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billswift comments on It's the Same Five Dollars! - Less Wrong
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If you can't "just do the sum" then there is no apparent bias - you are just making an arbitrary choice if you can't compare them rationally.
What I'm hoping for is something akin to the racism tests which don't show you two candidates identical except for race and ask you to choose between them, but which mix up races and CVs and find the racism in the noise with statistical techniques.