Repeatable positive correlations are very often evidence of some kind of causal relationship, but a simple correlation doesn't tell us anything about the nature of that relationship. So, for example, ...

It enables the data-driven discovery of multiple causal relationships at the same time. In the example of the antismoking ad campaign, a causal Bayesian network might show how advertising and the ...