Pick whichever program has the advisor(s) that you want.
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Statistics, without a doubt. Stats helps you understand why recipes work, so you can riff and develop your own dishes. CS is the design of the kitchen, which is important, but different. Delicious stuff come from both tiny & tricked out kitchens.
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Sorry, but as of yet I have not found what I consider to be a good data science program, that is more than cookbook. I love to hear of good examples if anybody has some.
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These days a grad school in Data Science seems to fit more of what he is looking for. When I was in grad school, an Applied Statistics program was a good fit but now there are other options
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