An average gives one typical value for a set of data. The three averages are the mean, the median (middle value when the data is in order) and the mode (most common value). A measure of spread shows how consistent the data is: the range uses the two end values, and the interquartile range uses the middle half, so it is not affected by extreme values.
To compare two sets of data, for example with box plots, make two statements: compare an average, then compare a spread. A smaller spread means more consistent values.
A scatter graph shows whether two variables are linked. This link is called correlation. A line of best fit lets you estimate one value from the other.