A workload scheduler supporting the definition of a cumulative weighting index maintains a profile for each job. The profile defines an estimated usage of different resources of the system by the job. A tuning module imports the attributes of the jobs from the profile. The attributes of each job are rated according to an estimated duration of the job. The rated attributes so obtained are then combined, in order to define a single cumulative index for each job and a single cumulative index for each application.