Condition for Variance Ratio to have F-Distribution

Theorem
Let $V$ be the variance ratio obtained as the result of an analysis of variance exercise.

Suppose that the errors are:
 * independently normally distributed
 * with zero expectation
 * with equal variances.

Under the null hypothesis of no difference between treatment means, $V$ has an F-distribution.

High values of variance ratio indicate rejection of the null hypothesis.