Representational Tools in Computer-Supported Collaborative Argumentation-Based Learning: How Dyads Work With Constructed and Inspected Argumentative Diagrams

This article investigates the conditions under which diagrammatic representations support collaborative argumentation-based learning in a computer environment. Thirty dyads of 15- to 18-year-old students participated in a writing task consisting of 3 phases. Students prepared by constructing a representation (text or diagram) individually. Then they discussed the topic and wrote a text in dyads. They consolidated their knowledge by revising their individual representation. There were 3 conditions: Students could use either (a) the individual texts they wrote, (b) the individual diagrams they constructed, or (c) a diagram that was constructed for them based on the text they wrote. Results showed that students who constructed a diagram themselves explored the topic more than students in the other conditions. We also found differences in the way collaborating dyads used their representations. Dyads who engaged in deep discussion used their representations as a basis for knowledge construction. In contrast, dyads who engaged in only shallow discussion used their representations solely to copy information to their collaborative text. We conclude that diagrammatic representations can improve collaborative learning, but only when they are used in a co-constructive way.     

Measuring cognitive load with electroencephalography and self-report: focus on the effect of English-medium learning for Korean students

This study investigated a reliable and valid method for measuring cognitive load during learning through comparing various types of cognitive load measurements: electroencephalography (EEG), self-reporting, and learning outcome. A total of 43 college-level students underwent watching a documentary delivered in English or in Korean. EEG was measured during watching, and subjective rating load was reported right after watching. Comprehension was tested for learning achievements. The results demonstrated a positive relationship between difficulty rating by self-report and beta frequency via EEG in the T3 area (Pearson r = .309, p < .05). Difficulty rating and learning performance are correlated negatively and significantly (Pearson r = ?.391, p < .01). The results have theoretical implications supporting cognitive load theory in terms of a negative relationship between the difficulty rating and the learning performance. On the practical side, the study contributes to provide the information of validity of cognitive load measurements.     

Understanding pictorial information in biology: students’ cognitive activities and visual reading strategies

ABSTRACT

In classroom, scientific contents are increasingly communicated through visual forms of representations. Students’ learning outcomes rely on their ability to read and understand pictorial information. Understanding pictorial information in biology requires cognitive effort and can be challenging to students. Yet evidence-based knowledge about students’ visual reading strategies during the process of understanding pictorial information is pending. Therefore, 42 students at the age of 14–15 were asked to think aloud while trying to understand visual representations of the blood circulatory system and the patellar reflex. A category system was developed differentiating 16 categories of cognitive activities. A Principal Component Analysis revealed two underlying patterns of activities that can be interpreted as visual reading strategies: 1. Inferences predominated by using a problem-solving schema; 2. Inferences predominated by recall of prior content knowledge. Each pattern consists of a specific set of cognitive activities that reflect selection, organisation and integration of pictorial information as well as different levels of expertise. The results give detailed insights into cognitive activities of students who were required to understand the pictorial information of complex organ systems. They provide an evidence-based foundation to derive instructional aids that can promote students pictorial-information-based learning on different levels of expertise.     

The expertise reversal effect in prompting focused processing of instructional explanations

Providing prompts to induce focused processing of the central contents of instructional explanations is a promising instructional means to support novice learners in learning from instructional explanations. However, within research on the expertise reversal effect it has been shown that instructional means that are beneficial for novices can be detrimental for learners with more expertise if the instructional means provide guidance that overlaps with the internal guidance provided by the prior knowledge of learners with more expertise. Under such circumstances, prompts to induce focused processing might even be detrimental for learners with expertise whose prior knowledge already provides internal guidance to learn from explanations. On this basis, we aimed at experimentally varying expertise by developing prior knowledge. Specifically, we used a preparation intervention with contrasting cases to enhance learners’ prior knowledge (expertise). Against this background, we tested 71 university students in a 2 × 2 factorial experimental design: (a) Factor of expertise. Working with contrasting cases to develop prior knowledge and expertise to provide internal guidance to learn from instructional explanations (with vs. without), (b) Factor of prompts. Prompts to induce focused processing of the explanations (with vs. without). The results showed that prompts to induce focused processing fostered conceptual knowledge for novice learners whereas prompts hindered the acquisition of conceptual knowledge for learners with expertise that was developed by working with contrasting cases beforehand. Moreover, measures of subjective cognitive load and learning processes suggest that the instructional guidance provided by prompts compensated for the low internal guidance of novice learners and overlapped with the internal guidance of learners with expertise.     

