Suppose Y equals a sum of 20 independent random variables. One is U(–10, 10). The rest are U(–1, 1). Is Y approximately normal?

The U(–10,10) random variable has a standard deviation that is 10 times that of the other random variables. It so dominates the sum that Y does not approximate a normal distribution. The PDF of Y is shown in the following exhibit.