Hey,
by splitting up, you could parallelize those aggregations across several requests. This however only makes sense, if there are no other requests doing search while you are running your aggregations.
As usual, the easiest way would be testing in your concrete use-case.
Also, you can use the shard request cache to cache responses, which might speed things up, if you have the same aggregations over and over again.
--Alex