Not sure about linkedin. First of all you need an employer subscription to see the data for all the users. Also, for most of the users the data they put on linkedin is not very structured. It is mostly the dates of employment and sometimes a very general description about them. The features that can distinguish such a site is that candidate data can be open and there is more structure to it and the primary purpose of the site is getting a job rather than business networking.