Does the utility of ANOVA decline as we begin to compare more and more groups?

The two-sample t-test is useful because it compares the means between two groups, whereas ANOVA compares the means across multiple groups (e.g., Republicans, Democrats, and Independents). Does the utility of ANOVA decline as we begin to compare more and more groups?

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