Measuring cognitive load and cognition: metrics for technology-enhanced learning

This critical and reflective literature review examines international research published over the last decade to summarise the different kinds of measures that have been used to explore cognitive load and critiques the strengths and limitations of those focussed on the development of direct empirical approaches. Over the last 40?years, cognitive load theory has become established as one of the most successful and influential theoretical explanations of cognitive processing during learning. Despite this success, attempts to obtain direct objective measures of the theory's central theoretical construct – cognitive load – have proved elusive. This obstacle represents the most significant outstanding challenge for successfully embedding the theoretical and experimental work on cognitive load in empirical data from authentic learning situations. Progress to date on the theoretical and practical approaches to cognitive load are discussed along with the influences of individual differences on cognitive load in order to assess the prospects for the development and application of direct empirical measures of cognitive load especially in technology-rich contexts.     

多媒体学习中减少认知负荷的研究

多媒体教学能够促进有意义的学习,同时多媒体学习受认知负荷的影响又是十分明显的。在多媒体学习理论框架内研究了具体多媒体学习情境下的认知超负荷现象,提出了相应的减负方法。     

Reducing transience during animation: a cognitive load perspective

Animation has an inherent advantage over static graphics when presenting dynamic content because it provides a more accurate and realistic depiction. Simultaneously, animation has an inherent disadvantage because most animated information is perceptually transient. In this quasi-experimental study, cognitive load theory was used to investigate the extent to which animation’s transience could be ameliorated with the incorporation of a pause/play feature or a tracing feature that lets previous information remain visually available on screen instead of disappearing after a brief display. Continuous animation, animation with pause/play and their equivalent static graphics, each designed with either a trace or no trace, were used to instruct 228 post-secondary technical education students on how an electrical circuit works. All formats were accompanied with the same on-screen text. The pattern of results, especially the interactions, indicated that animation with a pause/play format obtained the highest efficiency in the no tracing condition, while the continuous animation format obtained the highest efficiency in the tracing condition. These results suggest that by restructuring the dynamic information, the negative instructional consequences of the transient nature of animation can be counteracted to make it more efficient for learning than static graphics.     

多媒体辅助语言学习中的认知负荷阐释

多媒体辅助语言学习的多样性、交互性和集成性在呈现给学习者大量信息的同时,也造成了学习者的认知超负荷状态.言语信息加工中的认知负荷根据其认知需求可分为：内在认知负荷、外在认知负荷和相关认知负荷.多媒体外语教学软件制作应尽量减少学习者认知负荷,具体可采取卸载技术、分解技术、演练技术、清除技术、标记技术、调整技术、消除冗余技术、同步技术、个性化设计等.     

Effects of the inquiry-based mobile learning model on the cognitive load and learning achievement of students

The advancement of mobile device and wireless communication technologies is having a great influence on the design concept of learning activities. In this study, we attempt to integrate field study into the inquiry-based mobile learning model; moreover, a mobile learning environment that allows students to access both physical and virtual resources is developed accordingly. During the in-field learning activity, the mobile learning system is able to present the learning tasks, guide the students to visit the real-world learning targets for exploration, and provide them with supplementary materials via the mobile devices. The aim of this research focuses on the effects of this mobile learning model on students' cognitive load and learning achievements. The 51 sixth graders who participated in this research were assigned to an experimental and a control group. From the pre and posttests as well as the cognitive load questionnaire, it was found that the students who learned with the inquiry-based mobile learning approach had better learning achievement and less cognitive load than those who learned with the traditional approach. Therefore, it is concluded that the mobile learning model has positive effects on elementary students in local culture learning.     

Evaluation of change blindness in multimedia learning environment with cognitive process

ABSTRACT

This study aims to investigate the change blindness and cognitive processes with eye-tracking method in multimedia learning environment. For this purpose, a multimedia animation which had some changes was designed. The eye movements were examined during the process of detecting the changes in multimedia via eye-tracking technics. The research model was defined as controlled experiment and survey methods. Twenty-one ungraduated students participated in the experiment. Attention and perception levels of participants were determined by d2 Attention Test and Group Embedded Figures Test. Change detection numbers of participants were analyzed according to their attention level and field dependence. The appearance of a major object on the scene was the most detected change and the change on the detail object was detected less. According to findings about the attention level and change detection, the participants at high attention level were more successful at detecting change in multimedia. It was observed that field-independent individuals could detect the change much more compared to the field-dependent individuals.     

