We thank the CREATE for STEM Institute at Michigan State University for their financial support (LPF-CMP 2 Innovation Grant). For revision recommendations on earlier versions of this article, we thank members of the Michigan State University Geocognition Lab (Dr. Julie Libarkin, Patricia Jaimes, Caitlin Kirby, and Amanda Lorenz), the AACR (Automated Analysis of Constructed Response) Research Group (Jennifer Kaplan and Alex Lyford from University of Georgia and Rosa Moscarella from Michigan State University), and the reviewers.