Have you ever done statistics tests showing your work and looking up p values from tables without statistics software?

Which is more important to the advancement of science

algebraic models in which a specific output is predicted for a specific input based on an equation

or statistical significance tests that do not predict a output for a specific input but only tell you if two outputs with a known mean, standard deviation and sample size are statistically significantally different?