Right now I'm working on financial time series modelling.
I can't use numerical arrays because the model is not parallelizable. Also R / Mathematica are not good for these kind of stuff.
I'm thinking of trying out Julia, as it's dynamic but still has a lot of interesting libraries, but for now I just decided with working with small data, so actually I don't have performance problems.