A many-core processor may comprise a large number of processing cores on a single chip. The many-core’s last-level shared cache can potentially be physically distributed alongside the cores in the form of cache banks connected through a Network on Chip (NoC). Static Non-Uniform Cache Access (S-NUCA) memory address mapping policy provides a scalable mechanism for providing the cores quick access to the entire last-level cache. By design, S-NUCA introduces a unique topology-based performance heterogeneity and we introduce a scheduler that can exploit it. The proposed scheduler improves performance of the many-core by 9.93% in comparison to a state-of-the-art generic many-core scheduler with minimal run-time overheads.