 The analysis of variance, the most common test used in hypothesis testing, assumes that the data is normally distributed.If the variables tested are not normally distributed because they are too skewed, the test cannot be used.Instead, nonparametric tests can be used, such as the Mann–Whitney test for unpaired situation or the sign test for paired situation.