Astrid was a PhD student in the Augmented Instruments Lab from 2014-17, where her research focused on the audience perception of error in DMI performance. After a postdoc in the Center for Music Technology and Expressive Machinery Lab at Georgia Tech she is now a Music Technology Researcher at Ableton in Berlin.