For example, if there are 10 observations, the median is usually defined as the average of the fifth and sixth smallest values. For highly skewed data, the median is typically a better measure of central tendency The second quartile is equal to the median by definition. Miminum Empirical Rules for Interpreting Standard Deviation For symmetric, bell-shaped distribution. However, they tend to be less accurate for skewed distributions.