Exam AAIA Topic 2 Question 180 Discussion
Actual exam question for ISACA's AAIA exam
Question #: 180
Topic #: 2
Question #: 180
Topic #: 2
Which of the following is the BEST approach to mitigate the risk of " AI model degradation " ?
Suggested Answer: D Vote an answer
Model degradation occurs as the " Freshness " of the training data wanes and real-world conditions evolve.
The most robust control is " Periodic human reviews " (Human-in-the-Loop). Human experts can identify " drift " in logic or common-sense failures that automated systems might miss. Relying on model-generated data (Option A) can lead to " Model Collapse, " where the AI begins to drift into nonsensical patterns by reinforcing its own previous outputs. Human oversight ensures the model remains grounded in reality and aligned with business objectives.
The most robust control is " Periodic human reviews " (Human-in-the-Loop). Human experts can identify " drift " in logic or common-sense failures that automated systems might miss. Relying on model-generated data (Option A) can lead to " Model Collapse, " where the AI begins to drift into nonsensical patterns by reinforcing its own previous outputs. Human oversight ensures the model remains grounded in reality and aligned with business objectives.
by Arabela at Jul 05, 2026, 10:06 AM
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