Measurement Bias

Bias introduced by the way features or labels are measured, collected or recorded, leading to systematic inaccuracies that affect model performance for certain groups.

When the way you collect data introduces errors. If customer satisfaction is only measured via online surveys, you miss the opinions of people who prefer phone calls; skewing the AI's understanding.