A possible cure for statistics?

Statistics has always seemed to me stuck in a place that resembles physics before Newton. Lots of pieces that work on their own, but no unifying theory. This drives me crazy, and is probably a reason that there is so much hating on statistics.  I discovered Kolmogorov Complexity reading a paper on vacation last week, and wonder if that could be used as a basis for a unified theory of statistics. Here’s a reasonable starting point:

Kolmogorov Complexity – A Primer

which leads to

Information Distance — A Primer

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