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Statistical Significance Isn't the Same as Practical Significance

Originally published by NNGroup

Summary: Statistical significance helps establish whether a result is reliable, while practical significance helps determine whether it is worth acting on.



When you run a quantitative usability study or analyze a survey, it's tempting to get excited when a result is statistically significant. But before you celebrate, pause: statistical significance doesn't automatically mean the result matters in practice.

In UX research, what's statistically significant might not be meaningful to users, product teams, or business outcomes.

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What Is Statistical Significance?

Statistical significance answers the question: Is this result likely due to chance?



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