The distribution of runs scored is best described as skewed (or bell-shaped, uniform, etc., depending on the histogram). So, the standard deviation is (or is not) an appropriate measure of variation.
If the histogram shows a normal distribution without outliers, then the standard deviation is appropriate. If it is skewed or has outliers, then the standard deviation may not effectively represent the variation in runs scored.