Algorithmic Fairness
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Algorithmic fairness is the like-cases requirement at machine scale: a system that scores by proxies can rebuild, in code, exactly the differences that were never relevant.
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Strip the forbidden column and the zip code carries it back in. The consistency test doesn't care whether the special pleading was automated.