stevendaryl said:
It seems to me that most of the time that we are interested in causality, we can re-express our interests in terms of correlations.
This may be indeed possible, but is it helpful?
There is, so to say, a subtype of correlations we can name "causal correlations". These causal correlations have, first, a particular sequence in time, A->B means t(A)<t(B) in a fundamental notion of time. Second, they have realistic explanations, some mechanism which explains it, which, in terms of correlations, may be described as a sequence of other causal correlations, such that A->C
1->C
2->C
3...->C
n->B. Is that all? No, there is also that the smallest causal connections C
k->C
k+1 in this sequence which we are able to find out have more elementary character, they are usually of an especially simple type, say, some bodies simply moving inertially or so, and usually much more universal.
Note also that this explanatory sequence requires that all of these correlations are of the special causal type, thus, t(C
k)<t(C
k+1). And than there is the additional hypothesis that for every intermediate t t(A)<t<t(B), there has to be yet another C
t between them, A->C
t->B. And that this explanation has to be complete, that means, after controlling for the correlations which are explained by this sequence, there is no remaining correlation between A and B, else the explanation is not complete and one has to look for other causal explanations.
Thus, looking for causal connections means looking for especially simple correlations with some special properties. It is, so to say, a guidance for our research, which of the correlations are really interesting and helpful and which are more of less accidental, like all those correlations studied by astrology.