A computer implemented method, apparatus, and computer usable program code for eliminating redundant read-modify-write code sequences in non-vectorizable code. Code is received comprising a sequence of operations. The sequence of operations includes a loop. Non-vectorizable operations are identified within the loop that modifies at least one sub-part of a storage location. The non-vectorizable operations are modified to include a single store operation for the number of sub-parts of the storage location.