From ProPublica

Machine Bias

The investigation that put algorithmic fairness on the map: ProPublica pulled 7,000+ COMPAS risk scores from Broward County and showed the tool flagged Black defendants as future criminals at nearly twice the rate of white defendants, without ever asking about race. Read it for the method as much as the finding — it is a template for auditing a black box you cannot open.