Such encyploedic knowledge can advance vertical search engines such as http://www.spock.com that are focused on people searches where one can get an enhanced search interface for searching by various biographic attributes.
even if the occupation is not explicitly mentioned in the article, one can infer it using a bag-of-words topic profile learned from the seed examples.