This paper discusses opportunities for cartography and GIS science to contribute to non-geographic information visualization. It proposes a research agenda involving spatialization methods from cartography applied to unstructured data visualization. Key areas of the proposed agenda include investigating applicable visualization principles and techniques for non-geographic data, integrating knowledge of spatial cognition, and increasing involvement in relevant research communities to transfer cartographic expertise.