note that y in problem 1 is called the sample mean of observations x. in all applications, based on some assumptions, we use sample mean in order to calculate the statistical mean of observations. the difference between the statistical mean of y and the sample mean represents the error of calculating the mean of y using sample mean. now, consider that: