Various schedulers are disclosed for use within a network node of a radio access network. A scheduler can be configured to divide a defined frequency bandwidth into a plurality of bandwidth pipes. The scheduler then develops sets of nodes that are candidates for using corresponding ones of the bandwidth pipes to communicate with the network node during a communication time interval. At least one of the sets contains a plurality of candidate nodes. The scheduler operates separate parallel processes that are arranged for computing metrics for the sets of nodes. The scheduler assigns one of the nodes in each set of nodes to the corresponding bandwidth pipe in response to the computed metrics. The scheduler may divide the defined frequency bandwidth into a plurality of non-overlapping bandwidth pipes so that metrics for candidate nodes in one of the sets can be computed independently from candidate nodes in another one of the sets.