a nonnormal population distribution can often be placed in one of the following three categories
It is symmetric and has "lighter tails" than does a normal distribution; that is,the density curve declines more rapidly out in the tails than does a normal curve.
It is symmertic and heavy-tailed compared to a normal distribution.
It is skewed.