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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