Analysis of Variance between two models.
In R:
anova(model.fit.1::lm, model.fit.2::lm, etc)F-statistic
The F statistic value tests
Basically testing if all of the extra parameters in the big model are worth it. If our value is large, we may say that the are not (accept the null)