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Quantitative assessment and long-term analysis of ecological vulnerability can effectively grasp the driving factors of environmental change, which is of great significance for ecological protection and restoration. This study took 381 villages in Jingle County, a typical ecological vulnerable area on the Loess Plateau, as basic evaluation unit, and an ecological vulnerability evaluation index system with 12 evaluation indexes was constructed based on "sensitivity-resilience-pressure" (SRP) conceptual model. Combined with spatial princi