The difficulty arises due to the fact that the co efficient estimates of the
first two highly correlated variables is interpreted as change in the depen dent variable in question, ‘other things remaining constant’.
However, anytime a given change in one variable occurs, the corresponding observation
on its highly correlated partner is likely to change in a predictably similar
manner thereby making interpretation difficult (Pindyck and Rubinfeld, 1998).