Data suggested a relationship existed between the type of thinking students' applied to their observations, their ability to conceptualize from them, and their subsequent pathway through the simulations. As shown in Fig. 7, relatively few event s we re coded as student s developing generalized ideas about circuits or components from descriptive observations alone (45).