Comment by pradeep_m

Couldn't we train it on top of resumes itself? With every resume, you know where they worked before and you have the data of where they worked until then. Granted, it would be muddled with noisy data (like skills, etc that they didn't have in the past). It wouldn't be very hard to collect enough resumes as training data.