This talk summarizes the use of imaging spectroscopy to map minerals in various environments, including Cuprite, Nevada, Mars, the Moon, and post-9/11 at the World Trade Center site. Imaging spectroscopy can identify minerals like kaolinite, olivine, and buddingtonite and map their distributions. It revealed fire locations and temperatures after 9/11. Advances in algorithms and sensors continue to improve mineral and material mapping abilities.