AIF-C01 Guidelines for Responsible AI Practice Question
A media company uses Amazon Transcribe for automatic speech recognition. They discover the model has higher error rates for non-native English speakers. Which Responsible AI principle are they failing to uphold?
⚠ Common exam trap
AWS often tests the distinction between Fairness and Robustness, where candidates mistakenly attribute performance disparities to a lack of robustness rather than recognizing it as a fairness issue stemming from biased training data.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Fairness
The model's higher error rates for non-native English speakers indicate a bias in the training data or model design that leads to disparate performance across demographic groups. This directly violates the Fairness principle of Responsible AI, which requires that AI systems treat all groups equitably and do not amplify existing societal biases. Amazon Transcribe's underlying acoustic and language models may have been trained predominantly on native English speech, causing systematic underperformance for non-native accents.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Fairness
Why this is correct
Fairness addresses disparate impact.
- ✗
Explainability
Why it's wrong here
Explainability is about understanding decisions.
- ✗
Robustness
Why it's wrong here
Robustness is about performance under extreme conditions.
- ✗
Privacy
Why it's wrong here
Privacy concerns data handling.
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Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AIF-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AIF-C01 exam.