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What does it mean to say “the difference between the means of groups A and B is ...

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What does it mean to say “the difference between the means of groups A and B is not statistically significant”?

The null hypothesis can be rejected.

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If the null hypothesis were true, the results which were found in the sample data would be unlikely.

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The null hypothesis adequately explains the results.

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The alternative hypothesis is probably true.

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