The Impact of Instructional Design on College Students’ Cognitive Load and Learning Outcomes in a Large Food Science and Human Nutrition Course

The effective design of course materials is critical for student learning, especially for large lecture introductory courses. This quantitative study was designed to explore the effect multimedia and content difficulty has on students’ cognitive load and learning outcomes. College students (n = 268) were randomized into 1 of 3 multimedia groups: text + graphics (Group 1–TG); audio + text + graphics (Group 2–ATG); or video + audio + text + graphics (Group 3–VATG). Participants answered a demographic survey and pretests before viewing 2 food science supplemental lecture materials (i.e., water mobility and amino acid structures) and completing the cognitive load instrument and post‐tests within a noncontrolled setting. Cognitive load scores were tabulated and compared using a 3 × 3 ANOVA and Tukey post hoc analysis across multimedia groups and food science supplemental lecture materials. Based on the post hoc, students in Group 1–TG had higher intrinsic cognitive load scores than Group 2–ATG (ANOVA, P < 0.05). Cognitive load and post‐test scores were tabulated and compared using a spearman correlation across groups. In Group 1–TG, students that reported less intrinsic cognitive load had higher post‐test scores. Also, students that reported more germane cognitive load had higher post‐test scores. In Groups 2–ATG and 3–VATG, students that reported less extraneous cognitive load had higher post‐test scores (ANOVA, P < 0.05).     

样例学习认知负荷理论的研究及其展望

文章回顾了样例学习研究的起源与发展,主要介绍了其理论依据——认知负荷理论,并分别围绕外在认知负荷、内在认知负荷以及相关认知负荷介绍了最新国内外样例学习的设计方法:材料的整合、子目标、不完整样例、错误样例、诱发自我解释问题、多种解题方法比较等,最后在现有研究成果上指出样例学习研究的发展趋势和有待进一步解决的问题。     

Learning from direct instruction: Best prepared by several self-regulated or guided invention activities?

Learning from direct instruction can be enhanced by preparatory invention tasks: students invent an index that allows to differentiate a set of cases regarding important aspects (self-regulated). However, contradictory results have been found. As self-regulated activities often need practice, we tested whether the contradictory findings persist when students can practice inventing. We randomly assigned 99 eighth-grade students to two conditions (independent variable): they either invented twice (self-regulated; n = 49) or worked through worked solutions of the two tasks (guided; n = 50) before learning about ratios in physics from a lecture. Extraneous load, deep-structure recall, knowledge-gap perception, and self-efficacy were potential mediators. Transfer was the dependent measure. Guidance led to less extraneous load. However, self-regulation led to higher transfer because the students devoted more attention to the deep structure of the preparation tasks. Our findings suggest that—given some practice—self-regulated outperforms guided preparation for learning from direct instruction.     

“Air Anatomy” – Teaching Complex Spatial Anatomy Using Simple Hand Gestures

Spatial understanding of complex anatomical concepts is often a challenge for learners, as well as for educators. It is even more challenging for students with low mental spatial abilities. There are many options to teach spatial relationships, ranging from simple models to high-end three-dimensional (3D) virtual reality tools. Using a randomized controlled trial design, this study explored the use of a unique combination of deictic and iconic hand gestures to enhance spatial anatomical understanding, coining the term “Air Anatomy”. The control group (n = 45) was given a lecture on the anatomy of extraocular muscles, while the intervention group (n = 49) received the same lecture including “Air Anatomy” hand gestures. When compared to the control group, the post-test scores for the intervention group were significantly higher for basic recall (P < 0.001; Mann–Whitney U test) and for the application of knowledge (P = 0.015; Mann–Whitney U test). Students with low to moderate spatial ability (as assessed by a mental rotation test) were found to benefit most by this technique. Students in the intervention group also reported a lower extrinsic cognitive load and higher germane load, when compared to the control group. An instructional skills questionnaire survey indicated the effectiveness of this technique in improving overall classroom experience. Feedback of the students in the intervention group was also favorable for instruction using “Air Anatomy”. The study suggests that “Air Anatomy” is a useful, “no-cost”, accessible method that aids spatial understanding of anatomical concepts.     

