Visual representations are ubiquitous in science, technology, engineering, and mathematics (STEM) domains. Many learning materials include a variety of visual representation (Arcavi, 2003; Cook et al., 2007; Kozma & Russell, 2005b; Nathan et al., 2011; van der Meij & de Jong, 2006; Van Someren et al., 1998).