Kaggle ran a facebook recruitment challenge trying to do something similar a few years ago for those interested (I am because I participated in it):

https://www.kaggle.com/c/facebook-recruiting-iii-keyword-ext...

I'm in a waiting room right now, but is anyone interested in summarising or commenting on the differences/ gains/ losses between the performance and aspects of comparing the two? :)