OSMGraphCLIP is a new geospatial representation model that leverages OpenStreetMap data to create global location embeddings, outperforming satellite-based methods in various socioeconomic and public health tasks. This advancement highlights the potential of structured OSM data in enhancing geospatial analysis without relying on Earth observation data.