In reply to Ksharp.

Yes. The word "correlation" typically means a relationship between two continuous numeric variables. The word "association" is more general. It can refer to relationships between discrete (including character) variables. So all correlations are associations, but not all associations are correlations. Notice that PROC CORR only handles numeric variables, whereas PROC FREQ can handle any kind of discrete variable.