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What sorts of positions are we actually talking about here? How many companies actually need a research lab? I don't think anyone contests that a PhD is very useful if your job is to actually write and publish papers, attend conferences, present at conferences, etc. But many data scientists and machine learning engineers working in industry don't do any of that, and many companies have no need to have anyone on staff doing any of that either.


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