I have spoken to a really surprising number of companies large and small who realized they had data problems, hired somebody with a PhD called a data scientist, and then discovered that it's no use having a data scientist if you don't know what questions you should be asking.
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That's because they're domain experts in that kind of science. Data scientists are not domain experts, almost by definition. They're not trained or selected for knowledge of a particular business.
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