When the null hypothesis is false, it is still possible to get an
F ratio
less than one. ... Note that while values of the
F statistic less than 1 can occur by chance when the null hypothesis is true (or near true) as others have explained, values close to 0
can indicate violations of the assumptions that ANOVA depends on.
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