For a sales promotion, an AI system sorts customer attributes into several categories by analyzing transaction history. Verifying which of the following would BEST validate the effectiveness of this…

Question

Options

• AStress tests are regularly conducted to maintain consistent AI performance.
• BThe applied methodology adequately reflects business objectives.
• CSensitive attributes are converted to other data types prior to input.
• DSampling of AI output is conducted to identify unusual decisions.

• A
  22% (5)
• B
  61% (14)
• C
  4% (1)
• D
  13% (3)

Explanation

Effectiveness means the AI is achieving its intended business purpose - in this case, segmenting customers in a way that meaningfully supports the sales promotion goals. Validating that the applied methodology reflects business objectives ensures the segmentation logic is aligned with what the business actually needs, which is the true measure of effectiveness. Stress testing (A) validates performance and stability, not business alignment. Converting sensitive attributes (C) is a privacy and fairness measure. Sampling outputs for unusual decisions (D) detects anomalies but does not confirm the segmentation approach is serving the right business purpose.

No community discussion yet for this question.