The Book of Why: The New Science of Cause and Effect (Penguin Science)

by Judea Pearl

regression-based adjustment works only for linear models, which involve a major modeling assumption. With linear models, we lose the ability to model nonlinear interactions, such as when the effect of X on Y depends on the level of Z.