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Collaborations such as Wikipedia are a key part of the value of the modernInternet. At the same time there is concern that these collaborations arethreatened by high levels of member turnover. In this paper we borrow ideasfrom topic analysis to editor activity on Wikipedia over time into a latentspace that offers an insight into the evolving patterns of editor behavior.This latent space representation reveals a number of different categories ofeditor (e.g. content experts, social networkers) and we show that it doesprovide a signal that predicts an editor's departure from the community. Wealso show that long term editors gradually diversify their participation byshifting edit preference from one or two namespaces to multiple namespaces andexperience relatively soft evolution in their editor profiles, while short termeditors generally distribute their contribution randomly among the namespacesand experience considerably fluctuated evolution in their editor profiles.

A Latent Space Analysis of Editor Lifecycles in Wikipedia