Isaca ISACA Advanced in AI Audit (AAIA) AAIA Question # 51 Topic 6 Discussion
AAIA Exam Topic 6 Question 51 Discussion:
Question #: 51
Topic #: 6
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 process?
A.
Stress tests are regularly conducted to maintain consistent AI performance.
B.
The applied methodology adequately reflects business objectives.
C.
Sensitive attributes are converted to other data types prior to input.
D.
Sampling of AI output is conducted to identify unusual decisions.
The effectiveness of an AI-driven business process—such as categorizing customers for promotional campaigns—depends on how well it supports defined business objectives. The AAIA™ Study Guide recommends validating that AI methodology aligns with intended outcomes as part of performance auditing.
“Effectiveness is best measured by assessing whether the AI logic contributes meaningfully to business goals. Output alignment with organizational KPIs or campaign strategies provides clear evidence of functional success.”
Options A and D support operational resilience and quality assurance. Option C is a privacy technique, not directly tied to effectiveness validation. Thus, B is correct.
[Reference: ISACA Advanced in AI Audit™ (AAIA™) Study Guide, Section: “AI in Audit Processes,” Subsection: “Evaluating AI Alignment with Business Objectives”, ]
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