The major characteristic of correlation analysis is to seek out

Correlation analysis chiefly seeks the association or co-variation between variables.

Seeking differences among variables is the aim of comparative or difference tests.

Variation describes spread within a single variable, not linkage between two.

Regression predicts one variable from another rather than measuring mere association.

A correlation coefficient reports the direction and strength of association.

Association alone does not establish causation between the variables.