Exam AB-731 Topic 2 Question 66 Discussion

Actual exam question for Microsoft's AB-731 exam
Question #: 66
Topic #: 2
You have a business unit that uses an AI solution to process loan applications.
You discover that the solution rejects the application of all applicants that are older than 60 years of age.
Which Microsoft responsible AI principle is this violating?

Suggested Answer: D Vote an answer

An AI solution that rejects all loan applications based solely on an applicant being older than a certain age violates the Fairness principle in Microsoft's Responsible AI framework.
Here is a breakdown of why this constitutes a violation:
Violation of the "Fairness" Principle
Microsoft defines fairness as the commitment to treating all individuals and groups equitably, avoiding biases that could lead to unfair discrimination.
Discriminatory Outcome: Automatically rejecting a group based on a protected characteristic (age) is a textbook example of algorithmic bias and "allocation harm," where an AI system unfairly denies resources or opportunities.
Lack of Individual Assessment: The system treats every applicant in a certain age group the same, ignoring individual creditworthiness, financial stability, or income.
Reference:
https://infusedinnovations.com/blog/responsible-ai-fairness

by Poppy at Jul 21, 2026, 12:14 PM

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