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The opposite assumption of ANOVA is that all the population means are not equal?
Hypothesis testing usually has two hypotheses, one is called nihility hypothesis and the other is called substitution hypothesis. Substitution hypothesis is a standard statistical term, which usually does not say opposite hypothesis.

The nihilistic assumption of ANOVA is that the mean values of all variables are equal, while the alternative assumption is that the mean values of at least two variables are not equal, not all.