Pass the Microsoft Azure AI Engineer Associate AI-102 Questions and answers with Dumpstech

This question aligns with Microsoft Responsible AI principles (Fairness, Reliability & Safety, Privacy & Security, Inclusiveness, Transparency, and Accountability).

The scenario:

Sentiment Analysis is used to determine staff bonuses (a financial impact).

Automated sentiment classification can be biased or produce incorrect results.

Decisions that affect people’s financial or legal status should never be made fully automated.

Analysis of the options:

A. Add a human review and approval step → Correct. This ensures accountability and fairness, reducing harm from potential model bias or errors.

B. Include results even with low confidence → Wrong. That increases risk of incorrect decisions.

C. Use all surveys including deleted accounts → Wrong. Violates privacy and compliance.

D. Publish raw survey data → Wrong. Violates privacy and security principles.

Therefore, the best responsible AI-compliant action is to add human review before making financial decisions.

Correct Answer for Q186: A

Microsoft Reference

Microsoft Responsible AI principles

Responsible use of AI in decision-making

Comprehensive Detailed Explanation

If a chatbot must query a knowledge base (KB), the Bot Framework uses QnAMakerDialog (inherited into Azure Cognitive Service for Language’s Question Answering).

AdaptiveDialog manages complex dialog flows but not specifically KB querying.

ComponentDialog organizes dialogs, but again, not specific for knowledge bases.

SkillDialog is used when invoking another bot (skill), not for KB queries.

Correct Answer: B. QnAMakerDialog