Three Kinds of Bias

Bias enters deployed systems through three channels — social bias learned from data, cognitive biases of humans in the loop, and statistical skew in the datasets.

A screener trained on past hires; an officer trusting the score over contrary documents; a pile collected only from smartphone users — one channel each.