Effects of discussion representation: comparisons between social and cognitive diagrams

An online discussion facilitates students’ higher order thinking in online classes, especially when adopted with the instructor’s guidance. The current experimental study examined the effects of two different discussion representation tools (social and cognitive diagrams) on students’ discussion behaviors. The social diagram emphasized interactivity of participants by illustrating who posted messages and who replied. The cognitive diagram described how discussion topic evolved by summarizing main topics discussed. Thirteen graduate students enrolled in an online graduate course participated in the study. While analyzing five instructional cases, students were asked to discuss each case in a group that the instructor assigned randomly. For each case, one group was provided with the social diagram whereas the other with the cognitive diagram. Major findings revealed both tools facilitated online discussion activities as the instructor intended: the social diagram turned out to promote socially desirable responses while the cognitive diagram produced more cognitively desirable responses. Further studies on how the two types of discussion diagrams can be integrated in online discussions will be needed.     

The expertise reversal effect concerning instructional explanations

The expertise reversal effect occurs when learner’s expertise moderates design principles derived from cognitive load theory. Although this effect is supported by numerous empirical studies, indicating an overall large effect size, the effect was never tested by inducing expertise experimentally and using instructional explanations in a computer-based environment. The present experiment used an illustrated introductory text and a computer program about statistical data analyses with 93 students. Retention and transfer tests were employed as dependent measures. Each learner was randomly assigned to one condition of a 2 × 2 between subjects factorial design with the two factors expertise (novices vs. ‘experts’) and explanations (with vs. without). Expertise was induced by adding expository examples and illustrations to the introductory text to enhance text coherence and facilitate text comprehension. The expertise reversal effect was replicated for the dependent measure transfer, but not for retention. Results and implications for adaptive learning environments are discussed.     

Expertise reversal effects in writing-to-learn

This article presents two longitudinal studies that investigated expertise reversal effects in journal writing. In Experiment 1, students wrote regular journal entries over a whole term. The experimental group received a combination of cognitive and metacognitive prompts. The control group received no prompts. In the first half of the term, the experimental group applied more cognitive and metacognitive strategies in their journals and showed higher learning outcomes than the control group. Towards the end of the term, the amount of cognitive and metacognitive strategies elicited by the experimental group decreased while the number of cognitive strategies applied by the control group increased. Accordingly, the experimental group lost its superiority on learning outcomes. In order to avoid these negative long-term effects of prompts, a gradual and adaptive fading-out of the prompts was introduced in the experimental group in Experiment 2 while a control group received permanent prompts. The results showed that, over the course of the term, the fading group applied increasingly more cognitive strategies while the control group applied fewer and fewer cognitive strategies. Accordingly, at the end of the term, the permanent prompts group showed substantially lower learning outcomes than the fading group. Together, these results provide evidence for an expertise reversal effect in writing-to-learn. The more the students became skilled in journal writing and internalized the desired strategies, the more the external guidance by prompts became a redundant stimulus that interfered with the students’ internal tendency to apply the strategies and, thus, induced extraneous cognitive load. Accordingly, a gradual fading-out of the prompts in line with the learners’ growing competencies proved to be effective in mitigating the negative side-effects of the provided instructional support.     

Using mimicking gestures to improve observational learning from instructional videos

Abstract

This study, generated from considerations of embodied cognition, observational learning, and cognitive load theory, investigated the effect of mimicking gestures on learning to play piano tasks. Fifty university students from an Australian University, with two different levels of piano-playing experience, were randomly assigned to one of the two different gesturing conditions in a 2 (gestures vs. no-gestures) × 2 (novice vs. more expertise) design. All groups viewed an animated video presentation of four musical scores being played on a piano with the hand motions visible, accompanied by the sounds of the notes played. Participants in the gesturing condition were required to gesture while watching the presentations, but in the no-gesturing condition, gesturing was prohibited. Test results indicated a significant learning advantage to gesturing with reduced cognitive load. It was also evident that the efficacy of gesturing was influenced by learner expertise and task complexity.     

Cognitive ability and the instructional efficacy of collaborative concept mapping

Data were gathered from 248 secondary students (14 years old, 56% female) who learned about the circulatory system in 77 self-selected collaborative groups. The learning outcomes of biology students who summarised by collaborative concept mapping were compared with those of students who summarised by collaborative writing. Learning groups randomly assigned to construct concept maps instead of conventional summaries generated more relations in the summary task and their members obtained higher individual scores on a post-test. The concept mapping strategy was found to be advantageous only for students whose cognitive ability was below the median for the sample and who were placed in groups with other students having low cognitive ability.     

