Methods and systems are presented for identifying potential printer failures in a networked printing enterprise, in which job tracking data is gathered for print jobs in the network, affinity data is derived from the job tracking data indicating associations between printer devices and user devices, and potential printer failures are identified based on changes in the affinity data.