The correlation coefficient is a good description of the strength of many relationships, but does not adequately describe others.

A scatterplot should always be examined to help assess whether there are features in the data that the correlation coefficient cannot describe.


Anscomb's data

The important message is:

Don't just calculate summary statistics, look at a scatterplot of the data too.