A risk assessment team discovers that an AI model used for employee performance reviews was trained using data from only one regional office, which is predominantly male. What is the PRIMARY risk this introduces?
Select an answer to reveal the explanation.
Short Explanation and Infographic
Here's the deal — b is correct because training on data from a demographic monoculture means the model's learned patterns may not generalize to female employees, potentially producing systematically lower or inappropriate performance scores. This constitutes sampling bias with a direct discrimination risk.
Full explanation below image
Full Explanation
B is correct because training on data from a demographic monoculture means the model's learned patterns may not generalize to female employees, potentially producing systematically lower or inappropriate performance scores. This constitutes sampling bias with a direct discrimination risk. Overfitting (A) is a performance concern but secondary to the bias concern. Concept drift (C) applies to temporal shifts, not regional representativeness issues. Label noise (D) may coexist but is not the primary risk identified.