Given local universities’ positioning and regional industrial features, this paper identifies discipline industry misalignments in scale, quality, transformation pathways and distribution. Universities should optimize discipline layout, deepen industry-education integration, smooth transformation, refine collaboration and advance institutional reform for mutual support and coordinated growth.