Taming a beast of burden – On some issues with the conceptualisation and operationalisation of cognitive load

Research on cognitive load theory (CLT) has not yet provided facet-specific measures of cognitive load. The lack of valid methods to measure intrinsic, extraneous and germane cognitive load makes it difficult to empirically test theoretical explanations of effects caused by manipulations of instructional designs. This situation also imposes challenges to testing CLT as a theory. This paper critically reflects the conceptualisation of CLT's core concept and the implications for its operationalisation. In order to address some of the challenges we propose a complexity framework that allows the derivation of a priori estimates of mental load that go beyond CLT's notion of element interactivity. In a study we test hypotheses with regard to effects of the variation of sources for intrinsic cognitive load (increase of complexity within tasks) and the variation of sources for extraneous cognitive load (reduction of extraneous cognitive load between tasks) in three ability groups. Complexity-based estimates prove superior to element interactivity-based estimates of mental load in the prediction of performance outcomes. Results also indicate that individual differences in information-processing capacity determine to what extent complexity is reflected as cognitive load. In this respect the proposed framework extends the focus of CLT beyond the discussion of the role of prior knowledge and acquired levels of expertise.     

Converging Subjective and Psychophysiological Measures of Cognitive Load to Study the Effects of Instructor‐Present Video

Many online videos feature an instructor on the screen to improve learners' engagement; however, the influence of this design on learners' cognitive load is underexplored. This study investigates the effects of instructor presence on learners' processing of information using both subjective and psychophysiological measures of cognitive load. Sixty university students watched a statistics instructional video either with or without instructor presence, while the spontaneous electrical activity of their brain was recorded using electroencephalography (EEG). At the conclusion of the video, they also self‐reported overall load, intrinsic load, extraneous load, and germane load they experienced during the video. Learning from the video was assessed via tests of retention and transfer. Results suggested the instructor‐present video improved learners' ability to transfer information and was associated with a lower self‐reported intrinsic and extraneous load. Event‐related changes in theta band activity also indicated lower cognitive load with instructor‐present video.     

Redirecting learners' attention during training: effects on cognitive load,transfer test performance and training efficiency

Cognitive load theory provides guidelines for improving the training of complex cognitive skills and their transfer to new situations. One guideline states that extraneous cognitive load that is irrelevant to the construction of cognitive schemata should be minimised. Experiment 1 (N=26) compares completion problems, conventional problems, and a learner-controlled condition in which learners may choose between problem formats. Completion problems decrease cognitive load during training and have a zero or positive effect on transfer performance. A second guideline states that germane cognitive load that is directly relevant to schema construction should be optimised. In Experiment 2 (N=69) practice schedules of either high or low contextual interference are compared (HCI and LCI). HCI increases cognitive load during training and shows a trend towards higher transfer performance. Experiment 3 (N=87) combines both guidelines in a factorial experiment with the factors problem format (completion vs. conventional) and contextual interference (HCI vs. LCI). It is hypothesised that redirecting attention from extraneous to germane processes will improve training efficiency, i.e. positively affect the balance between cognitive load during training and transfer test performance. In support of this hypothesis, it is found that the completion-HCI group shows highest training efficiency. But transfer test performance for this group is disappointing. The results are discussed in relation to the operationalisation of HCI in combination with completion problems.     

Controlling split attention and redundancy in physical therapy instruction

In this study, we examined the effectiveness of instructional materials designed to control redundancy and split attention in the teaching of complex orthopedic physical therapy skills. Participants included 41 first-year physical therapy students. The modified instruction group received a modified unit of instruction designed to reduce cognitive load, while the control group received a traditionally designed unit of instruction. Four hypotheses were tested relating to achievement on cognitive and psychomotor tests, ratings of cognitive load, and task completion times. The multivariate analysis yielded significant results for three of the four hypotheses (ES = +0.52). As predicted, the participants receiving the modified instructional materials scored significantly higher on the written post-test and psychomotor tasks, while reporting a lower level of cognitive load on both tasks. These results suggest that designers can increase the germane cognitive load by reducing the extraneous cognitive load through good instructional and message design practices.

Validating the English Language Learner Motivation Scale (ELLMS): Pre-college to measure language learning motivational orientations among young ELLs

This study modified and validated a measure of motivational orientations – grounded in self-determination theory and originally developed for postsecondary students – for use with younger (pre-college) English language learners (ELLs). Exploratory factor analysis results in Sample A (n = 528) indicated that the data were best explained by a three-factor solution (intrinsic motivation, introjected regulation, and external regulation) that explained 51.6% of the variance. These results were corroborated by a confirmatory factor analysis in an independent Sample B (n = 529; GFI = .97, CFI = .96, SRMR = .04, RMSEA = .05). The test for invariance across the two samples further supported the validity of the measure. The modified instrument, named English Language Learner Motivation Scale (ELLMS): Pre-College, showed strong psychometric characteristics for use with elementary (ages 9–11 years), middle (ages 12–14 years), and high school (ages 16–17) ELLs. Applications of the measure are discussed.     

