Abstract: In a method for deriving entities and metrics from collaboration data from a plurality of computing systems, collaboration data is extracted from sent mails and calendars at the plurality of computing systems of a plurality of collaborators. The collaboration data is linked to correspond to one or more entities based on an activity type and collaborator metadata of the collaboration data, linked to organizational metadata defining a structure of an organization, and linked to external entities metadata defining one or more entities outside of the organization. A library of metrics is created for the one or more entities, and the metrics are quantified. The metrics are then displayed on a display, and the metrics are analyzed metrics according to instructions received via the display.