This document discusses opportunities for using GPU acceleration to improve the performance of data-parallel graph analytics. GPUs are well-suited for data-parallel workloads and can significantly speed up graph algorithms that exhibit data parallelism. The document was presented at the 2015 Open Data Science Conference in Boston.