Do children with mathematics learning disability in Hong Kong perceive word problems differently?

The current study aimed at identifying the difficulties experienced by children with mathematics learning disability (MLD) in the problem representation phase of arithmetic word problem solving using a novel problem types identification task. An MLD group (n = 66) and a typically achieving control group (n = 139) were recruited for an assessment on problem type identification as well as some domain-general and mathematics-related cognitive abilities. Results from ANCOVA showed that the MLD group scored significantly lower than the typically achieving control group on this assessment, after controlling for the effect of cognitive correlates, reading achievement and arithmetic performance. Furthermore, this assessment significantly predicted MLD membership even after taking children's arithmetic competency into account. The current study confirmed the difficulties in problem representation of arithmetic word problems experienced by students with MLD and provided evidence for the need to introduce schema instructions in mathematics classes.     

How sequencing and fading affects the relationship between intrinsic and germane cognitive loads

Scaffolding techniques, such as sequencing and fading, used in online video lectures may help mitigate the negative relationship between complex contents represented by intrinsic load and content understanding represented by germane load. This study analyzed survey responses from university students (n = 2365) who participated in online classes in South Korea, and looked at the relationships between sequencing and fading and germane load, intrinsic load and germane load, and the moderating effect of sequencing and fading on the relationship between intrinsic load and germane load. Results showed a positive relationship between sequencing and fading and germane load and a negative relationship between intrinsic load and germane load. Furthermore, sequencing and fading moderated the negative relationship between intrinsic load and germane load. This article examines conflicting evidence on the topic and provides explanations as to why sequencing and fading reduces the negative impact of complex contents found in the current study.     

The consequences of fading instructional guidance on delayed performance: the case of financial services training

Empirical studies within a cognitive load framework have determined that for novice learners, worked examples provide appropriate levels of instructional guidance. As learners advance in specific subject domains, worked examples should be gradually replaced by practice problems with limited guidance. This study compared performance, both immediately post‐instruction and delayed, following instruction under different conditions: using example–problem pairs, using gradual fading of worked examples, and using pure problem‐solving. The study was conducted with employees of a financial services company in a classroom environment. Results indicated that the fading condition consistently outperformed the example–problem and problem‐solving conditions, and the advantage of this condition was enhanced, with statistically significant differences in performance, in delayed and transfer posttest performance.     

Neuroimaging of cognitive load in instructional multimedia

This paper reviews research literature on cognitive load measurement in learning and neuroimaging, and describes a mapping between the main elements of cognitive load theory and findings in functional neuroanatomy. It is argued that these findings may lead to the improved measurement of cognitive load using neuroimaging. The paper describes how current measures of cognitive load cannot accurately show the distinction between different types of cognitive load in different learning conditions, and existing approaches to cognitive load assessment are limited in terms of their precision and methodology. A literature review discusses the conceptual framework of Sweller's [Sweller, J. (1994). Cognitive load theory, learning difficulty, and instructional design. Learning and Instruction 4, 295-312; Sweller, J. (1999). Instructional design in technical areas. Camberwell, Australia: ACER Press] cognitive load theory, and describes various approaches to load measurement and their limitations. The paper then describes how the core components of cognitive load - intrinsic, extraneous, and germane load - may be observable using neuroimaging techniques, and argues for the exploration of new links between education research and neuroscience.     

Fostering the use of pedagogical practices among teachers to support elementary students’ motivation to write

Based on self-determination theory, this research aimed at evaluating the effectiveness of the CASIS professional development (PD) program for fostering (1) teachers’ use of five recommended pedagogical practices during a writing lesson and (2) students’ motivational resources (intrinsic, identified, and controlled regulations) toward writing. Two quasi-experimental studies with two-time points were conducted among preservice (Study 1, n = 32) and inservice (Study 2, n = 111) elementary teachers and their students (Study 1, n = 559; Study 2, sample 1, n = 1779; sample 2, n = 1471). In both studies, the CASIS PD program appeared to foster the use of two of the five recommended pedagogical practices. For the other three, some effects were observed in one study but were not always reproduced in the other. Although the CASIS PD program fostered greater use of the pedagogical practices, this effect did not always translate directly to the students’ motivational resources. However, some significant differences were observed between students of the CASIS and the control groups on identified and controlled regulations, as a function of the socioeconomic background of the schools in which teachers and students were sampled. The results are discussed in light of past research and relevant theories.     

