The F-value is the ratio of MSR to
MSE. The statistic measures the
explanatory power of the regression equation.
A significant f-value implies that a statistically significant proportion
of the total variation in the dependent variable is explained.
F = MSR /
MSE - or - F =
Explained Variation / Unexplained Variation