The impact of complexity on the expertise reversal effect: experimental evidence from testing accounting students

Element interactivity is a central concept of cognitive load theory that defines the complexity of a learning task. The reduction of task complexity through a temporary segmentation or isolation of interacting elements was investigated with 104 students randomly assigned to an interacting elements group, where participants were required to deal with complex accounting problems in their entirety, or an isolated elements group, where the task was broken down into constituent components. The results provide strong support for the expertise reversal effect with isolated elements beneficial for novices, while interacting elements were appropriate for more knowledgeable learners. Critically, these results only were obtained for high rather than low element interactivity materials. It was concluded that segmentation or element isolation should consider the expertise of the learner in conjunction with the complexity of the learning material.     

The Effect of Learner-Generated Drawing and Imagination in Comprehending a Science Text

The purpose of the study was to investigate the effects of imagination and learner-generated drawing on comprehension, reading time, cognitive load, and eye movements, and whether prior knowledge moderated the effects of these two strategies. Sixty-three undergraduate students participated in a pretest-posttest between-subjects study with the independent variable being the instructional strategies with three levels (learner-generated drawing vs. imagination vs. repeated reading). The results revealed that, compared to repeated reading, learner-generated drawing fostered learners' comprehension when their prior knowledge was relatively low. Moreover, when asked to read the science text after the intervention, learners who were previously engaged with imagination spent significantly more time reading the text, and fixated longer and more frequently than those in the repeated reading condition.     

The Expertise Reversal Effect is a Variant of the More General Element Interactivity Effect

Within the framework of cognitive load theory, the element interactivity and the expertise reversal effects usually are not treated as closely related effects. We argue that the two effects may be intertwined with the expertise reversal effect constituting a particular example of the element interactivity effect. Specifically, the element interactivity effect relies on changes in element interactivity due to changes in the type of material being learned, while the expertise reversal effect also relies on changes in relative levels of element interactivity but in this case, due to changes in relative levels of expertise. If so, both effects rely on equivalent changes in element interactivity with the changes induced by different factors. Empirical evidence is used to support this contention.     

Enhancing Instructional Efficiency of Interactive E-learning Environments: A Cognitive Load Perspective

This concluding paper summarizes the main points and recommendations of the previous papers in this Special issue within a conceptual framework of cognitive load theory. Design of efficient interactive learning environments should take into account main features and limitations of our cognitive architecture. The paper provides a brief overview of this architecture and sources of cognitive load, considers their instructional implications for interactive e-learning environments, and analyzes methods for managing cognitive load and enhancing instructional efficiency of such environments.     

Guided self-management of transient information in animations through pacing and sequencing strategies

Learning with instructional animations may overstretch limited working memory resources due to intense processing demands associated with transient information. The authors investigated whether explicit instructional advice coupled with a task-specific learner control mechanism (such as a timeline scrollbar) could facilitate the successful self-management of transient information. The effectiveness of a timeline scrollbar that allowed self-pacing and self-sequencing of animations was compared with computer-controlled animations. Experiment 1 demonstrated that a timeline scrollbar (with instructional advice on its strategic use) enhanced the retention of stroke sequences in writing Chinese characters. In Experiment 2, a timeline scrollbar was used in an integrated set of narrated animations dealing with complex scientific information. Retention and comprehension post-tests indicated that although a scrollbar accompanied by instructional advice in its use assisted novice learners, no such effect was found with participants who possessed higher levels of prior knowledge. The findings have implications for the formulation of criteria for the effective incorporation of learner control into the design of instructional animations.     

III: Torn between Action and Reflection: some dilemmas of ‘pedagogical support persons’ in the Environment and School Initiatives Project

ABSTRACT

In 1990, a group of Slovenian researchers and teachers from eight elementary schools joined the international project Environment and School Initiatives, co‐ordinated by OECD/CERI. This paper presents some dilemmas and insights resulting from the co‐operation of ‘pedagogical support persons’ with teachers during the project, using the action research paradigm which presupposes a partnership relation and mutual learning of all involved. The paper has two parts. The first part deals with the rationale of educational support and with some dilemmas encountered, such as: What is action in action research on environmental education? How to help teachers develop initiative and self‐confidence in doing action research? (avoiding the trap of giving recipes, but also another trap of giving “freedom” where teachers needed genuine help and direct feed‐back on what they were doing). The second part is a case study of one of the Slovenian projects, illustrating the problematic nature of the relationship between action and reflection, between making others understand the underlying complexity of environmental problems and developing one's own deep understanding. The process of maturing and developing genuine communication is illustrated by quotations and interpretations from the perspective of all “three circles’: the pupil's, the teacher's and the support person's. to condemn, but not so easy to understand. I may illustrate this from my experience, but first I shall proceed with my interview.     

Effects of worked examples on step performance in solving complex problems

The instructional effect of worked examples has been investigated in many research studies. However, most of them evaluated the overall performance of the participants in solving post-intervention problems, rather than individual step performance in multi-step problems. The two experiments reported in this article investigated the relations between using worked examples and individual step performance in solving isomorphic problems. In Experiment 1, the effect of worked examples was found for overall performance for novice learners, whereas this effect was gradually reduced from Step 1 (the most difficult one) at which the effect was the strongest, to Step 3 (the easiest one) at which the effect was the weakest or even disappeared. In Experiment 2, relatively more knowledgeable participants learned the same sets of materials, and no effect of worked examples was found for either overall performance or individual step performance. Learner levels of expertise and levels of element interactivity were used to explain the results.     

The Curious Case of Improving Foreign Language Listening Skills by Reading Rather than Listening: an Expertise Reversal Effect

The expertise reversal effect occurs when instruction that is effective for novice learners is ineffective or even counterproductive for more expert learners. Four experiments designed to explore the expertise reversal effect in the field of teaching and learning foreign language listening skills were conducted. Three instructional formats (read-only, listen-only, and read-and-listen) were designed to teach native Chinese students English (experiments 1–3) or French (experiment 4) listening skills. Experiment 1 found a significant interaction with no effect for learners with lower levels of listening expertise but a significant effect for learners with higher levels of listening expertise favoring the read-only approach. The results of experiment 2 replicated the counterintuitive findings of experiment 1. Experiment 3 testing less knowledgeable students than experiments 1 and 2 indicated that the read-and-listen condition was more effective for novice learners. Experiment 4 testing beginner-level learners of French as a foreign language obtained results consistent with those of experiment 3 in that lower expertise learners gained greater benefits from the read-and-listen than the read-only or listen-only teaching approaches. It is concluded that the read-and-listen approach benefitted novice learners but more expert learners could benefit more from the read-only approach.     

Facilitating Flexible Problem Solving: A Cognitive Load Perspective

The development of flexible, transferable problem-solving skills is an important aim of contemporary educational systems. Since processing limitations of our mind represent a major factor influencing any meaningful learning, the acquisition of flexible problem-solving skills needs to be based on known characteristics of our cognitive architecture in order to be effective and efficient. This paper takes a closer look at the processes involved in the acquisition of flexible problem-solving skills within a cognitive load framework. It concludes that (1) cognitive load theory can benefit from putting more emphasis on generalized knowledge structures; (2) there are tradeoffs between generality and power with respect to specific versus generalized knowledge structures; (3) generalized knowledge structures of “medium” generality are essential for flexible expertise; and (4) cognitive load theory could provide a valuable framework for considering essential attributes of flexible expertise.