Investigation of the impact of two verbal instruction formats and prior knowledge on student learning in a simulation-based learning environment

This study investigated how the format of verbal instructions in computer simulations and prior knowledge (PK) affected 8th graders' cognitive load (CL) level and achievement in a multimedia learning environment. Although PK was not found to significantly affect student performance and CL level, instruction format was found to impact both. Students who used narrative simulations were found to have a greater CL but also to perform better than those using simulations with on-screen text instructions. However, no significant differences were found between the cognitive efficiency of the two groups. The difficulty of the subject matter and limitations in students' prior content-related knowledge may have increased the intrinsic CL, such that students had difficulty in interpreting the content even if their PK was relatively high. The narrative instructions were more likely than the on-screen text information to reduce the extraneous CL and promote understanding of content. A new measure of cognitive processing is needed to identify the types of CL involved in e-learning and determine the properties of adequate e-learning materials. Finally, the findings of the study are discussed and suggestions for future studies and instructional design are provided.     

Example-based learning: Effects of different types of examples on student performance,cognitive load and self-efficacy in a statistical learning task

Previous research has indicated the disconnect between example-based research focusing on worked examples (WEs) and that focusing on modeling examples. The purpose of this study was to examine and compare the effect of four different types of examples from the two separate lines of research, including standard WEs, erroneous WEs, expert (masterly) modeling examples, and peer (coping) modeling examples, on student performance (knowledge retention, near transfer, and far transfer), cognitive load, and self-efficacy. One hundred and sixteen students participated in the study by undergoing computer-based instruction in one of the four versions differing in how examples were provided. The results showed that, overall, expert modeling examples were most effective in promoting knowledge retention, near transfer, and far transfer, while peer modeling examples were shown to be superior in fostering self-efficacy among the four different types of examples.     

Cognitive attainment in online learning environments: matching cognitive and technological presence

To know whether students' achievements are the result of online interaction and not just a consequence of individual differences themselves, it seems essential to link the cognitive results to the students' online behavior (technological presence). In technological presence, interaction is based on the degree in which the online student senses the availability of, and connectedness with, other students, the teacher, and the context. Cognitive presence as a part of the interaction process of teaching and learning reflects the level of accomplishment in online learning environments (cognitive attainment). The purpose of this article is to show some evidence of the mutual influence of the students' technological behaviors and the students' cognitive factors in online learning environments – including teacher and instructional design factors. Two thousand one-hundred thirty written computer-mediated communications from 88 participants in four prototypical online learning activities have been analyzed for this purpose. The analysis shows the influence of technological presence on the quality of learning results of the online knowledge construction process. The conclusions point out the importance of considering technological presence as a new and complementary type of presence as it provides relevant information for instructional and technological design.     

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.     

Effects of presentation modes on mobile-assisted vocabulary learning and cognitive load

Previous studies of multimedia presentations have determined the effects of the combination of text and pictures on vocabulary learning, but not those of the sound of new words. This study was intended to confirm those previous findings from the integration of mobile technologies and the approach of cognitive load. It adopted a within-subjects design and recruited 32 eighth graders in central Taiwan to participate in a vocabulary learning program on mobile phones. During the program the participants needed to learn four sets of target words in four different weeks. Each set was presented in one of the four modes: text mode, text-picture mode, text-sound mode, and text-picture-sound mode. Immediately after learning each set, all participants took a vocabulary test and completed a cognitive load questionnaire; and, two weeks later, they took the vocabulary test again. Their perceptions of the vocabulary learning program were also collected in a post-program questionnaire. The findings were that audio input helped our participants recall new words’ meanings after two weeks; and, it reduced their cognitive load of learning new words. Our participants also provided positive feedback on the mobile-assisted vocabulary learning program featuring multimedia presentations.     

Block-based versus text-based programming environments on novice student learning outcomes: a meta-analysis study

ABSTRACT

Background and Context: The use of block-based programming environments is purported to be a good way to gently introduce novice computer programmers to computer programming. A small, but growing body of research examines the differences between block-based and text-based programming environments.

Objective: Thus, the purpose of this study was to examine the overall effect of block-based versus text-based programming environments on both cognitive and affective student learning outcomes.

Method: Five academic databases were searched to identify literature meeting our inclusion criteria and resulted in 13 publications with 52 effect size comparisons on both cognitive and affective outcomes.

Findings: We found small effect size (g = 0.245; p = .137; with a 95% confidence interval of ?0.078 to 0.567) in favor of block-based programming environments on cognitive outcomes, and a trivial effect size (g = 0.195, p = .429; with a 95% confidence interval of ?0.289 to 0.678) on affective outcomes. Both effect size calculations were statistically insignificant using random effects models. The effect sizes were examined for moderating effects by education level, learning environment, and study duration. Some evidence of publication bias was detected in these data.

Implications: More research is needed to examine the utility and efficacy of block-based programming environments for novice programmers. Future studies should account for hybrid programming environments using novel research methods.     

