1. A parallel computer system comprising: a plurality of compute nodes that each comprise a processor and memory; a service node connected to the plurality of compute nodes; and a job scheduler that distributes jobs to the plurality of compute nodes to place the most critical work on a node of the plurality of nodes that is close to an I/O node that communicates to the service node.