A method, system, and program for minimizing complex decisions to allocate additional resources to a job submitted to a grid environment are provided. First, at least one decision to allocate additional resources to at least one previously submitted job is stored in a decision cache, wherein said the least one decision is stored according to at least one characteristic of the at least one previously submitted job. When another job is submitted to the grid environment needs additional resources, the characteristic of the currently submitted job is compared with the characteristics of previous submitted jobs. If there is a match, then the previously made decision associated with the matching characteristic controls allocation of additional resources for the currently submitted job, such that complex decision making for allocation of additional resources is minimized by reusing previously stored decisions to allocate additional resources.