AWS Certified AI Practitioner AIF-C01 Practice Question

A company finds that its customer-service chatbot mislabels requests from customers who write in a regional dialect, while accuracy for other customers remains high. What impact on demographic groups does this situation illustrate?

  • Improved system throughput after endpoint scaling rather than any bias effect

  • Equal accuracy across all customer groups, indicating no measurable bias

  • Higher misclassification rates for the underrepresented dialect caused by training data bias

  • Lower error for the underrepresented group as a result of effective regularization

AWS Certified AI Practitioner AIF-C01
Guidelines for Responsible AI
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