Before Looking for Black Swans look for Xmas Turkey's.
Of course it is. You can get the causation structure out of a correlative dataset with some basic Bayesian math.
http://lesswrong.com/lw/ev3/causal_diagrams_and_causal_model...
Before Looking for Black Swans look for Xmas Turkey's.