The correlation coefficient, r, is a good description of the strength of a relationship provided there is no curvature in the relationship.
If the data are scattered round a curve, the relationship is called nonlinear and r may seriously underestimate its strength.
We will revisit nonlinear relationships in a later section of this chapter.