Isaca ISACA Advanced in AI Audit (AAIA) AAIA Question # 33 Topic 4 Discussion
AAIA Exam Topic 4 Question 33 Discussion:
Question #: 33
Topic #: 4
A car rental company is developing an AI system to dynamically adjust rental pricing based on demand, location, and customer profiles. Which of the following is the MOST important reason to conduct specific testing during development?
A.
To ensure the model’s pricing logic aligns with business strategy
B.
To ensure the system integrates seamlessly with legacy booking platforms
C.
To confirm that the AI system can handle high volumes of customer queries
D.
To verify that pricing decisions do not result in discriminatory outcomes
Dynamic pricing algorithms can unintentionally discriminate against protected groups if trained on biased data or poorly designed features. The AAIA highlights fairness testing as a mandatory requirement in any AI solution that impacts customers financially or socially.
Specific ethical tests are needed to ensure:
Pricing does not vary unfairly based on demographics
Sensitive attributes ( ethnicity, age, gender ) are not inferred or misused
Customer segmentation does not disproportionately disadvantage protected groups
Historical biases do not propagate into automated pricing
Options A, B, and C are important development tasks but do not address the highest-risk area: preventing discriminatory pricing. Fairness evaluation is a critical AAIA requirement.
[References:, AAIA Domain 5: Ethical AI, Fairness, Discrimination Testing, AAIA Domain 1: AI Governance and Impact Assessments, ]
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