In one embodiment, jobs requiring short processing time are given preference over jobs requiring long processing time by processing to completion all jobs for the first N seconds of the job. Jobs requiring longer than N seconds to complete are given a lower priority than a newly arriving job can and continue being processed, but are subject to reduction in resources by new jobs as each new job arrives.