Regression Analysis, R Squared, Pseudo R Squared, Adjusted R Squared, Deviance.
essentially N equations in N variables, and we know from college algebra that a system of N equations in N variables yields an exact solution for each variable. Thus, a saturated model can be built to perfectly fit each y value. A saturated model thereby yields the maximum possible fit on your