Why is the population shape a concern when estimating a mean?
the shape is a concern because if the shape is symmetrical, the mean will be near the center of the distribution. The mean is very sensitive to extreme values and if the distribution is not symmetrical, the mean will be away from the center and toward the extreme values. Also, since most statistics rely on normality, its important that to use those statistics, that the underlying population is normally distributed.
