Algorithms have learned that workers with longer commutes quit their jobs sooner. Is it fair to turn away job applicants with long commutes if that disproportionately hurts blacks and Latinos?Now say you've got a big pile of applicants, and you don't have time to review them all, so you use The Algorithm* to rank them by "suitability" or whatever. Magically, all the black and Hispanic people end up at the bottom of the list! You're not racist. You've even tried hard to understand and counteract your unconscious racial biases. It doesn't matter. The algorithm is going to be racist for you, unless you now also work hard to counteract its learned racial prejudices. And why would you do that? You can't second-guess the algorithm: it knows a lot more data than you, that's why you're using it in the first place.
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posted by jasonhong at 4:06 PM on November 9, 2014 [5 favorites]