“…Across disciplines, the majority of studies have looked at some combination of undergraduate students as novices and graduate students or faculty as the experts. Many disciplines have multiple studies with varying participants and timelines: in physics, where the applicability of the card sort tool was introduced looking at undergraduate students compared to graduate students (Chi, Feltovich, and Glaser 1981); in math, comparing first-and second-year undergraduate students (Fernandez-Plaza and Simpson 2016); in biology, studies have looked at biology faculty against non-biology majors (Smith et al 2013), non-majors, early and advanced majors, graduate students and faculty to look at the transition over a career (Bissonnette et al 2017), and tracking changes in undergraduates over a single semester (Hoskinson et al 2017); similarly in chemistry, studies have looked at chemistry undergraduates against faculty (Krieter et al 2016), as well as a comparison of students with no chemistry background, high school students, general chemistry undergraduates, upper-level chemistry undergraduates, graduate students, and faculty (Irby et al 2016), and tracking changes in undergraduates over a single-semester, (Lapierre and Flynn 2020) and two-semester organic chemistry course (Galloway, Leung, and Flynn 2019). In general, these studies find that the card sorting activity is a suitable tool for investigating whether a participant displays more novice-like or expert-like thinking in their respective field.…”