Looking for Metadata in All the Wrong Places

Ed Lehman discusses controlled vocabularies in this Webreference article. He makes the appropriate statement in saying that there is no off the shelf solution to satisfy everyone's needs. Knowledge representation for information retrieval is difficult work that ususally requires the work of humans. He does suggest strategies that are sound, one of which is to grow your controlled vocabulary over time.