“In the study of socio-economic issues in nighttime light data, this paper proposes a new saturation correction method that distinguishes different city clustering zones for correction through interannual correction and NDVI data assistance, effectively eliminating saturation effects, improving data reliability and spatial heterogeneity, and providing a new solution for long-term socio-economic research.”