Extensive research on students’ understanding of science has documented persistent shortfalls at all ages. One way to account for students’ difficulties is to consider the particular challenges posed by individual science concepts. This article offers an alternative view. We argue that students’ difficulties in large part reflect unfamiliarity with a small number of causal modeling styles chara...