All of us at some point in the process of examining data, check for correlations among different variables in the data especially pair-wise correlations. Among a large chunk of business analysts in industry, there exists a notion of ‘linear correlation coefficient’ being the only criterion for pair-wise correlation and hence at the maximum a Proc Corr is run in SAS to check for the same.  This  w…