Cognitive load in percentage change problems: unitary,pictorial, and equation approaches to instruction

Eighth grade students in Australia (N = 60) participated in an experiment on learning how to solve percentage change problems in a regular classroom in three conditions: unitary, pictorial, and equation approaches. The procedure involved a pre-test, an acquisition phase, and a post-test. The main goal was to test the relative merits of the three approaches from a cognitive load perspective. Experimental results indicated superior performance of the equation approach over the unitary or pictorial approach especially for the complex tasks. The unitary approach required students not only to process the interaction between numerous elements within and across solution steps, but also to search for critical information, thus imposing high cognitive load. The pictorial approach did not provide a consistent approach to tackling various percentage change problems. Coupled with the need to coordinate multiple elements within and across solution steps, and the need to search for relevant information in the diagram, this approach imposed high cognitive load. By treating the prior knowledge of percentage quantity as a single unit, the equation approach required students to process two elements only. Empirical evidence and theoretical support favor the equation approach as an instructional method for learning how to solve percentage change problems for eighth graders.     

Prior knowledge moderates instructional effects on conceptual understanding of statistics

This study investigated the effects of different teaching and learning methods for statistics for 2 levels of prior knowledge on cognitive load, propositional knowledge, and conceptual understanding. Teaching methods were whether or not to provide students with propositional information, and learning strategies were self-explaining the learning material and explaining in pairs. The results indicate that prior knowledge facilitates propositional knowledge development and leads to differential effects of teaching and learning methods on conceptual understanding: Only low prior knowledge students profit from additional information in the learning task and/or explaining in pairs. An implication of these findings is that low prior knowledge students should be guided into the subject matter by means of working in pairs on learning tasks that comprise additional information. Once students have developed more knowledge of the subject matter, they should be stimulated to work individually on learning tasks that do not comprise additional information.     

Effects of student‐generated diagrams versus student‐generated summaries on conceptual understanding of causal and dynamic knowledge in plate tectonics

This research examines the beneficial effects of student‐generated diagrams versus student‐generated summaries on conceptual understanding in the domain of plate tectonics. Fifty‐eight Grade 5 students read a brief expository text about plate tectonics. During their reading of the text, students were asked to either draw diagrams, produce written summaries, or simply read the text (control). Conceptual understanding was measured by the diagrams and summaries which were generated during students' reading of the text, as well as by a posttest which assessed students' understanding of both spatial/static and causal/dynamic knowledge of the domain. Results indicated that the summaries generated during the reading of the text contained more domain‐related information than the diagrams which were generated during the reading of the text. However, on the posttest measures, the diagram group outperformed both the summary and text only groups in terms of understanding both the spatial/static as well as causal/dynamic aspects of the domain. Results are discussed with regard to the differential effects that generating diagrams as compared to generating summaries or simply reading has on both on‐line comprehension during reading and resulting conceptual understanding of the domain. © 1999 John Wiley & Sons, Inc. J Res Sci Teach 36: 39–53, 1999.     

Effects of motivational regulation strategies on writing performance: a mediation model of self-regulated learning of writing in English as a second/foreign language

Motivational regulation has long been recognized as an essential but insufficiently investigated aspect of self-regulated learning (SRL), especially in relation to learning English-as-a-foreign-language (EFL) writing. This study intends to fill the gap by investigating the predictive effect of motivational regulation strategies on EFL students’ writing performance mediated by SRL strategies. Data were collected from undergraduate students in mainland China (N = 512) through self-report questionnaires and an English writing test. Results of structural equation modeling (SEM) confirmed a partial mediation model in which motivational regulation strategies, as a whole, not only had direct and indirect effects on students’ writing performance but were also significantly correlated with their reported use of SRL strategies relating to cognition, metacognition, and social behavior. In addition, only cognitive and metacognitive strategies were found to be significant mediators in the model while social behavior strategies were not. The findings suggest that cumulative knowledge of motivational regulation is an antecedent of the reported use of other SRL strategies in affecting EFL writing performance. The inclusion of SRL strategies in the mediation model also contributes to a clear understanding of L2 writing processes within the SRL mechanism for improving writing outcomes.     

Using pictorial mnemonics in the learning of tax: a cognitive load perspective

The scope and complexity of the Australian taxation system (as with other tax regimes) is daunting for many accounting students. This paper documents the implementation of new practices that were initiated in an effort to address some of the challenges faced by undergraduate students studying taxation. Based on the principles of cognitive load theory, summaries of the lecture material became the focus of tutorials. These summaries provided the impetus for teaching staff to experiment with illustrations as a strategic means of delivery. Drawing diagrams and presenting them in the form of pictorial mnemonics proved to be effective tools in helping students understand and synthesize basic taxation concepts, thereby promoting effective deep learning. Both formal and informal feedback was overwhelmingly positive and affirming of this innovative approach to the subject. A selection of the pictorial mnemonics we designed is provided.     

