For each pair of values … and …, and for each …, the sample mean … has a normal distribution with mean … and variance … , and the sample mean … has a normal distribution with mean … and variance … Since … and … are independent, it follows that the difference … has a normal distribution with mean … and variance … Therefore, when …, the following random variable will have a standard normal distribution: