“…Researchers in the field of physics education have investigated numerical problem solving for at least three decades (Hsu, Brewe, Foster & Harper, 2004). This has focused on the definition of problems in physics (Heller and Reif, 1984), the investigation of how students solve problems (Larkin, McDermott, Simon & Simon, 1980), and the development of effective pedagogy to effect deep learning (Heller and Hollabaugh, 1992;Pawl, Barrantes, & Pritchard, 2009). It has been argued that the use of mathematics in physics is more complex than the application of rules and calculations that students are taught in a mathematics class (Bing & Redish, 2009).…”