A time-to-collect measure is disclosed which may be used in generating a model for predicting an expected time-to-collect for print jobs. In the case of incomplete data, an algorithm recovers an optimal assignment of links between submission and collection events which allows a time to collect to be computed for one or more prior print jobs. A printing system may incorporate a time-to-collect system for making decisions based on the measure, such as the scheduling of pending print jobs or planning placement of printers.