Our recent submission to PDP 2014 has been accepted for publication. This paper was a joint project between University of Pittsburgh and Sandia National Laboratories. In this paper we develop an instance of shadow computing to high performance computing (HPC) and show that we can conserve power consumption while increasing application performance.