Statisticians rely heavily on making models of "causal situations" in order to explain and predict fully what is happening. This volume provides a single reference to the subject with an applied slant. It focuses on such core issues as regression, analysis of variance, and generalized linear models. Only the most essential mathematical justifications are given in detail.