The Art of Statistics: How to Learn from Data

by David Spiegelhalter

It is convenient to use a single number to summarize a steadily increasing or decreasing relationship between the pairs of numbers shown on a scatter-plot. This is generally chosen to be the Pearson correlation coefficient,