Diversity and discrimination
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Flip to reveal answersThe four entry points for discrimination
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Question
The four entry points for discrimination
Answer
Who is in the data, what it was trained to predict, how fairness was tested, and how the output is used.
Question
Why more data is not enough
Answer
It reaches only the first entry point; the label still encodes the past decision the system learned from.
Question
Why separate fairness tests fail
Answer
Each averages over everybody with that characteristic, so a small intersection disappears into the average.
Question
When advice becomes a decision
Answer
When the person reading it has thirty seconds and has to justify disagreeing with it.
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Topic 5.2 hub
Governance and human rights
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