Algorithmic Fairness Auditing

Providence's 2-billion-note de-identification run had to clear three separate tests

David Talby of John Snow Labs reports 98.6% recall against hand-labeled ground truth and no measurable demographic gap across 24 subgroups. The available account stops before the three-month red team reports back.