Disclosed are a method, a system and a computer program product for automatically allocating and de-allocating resources for jobs executed or processed by one or more supercomputer systems. In one or more embodiments, a supercomputing system can process multiple jobs with respective supercomputing resources. A global resource manager can automatically allocate additional resources to a first job and de-allocate resources from a second job. In one or more embodiments, the global resource manager can provide the de-allocated resources to the first job as additional supercomputing resources. In one or more embodiments, the first job can use the additional supercomputing resources to perform data analysis at a higher resolution, and the additional resources can compensate for an amount of time the higher resolution analysis would take using originally allocated supercomputing resources.