A heuristic algorithm for solving a load balancing problem that carries out scheduling of plurality of tasks in two phases. In the first phase some tasks of the plurality of tasks are assigned to resources, they are best on, on a per resource basis and in the second phase resources are chosen for the remaining tasks of the plurality of tasks such that the length of the schedule is minimized.