Provide an example to illustrate how we can have a low correlation yet the two variables are directly related. Solution The Pearson correlation coefficient can only quantify the strength of the LINEAR relationship. If a scatterplot of two variables forms a circle, the correlation would be reported as zero even though there is a clear non linear relationship..