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In the case of applied research analysis, it's wise to avoid choosing a blanket approach. As @Michael Lai mentioned, your hypothesis / research question should drive your choice of statistical method and Jeff Sauro's blog is a good resource. (I'll avoid my tirade about the lack of real hypothesis testing in UX research for later because it sounds like you ...

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