分布式认知视域下的学习环境构建及绩效分析——以中小学多媒体教室构建为例

中小学校学习环境的建设是教育现代化发展的基础。在梳理中小学学习环境现状的基础上,陈述分布式认知理论对学习环境设计的3点启示。以多媒体教室这一典型的学习环境为例,尝试架构分布式认知视域下多媒体教室总体模型结构。提出多媒体教室内部配备方案,并剖析其应用绩效。     

Usefulness of cognitive intervention programmes for socio-emotional and behaviour problems in children with learning disabilities

Behavioural and emotional problems occur more frequently in children with learning problems than in a cross-section of the general population, both at home and at school. While behaviour problems reportedly are a key obstructive factor impeding inclusive education, children with both behavioural and learning disabilities carry a high risk of social exclusion and school dropout when they are in mainstream environments. Meta-analyses indicated only a moderate impact of social skills training. To see what kind of intervention programme would be effective in modifying cognitive as well as socio-emotional behaviour and at the same time focusing on contextual interaction and intervention, a pilot study has been carried out in Belgium with 11–13-year-old students with learning disability and behaviour problems in special schools. A total of 24 children in the experimental group were matched against a control group of 24. Children in the experimental group, after having received 14 lessons of FIE (Feuerstein's Instrumental Enrichment Programme), showed a marked increase in some cognitive functions (hypothetical thinking, perception and understanding of humour) but not in others. A significant effect on socio-emotional behaviour could not be shown quantitatively, but was evident from qualitative interviewing. The mediating attitude of the teachers was a key influencing factor in producing lasting changes. Programmes such as FIE, provided they address children as well as teachers in a comprehensive way, focusing on cognitive as well as socio-emotional behavioural changes, may become powerful instruments to help children as well as teachers in a highly differentiated inclusive school environment.     

Effects of cognitive learning strategies for Korean learners: A meta-analysis

The purpose of this study was to synthesize the cognitive learning strategy intervention studies conducted in Korea between 1990 and 2006, using meta-analysis. By means of pre-established systematic criteria, 50 articles were selected and 97 effect sizes were calculated. Effect size was calculated using ‘the Cohen’s d’ (Cooper &; Hedges, 1994). The research questions of the present study were as follows: (a) Are cognitive learning strategies generally effective? (b) What type of cognitive learning strategy is most effective? (c) Are effect sizes of different types of cognitive learning strategies different according to the applied domains, grade levels, and achievement levels? The results of the study indicate that, first of all, the overall cognitive learning strategies (97 ESs) yielded a large effect size (ESsm=.96), which was not homogenous (Q=55.19,p <.05). Thus, in each subcategory of learners’ characteristics and applied domains, we calculated effect sizes and conducted the test of homogeneity separately. Except for grade level, the effect sizes were generally homogenous in each subcategory. The findings revealed that cognitive strategies had large effect sizes (.82–1.69). For average achieving students as well as underachieving students (Learning Disabilities), cognitive learning strategies were very effective (.82–1.42). The effect of cognitive learning strategies was very large in terms of students in all grades (1.02–1.34), except for middle school students (.70). Lastly, the implications for the application of different cognitive learning strategies were discussed.     

Inter-Life: a novel,three-dimensional,virtual learning environment for life transition skills learning

This paper presents the findings from one of the first empirical research studies which has investigated the impact of Inter-Life; a novel three-dimensional immersive virtual learning environment, on learning and development of social and educational life transition skills in a group of looked after and accommodated children. Drawing on social constructivism in which meaningful learning is related to context and situated in practice, we report on a series of Inter-Life workshops that enabled young people to work together and through the processes of participation in authentic learning activities contributed to the development of life transition skills such as self-confidence, empathy, negotiation and mediation skills, teamwork and active problem-solving skills. The novel affordances of the Inter-Life virtual world which contributed to the development of the learning community included the ability to personalise learner engagement and activities from the outset along with ‘co-presence’ and ‘immersion’ and the flexibility provided by the innovative, technology-enhanced Inter-Life platform. This study presents some empirical evidence to demonstrate the efficacy of new models of learning that are mediated by innovative malleable technologies that can be shaped by the learner in a participatory manner.     

Motivation and cognitive load in the flipped classroom: definition,rationale and a call for research

Flipped classroom approaches remove the traditional transmissive lecture and replace it with active in-class tasks and pre-/post-class work. Despite the popularity of these approaches in the media, Google search, and casual hallway chats, there is very little evidence of effectiveness or consistency in understanding what a flipped classroom actually is. Although the flipped terminology is new, some of the approaches being labelled ‘flipped’ are actually much older. In this paper, we provide a catch-all definition for the flipped classroom, and attempt to retrofit it with a pedagogical rationale, which we articulate through six testable propositions. These propositions provide a potential agenda for research about flipped approaches and form the structure of our investigation. We construct a theoretical argument that flipped approaches might improve student motivation and help manage cognitive load. We conclude with a call for more specific types of research into the effectiveness of the flipped classroom approach.     

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.