Abstract Assessing land use pressure is fundamental to understanding regional sustainability. This study constructs a comprehensive Land Use Pressure Index (L) using remote sensing and socio-economic data from 2000 to 2019 across three dimensions—carbon effects, ecological risks, and landscape stability—with weights objectively determined by the entropy weight method. An Urbanization Composite Index (U) is also developed across demographic, economic, spatial, and social dimensions.