Oak Ridge National LaboratoryThe LandScan Global 2024 provides ambient and un-warned population estimates at a 30 arc-second resolution worldwide. This release incorporates multiple machine learning models trained on geospatial datasets and the 2023 LandScan Global dataset. For each country, a model output is selected among the 55 ML model outputs produced following a thorough review. The 2024 version builds on previous iterations by integrating key advancements, such as the inclusion of damaged structures, MapSpace, IDPS/Refugees and other new input datasets. It also improves the review workflow and accelerates updates, enhancing the transparency, reproducibility, and reliability of the global population estimates.GeoTIFF88-0001_gl_2024engOak Ridge National LaboratoryPublicPopulationLandScan Global 2024DatasetsWorld2024