The idea for the Million Song Dataset came to us a couple of years ago when we were discussing with the Echo Nest possible ideas for a NSF GOALI (Grant Opportunities for Academic Liaison with Industry) grant. We were looking for an idea that wouldn't be possible without an academic-industrial collaboration, and that would appeal to the NSF as contributing to scientific progress.