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    $\begingroup$ They make different assumptions about your data, & those assumptions have value. If you have only 2 groups, why didn't you try a t-test & a Mann-Whitney U-test? What software did you use? I don't get a p-value of .35 for KW. Can you paste your code or output? $\endgroup$ Commented Sep 23, 2014 at 2:08