This paper applies cluster and factor analysis to assess the main controls on the chemistry of surface water resources from the Ankobra Basin at three different locations along its course. It makes use of the strength inherent in the joint application of two multivariate variable classification tools, to establish the source of variance in the hydrochemistry of the basin at the three different locations.