Diagrammatic Literacy in Secondary Science Education

Students in secondary science education seem to have difficulties with understanding diagrams. The present study focused on explanatory factors that predict students’ difficulties with process diagrams, i.e., diagrams that describe a process consisting of components that are related by arrows. From 18 compulsory national Biology exams of secondary school pre-university students, all process diagram tasks (n?=?64) were included in corpus. Features of the task, student, and diagram were related to the difficulty of that particular task, indicated by the cohort mean exam score. A hierarchical regression analysis showed main effects for (1) the cognitive task demand, (2) the familiarity of the components, and (3) the number of components in a diagram. All these main effects were in the expected direction. We also observed interactions. Within the category of tasks with a high cognitive demand, tasks about a diagram of which students have low prior content knowledge were more difficult than tasks about a diagram of which students have high prior content knowledge. Tasks with a high cognitive demand about a diagram with familiar arrows were, surprisingly, more difficult than tasks with a high cognitive demand about a diagram with unfamiliar arrows. This latter finding might be attributed to compensation for task difficulty by the large number of components in the diagrams involved. The final model explained 46 % of the variance in exam scores. These results suggest that students have difficulties (1) with tasks that require a deeper understanding when the content is new, (2) with diagrams that use unfamiliar component conventions, and (3) with diagrams that have a small number of components and are therefore probably more abstract.     

Teachers’ monitoring of students’ text comprehension: can students’ keywords and summaries improve teachers’ judgment accuracy?

We investigated intra-individual monitoring and regulation in learning from text in sixth-grade students and their teachers. In Experiment 1, students provided judgments of learning (JOLs) for six texts in one of three cue-prompt conditions (after writing delayed keywords or summaries or without a cue prompt) and then selected texts for restudy. Teachers also judged their students’ learning for each text, while seeing - if present - the keywords or summaries each student had written for each text, and also selected texts for restudy. Overall, monitoring accuracy was low (.10 for students, ?.02 for teachers) and did not differ between cue-prompt conditions. Regulation, indexed by the correlation between JOLs and restudy selections, was significant (?.38 for students, ?.60 for teachers), but was also not affected by cue-prompt condition. In Experiment 2, teachers judged students’ comprehension of six texts without knowing the students’ names, so that only the keywords and summaries, not prior impressions, could inform judgments. Again, monitoring accuracy was generally low (.06), but higher for keywords (.23) than for summaries (?.10). These results suggest that monitoring intra-individual differences in students’ learning is challenging for teachers. Analyses of the diagnosticity and utilization of keywords suggest that these may contain insufficient cues for improving teacher judgments at this level of specificity.     

Influences of Writing Tasks on Students' Answers to Recall and Higher-Level Test Questions

This paper reports on two inter-related studies that examined the use of non-traditional writing strategies within secondary school science classrooms. The first study involved Year 10 students who incorporated one letter writing experience into the learning sequence when studying genetics. The second study was with Year 9 students who used both a non-traditional laboratory writing heuristic and letter writing as part of the learning sequence when studying a topic on light. The same teacher was involved in both case studies. A higher-level analogy question was added to the teacher-prepared tests for each study to examine if students who participated in writing-to-learn activities were able to perform significantly better as a group than a group of students who completed traditional teacher directed laboratory activities and note-taking. Results indicate that for the first study there was not a significant difference using t-test analysis, while for the second study involving two writing treatments there was a statistically significant difference using t-test analysis. There was no statistically significant difference in responses between treatment and control groups when answering low level recall questions for either case study. Student interviews indicated awareness by students of the metacognitive value gained by using the non-traditional writing types.     

Comparison of the effects on writing attitudes and writing self-efficacy of three different training programs in students with learning disabilities

This study aimed to investigate the importance of self-efficacy and attitudes towards writing in writing training. It was also necessary to establish whether these constructs could be more enhanced through a specific intervention as part of the motivational factors, than through training which coaches other writing components such as cognitive processes or cognitive style. To achieve this, the first training program, focusing on the strategies for planning writing, was applied to 28 5th and 6th graders with learning disabilities (LD); a second program, focusing on writing strategies plus reflexive processes, was applied to 49 learning disabled students studying the same grades as in the first group. Finally, the third intervention tried to enhance writing skills using motivational strategies, and it was applied to 66 students in the same conditions as the other samples. All the training programs were compared to a control group, who received only the ordinary curriculum. Results show that there are difficulties in training self-efficacy and attitudes towards writing, but also that different training programs provide different results in these aspects.     

高级英语课堂学习策略训练

在英语专业高年级学生的高级英语课堂中进行自主学习策略训练能调动学生的参与意识和训练学生运用学习策略,有利于培养学生的英语语言交际能力。高级英语课堂中的合作任务活动是学生通过合作,使用语言来取得实际结果的活动,完成这些任务的各个阶段所涉及到的学习策略训练活动为：学生介绍精读课文的背景知识、认知阅读活动、口头论述与课文相关的话题、写作活动强调体验过程。