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Exam AAIA Topic 2 Question 188 Discussion

Actual exam question for ISACA's AAIA exam
Question #: 188
Topic #: 2
A retail organization uses an AI model to forecast inventory based on customer purchasing trends and updates the model quarterly. The model recently failed to recognize a surge in demand during a popular shopping season. Which of the following issues does this situation BEST demonstrate?

Suggested Answer: B Vote an answer

Data drift occurs when the statistical properties of input data change over time, impacting the accuracy of an AI model. In this case, the model failed to adapt to recent demand trends, indicating that the data on which it was trained no longer reflects current behavior.
"Data drift leads to performance degradation in AI systems when real-world input data shifts away from training data patterns. Monitoring for drift is essential, particularly in dynamic environments such as retail."

by Noah at Sep 21, 2026, 11:33 PM

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