figure 2.5 Correlation and causation If one variable X is correlated with another variable Y, it is possible that X causally influences Y. But there are three other possibilities: Y causally influences X; some other variable (Z) influences both X and Y; or the relation between X and Y is sheer coincidence (as in Figure 2.6).