Improvisation is a challenging topic to study using the theories and methods of cognitive science owing to the difficulty of defining it, and the diversity of improvisatory practices. I share my theoretical frameworks for engaging this challenge as well as the results from some behavioral and neuroscientific studies. Ultimately, I draw upon improvisation as a case study for exploring the difficulties of using science to understand music more generally.