Published October 9th, 2009
Category Publications
Hyunjeong Lee • Jan L. Plass • Bruce D. Homer
How can cognitive load in visual displays of computer simulations be optimized? Middle-school chemistry students (N = 257) learned with a simulation of the ideal gas law. Visual complexity was manipulated by separating the display of the simulations in 2 screens (low complexity) or presenting all information on 1 screen (high complexity). The mode of visual representation in the simulation was manipulated by presenting important information in symbolic form only (symbolic representations) or by adding iconic information to the display (iconic + symbolic representations), locating the sliders controlling the simulation separated from the simulation or integrating them, and graphing either only the most recent simulation result or showing all results taken. Separated screen displays and the use of optimized visual displays each promoted comprehension and transfer, especially for low prior-knowledge learners. An expertise reversal effect was found for learners’ prior general science knowledge. Results indicate that intrinsic and extraneous cognitive load in visual displays can be manipulated and that learners’ prior knowledge moderates the effectiveness of these load manipulations.
Published October 9th, 2009
Category Publications
Jan L. Plass • Bruce D. Homer • Catherine Milne • Trace Jordan • Slava Kalyuga • Minchi Kim • Hyunjeong Lee
We propose that the effectiveness of simulations for science education depends on design features such as the type of representation chosen to depict key concepts. We hypothesize that the addition of iconic representa- tions to simulations can help novice learners interpret the visual simulation interface and improve cognitive learning outcomes as well as learners’ self-efficacy. This hypothesis was tested in two experiments with high school chemistry students. The studies examined the effects of representation type (symbolic versus iconic), prior knowledge, and spatial ability on comprehension, transfer, and self-efficacy under low cognitive load (Study 1, N=80) and high cognitive load conditions (Study 2, N=91). Results supported our hypotheses that design features such as the addition of iconic representations can help scaffold students’ comprehension of science simulations, and that this effect was strongest for learners with low prior knowledge. Adding icons also improved learners’ general self-efficacy. More…
Published October 9th, 2009
Category Publications
Bruce D. Homer • Jan L. Plass
The influence of prior knowledge and cognitive development on the effec- tiveness of iconic representations in science visualizations was examined. Middle and high school students (N = 186) were given narrated visualizations of two chemistry topics: Kinetic Molecular Theory (Day 1) and Ideal Gas Laws (Day 2). For half of the visual- izations, iconic representations of key information were added. Results indicated a main effect of prior knowledge on learning in Day 1. In Day 2, a three-way interaction was found between prior knowledge, age group and icons: icons were effective for all middle school students and for high school students with low prior knowledge, but were not effective for high school students with high prior knowledge. These findings indicate that the expertise reversal effect can be mediated by cognitive development and other factors, not just domain specific prior knowledge. More…
