Sort The Fairness Harm
Classify common AI harms so measurement and mitigation match the type of harm.
sort-buckets harm-taxonomy score-chips Place each AI failure into the harm type it best illustrates. Allocation harm Quality-of-service harm Stereotyping harm Erasure harm A hiring ranker pushes qualified career changers below the recruiter-review cutoff. A voice bot misunderstands callers with regional accents twice as often. A writing assistant keeps suggesting male names for CTO examples and female names for assistant examples. A search answer about early computing omits women contributors unless asked directly. A lending prequalification tool withholds offers from one neighborhood at a much higher rate. An image captioning model is less accurate for darker skin tones. A career coach…
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