 It is worth emphasizing that there is no basis for distinguishing the two causal structures in  Figure 3  using statistics alone. Any data generated by the model on the left could also have been generated by a model with the causal structure of that on the right. Accordingly the judgment that one should partition the population in one case but not the other cannot be based on the probabilities alone, but requires the additional information supplied by the causal model.