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Re:Delayed Impact of Fair Machine Learning by ralusek on Saturday May 19, 2018 @03:10AM (#17106974)
Ya, I agree with you that it's definitely tricky business. Including features like zipcode in something like a loan payment predictor is a good example of a sloppy proxy for the underlying and relevant features. Especially when certain data becomes hard to resist using, when something like zipcode of residence might have a 90% overlap with income range and be extremely trivial to acquire, whereas getting detailed and accurate income information from an applicant might be much harder. Tricky stuff.

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