Significance Tests For Difference Between Statistics
Basic logic of hypothesis testing:
Since the differences between the Means in the sampling distribution are normally distributed about zero (0) [no differences], we can determine the probability (likelihood) of a differences as large as the one we obtain having occurred by chance alone, when in fact there is no difference.
To do this, we use the z score formula for differences between means