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Negatively Skewed Distribution (Skewed to the Left)

A distribution is negatively skewed when there is a clustering of numbers in the high end of the distribution and a tail extends towards the smaller numbers (i.e. to the left). In negatively skewed distributions, the mean is pulled to the left -- in the direction of the smaller scores.

Mean < Median < Mode

In either case (positively or negatively skewed distributions), the mean is not usually the preferred measure of central tendency. Let's demonstrate with an example.

 
 
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