential adverse outcomes.
Why B is Wrong: Quantifying competitors' risk events provides external benchmarking data but cannot accurately characterize the organization's specific risk profile. Competitor risk events may involve different AI architectures, use cases, and organizational contexts that make direct comparison unreliable.
Why C is Wrong: Rating each risk factor independently without integration produces a fragmented view that misses risk correlations, cascade effects, and the compounding nature of multiple simultaneous risk factors.
Independent ratings also do not inherently lead to the harm-based prioritization needed for critical systems.
Why D is Wrong: Documenting technical limitations is a useful input to risk identification but represents a technical inventory activity rather than a comprehensive risk assessment methodology. Technical limitations are one category of risk factor among many-operational, governance, data quality, and third-party risks also require assessment.