Embodiments of the invention relate to management of hybrid workloads, including serial and parallel workload optimizations, in a shared pool of configurable computer resources. Resource utilization in the shared pool is dynamically tracked, and employed for assessing a set of servers a parallel access protocol should utilize for one or more I/O requests in conjunction with any serial workload optimizations. Accordingly, the load balancing embodies a diverse set of workloads to support dynamic and equitable allocation.