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Using Bias Preserving Metrics
This c ddis the only test, the only fairness test, that is adequate. And there are seven others that are also bis transforming. It just depends on what the context is. If you're making life changing decisions about people in tectic sector, and that sector is known to exhibit certain biases, then it would be easier for you to use bias transforming ones. You could still use a bias preserving metric, and you have justified it as well, but i think it difficult.