1. A method comprising: extracting a plurality of skill seed phrases from a plurality of member profiles of a social networking service; using one or more computer processors, disambiguating the plurality of skill seed phrases to create a plurality of disambiguated skill seed phrases; and de-duplicating the plurality of disambiguated skill seed phrases to create a plurality of de-duplicated skill seed phrases, the de-duplicated skill seed phrases identifying a plurality of skills.