Statistics is even worse. A mix of old tricks developed to avoid computations when these were expensive. See [2].
[1] A Radical Approach to Real Analysis https://www.davidbressoud.org/aratra/
[2] The Introductory Statistics Course: A Ptolemaic Curriculum? https://escholarship.org/uc/item/6hb3k0nz