Surprised that nobody mentioned the first one in the list:
Counterfactual Causal Inference
The formalisation of casual inference by Pearl is in my opinion a development comparable to the invention of calculus in mathematics: Suddenly the problem space solvable with statistics became at least an order of magnitude larger and we're only starting to see the benefits in other sciences.