i've heard it characterised something like this: you need to program better than the average statistician, and apply statistics better than the average programmer.
In fact being mathematically literate is really the bee's knees. Its why I suggest anyone in a stem undergrad to take their math department's Real Analysis or (my favorite) Abstract Algebra. The content is rarely relevant any jobs, but then you'll be able to teach yourself almost anything in the future.