Abstract Ice skin temperature (IST) is critical for representing surface energy exchange in Arctic, yet its initialization in operational numerical weather prediction (NWP) systems is often oversimplified, typically inherited from background states or prescribed as spatially uniform values, because reliable, spatiotemporally continuous observations are scarce. This study examines the impact of satellite-based IST initialization using the Korean Integrated Model (KIM), a global NWP system, that o