Post-hoc tests such as the Tukey should be done regardless of statistical significance when conducting an one-way ANOVA with more than two levels

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Post-hoc tests like the Tukey test are typically performed after an ANOVA if the ANOVA has shown a statistically significant difference among group means, to determine which specific groups differ from each other.

Post-Hoc Tests Such as the Tukey Should Be Done Regardless