Likewise, in the professor domain, we had guessed that women are associated with communication and men with knowledge, and there is a 100% female cluster labeled communication and a 89% male cluster labeled cognition.
cluster labeling proves to be very effective at  pulling out the patterns that we believed we saw at the word-level, but could not formally validate.