Correlation and nonlinear relationships
The correlation coefficient, r, is a good description of the strength of a relationship provided the crosses in a scatterplot of the data are not scattered round a curve. If the data are scattered round a curve, the relationship is called nonlinear and r may seriously underestimate its strength.
The correlation coefficient does not describe the strength of nonlinear relationships adequately.