Recommendation systems and processes for generating recommendations within the context of a socially-enabled human workflow system are provided. The processes may include accessing workflow data, such as social graphs, organization graphs, collaboration graphs, content data, utilization data, ratings data, and the like, associated with a user requesting a recommendation. The process may further include determining one or more of a user similarity score, task similarity score, goal similarity score, and content similarity score. The process may further include generating one or more recommendations based at least in part on one or more of the user similarity score, task similarity score, goal similarity score, and content similarity score.