A data analyst is analyzing fruit and vegetable sales at a grocery store. They’re able to find data on everything except red onions. If they exclude red onions from the analysis, this would be an example of creating or reinforcing bias.

Correct
Fairness means ensuring that your analysis doesn't create or reinforce bias. Being inclusive, not exclusive, is an important part of fairness.