Research in learning theory has aided designers of help systems in determining education-oriented ways to present information. Many of these explanation approaches for assisting users in computing tasks remain primarily text-based. By incorporating learning theory ideas into our existing text-based explanation approach supplemented with visualizations, we hope to enhance not only the learning of, but also the productivity of end users.