Load balancing may be achieved in heterogeneous computing environments by first evaluating the operating environment and workload within that environment. Then, if energy usage is a constraint, energy usage per task for each device may be evaluated for the identified workload and operating environments. Work is scheduled on the device that maximizes the performance metric of the heterogeneous computing environment.