What Significance is Significance in statistics is a measure of how likely it is that an observed difference between two or more groups is due to a real difference between the groups and not due to chance. It is calculated by performing a statistical test which compares the observed data to a null hypothesis. The process of determining statistical significance involves the following steps: State the null hypothesis: This is the hypothesis which states that there is no difference between the two groups being compared.