If the F test leads us to reject the null hypothesis we must then conclude that the two population standard deviations are the same.

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The F test is typically used to compare variances or standard deviations of two populations, and rejecting the null hypothesis suggests that there is a significant difference between the variances or standard deviations, not that they are the same.

If the F Test Leads Us to Reject the Null