Statistical machine learning and data mining. 32GB isn't enough but, then, it's hard to name any amount that would be enough this kind of work.

Almost all of our machines are either 32GB or 16GB.

As btmorex pointed out earlier, "Once your data set doesn't fit in memory, it is indeed a scarce resource. And 24 GB is really not very much data."