Correlation

In 1954 Tukey asked, “Does anyone know when the correlation coefficient is useful, as opposed to when it is used? What substitutes are better for which purposes?”

Here is Terry Speed's  musings about the same:
http://bulletin.imstat.org/2012/02/terences-stuff-correlation/