In the Scientists’ Discovery Room Lab in the School of Engineering and Applied Sciences at Harvard University, we create and study interactive and experiential visualization systems for learning science, digital humanities, and medical applications. We investigate what the large collections of today’s online science data can offer in communicating science to the public, why collaborative and engaging touch and tangible interactions can benefit learning and informal science education, as well as how new interaction modalities can be used in patient rehabilitation.