An example method includes receiving a plurality of vehicle service jobs to be performed in a given time window. The method further includes receiving technician performance data for a plurality of technicians, wherein the technician performance data for a given technician is indicative of past performances by the given technician of one or more of the vehicle service jobs. The method additionally includes determining, based on the technician performance data, a plurality of scoring metrics corresponding to the plurality of vehicle service jobs for each of the plurality of technicians. The method also includes determining, based on the scoring metrics, suggested technician assignments of individual technicians of the plurality of technicians to each vehicle service job of the plurality of vehicle service jobs. The method further includes providing, for presentation on a display, a technician assignment interface that shows the suggested technician assignments.