> From a candidate's perspective, this can help identify what time of the year is the best one to apply and more importantly when to start preparing for one.

It can also tell you which jobs are potentially "fake" jobs posted for some other purpose - to signal the market, to fulfill a requirement for the H1B they want to hire, etc.