[TheLogothete]

There is also TS related body of knowledge about causal impact using the notion of counterfactuals. Google has sponsored research in the field [1] and also released an R package [2].

[1] http://research.google.com/pubs/pub41854.html

[2] https://google.github.io/CausalImpact/CausalImpact.html