There are two ways to resolve this circularity. The first is to make some mathematical assumptions about the shape of the population distribution, and use sophisticated probability theory to work out the variability we would expect in our estimate, and hence how far away we might expect, say, the average of our sample to be from the mean of the population. This is the traditional method that is taught in statistics textbooks, and we shall see how this works in Chapter
