A dire consequence of this simple dichotomy is the misinterpretation of ‘not significant’. A non-significant P-value suggests the data are compatible with the null hypothesis, but this does not mean the null hypothesis is precisely true. After all, just because there’s no direct evidence that a criminal was at the scene of a crime, that does not mean he is innocent. But this mistake is surprisingly common.