We would like to gratefully acknowledge funding support that has made this work possible from the American Association of Universities (AAU); the National Science Foundation (NSF award numbers 1626565 and 2021110), and the University of Colorado Boulder Office of Information Technology, College of Arts and Science, and College of Engineering and Applied Sciences.

In addition, we would like to thank the groups at our home institutions whose partnerships have helped make this work successful: the Center for STEM Learning and the Academic Technology Design Team at the University of Colorado Boulder and The Institute for Learning and Teaching (TILT) at Colorado State University.