…I have to study calculus in order to get past introductory statistics, don’t I?
Yeah, you should really study calculus. You don’t need to take the really advanced shit (i.e., real analysis) but derivatives (and their complementary operations, integrals) are used all over probability and stats: regression analysis, fundamentals of probability, and literally almost any problem involving continuous random variables.