Examining the unique contributions and developmental stability of individual forms of relational reasoning to mathematical problem solving

Relational reasoning, a higher-order cognitive ability that identifies meaningful patterns among information streams, has been suggested to underlie STEM development. This study attempted to explore the potentially unique contributions of four forms of relational reasoning (i.e., analogy, anomaly, antinomy, and antithesis) to mathematical problem solving. Two separate samples, fifth graders (n = 254) and ninth graders (n = 198), were assessed on their mathematical problem solving ability and the different forms of relational reasoning ability. Linear regression analysis was conducted, with participants’ age, working memory, and spatial skills as covariates. The results showed that analogical and antithetical reasoning abilities uniquely predicted mathematical problem solving. This pattern demonstrated developmental stability across a four-year time frame. The findings clarify the unique significance of individual forms of relational reasoning to mathematical problem solving and call for a shift of research direction to reasoning abilities when exploring dissimilarity-based relations (opposites in particular).     

Toward a Synthesis of Cognitive Load Theory, Four-Component Instructional Design, and Self-Directed Learning

This article explores the opportunities to apply cognitive load theory and four-component instructional design to self-directed learning. Learning tasks are defined as containing three elements: learners must (a) perform the tasks, (b) assess their task performance, and (c) select future tasks for improving their performance. Principles to manage intrinsic and extraneous load for performing learning tasks, such as simple-to-complex ordering and fading-guidance strategies, are also applicable to assessing performance and selecting tasks. Moreover, principles to increase germane load, such as high variability and self-explanation prompts, are also applicable to assessment and selection. It is concluded that cognitive load theory and four-component instructional design provide a solid basis for a research program on self-directed learning.     

Effects of a classroom discourse intervention on teachers' practice and students' motivation to learn mathematics and science

Student interest and motivation in STEM subjects has dropped significantly throughout secondary education, for which teacher–student interactions are named as a central reason. This study investigated whether a video-based teacher professional development (TPD) intervention on productive classroom discourse improved students' learning motivation and interest development over the course of a school year. The teachers' intervention group (IG; n = 6) was compared with a control group (CG; n = 4) who participated in a traditional TPD programme on classroom discourse. The teachers showed a significant increase in constructive feedback and decrease in simple feedback as a function of the treatment. Pre- and post-tests revealed that students in the IG (n = 136) significantly increased their perceived autonomy, competence and intrinsic learning motivation as compared with those in the CG (n = 90). They also showed significantly greater interest changes in the subjects compared with their peers in the CG.     

Collaborative note-taking affects cognitive load: the interplay of completeness and interaction

Studies showing improved learning performances for students who take notes collaboratively have speculated that sharing this task among group members may reduce the extraneous cognitive burden placed on each member. Therefore, a study (n?=?171) was conducted in the context of a flipped scientific writing course to examine the effects of collaborative note-taking on student’s levels of cognitive load. Students in the course were divided into two groups, with members of the treatment group being directed to take collaborative notes in a shared online document and members of the control group receiving no such instructions. The study also measured the level of collaboration the collaborative note-takers engaged in, as well as the level of completeness of the notes that they produced. The results showed that, firstly, the treatment group reported higher levels of both germane and extraneous cognitive load compared to those of the control group, meaning that collaborative note-takers experienced higher levels of understanding of course content as well as increased confusion. Secondly, the level of collaboration was positively and significantly correlated with levels of germane load (understanding), but not with extraneous load (confusion). Thirdly, no correlation was found between completeness of notes and cognitive load. Accordingly, the authors suggest that collaborative note-taking is worthwhile, as the gains to students’ understanding of course content outweigh the disadvantages of increased confusion.

     

The effect of illustrations in arithmetic problem-solving: Effects of increased cognitive load

Arithmetic word problems are often presented accompanied by illustrations. The present study examined how different types of illustrations influence the speed and accuracy of performance of both good (n = 67) and poor arithmeticians (n = 63). Twenty-four arithmetic word problems were presented with four types of illustrations with increasing information value. The results show that illustrations can have a detrimental effect on performance on arithmetic word problems, produced by irrelevant, redundant or interacting sources of information. Principles from cognitive load theory are used to explain the results, in particular in relation to (poor) working memory ability.     

Using mobile devices to enhance inquiry-based learning processes

Technological advances offer the possibility of using mobile devices to enrich learning environments with multimedia content. Although physical experiments play a key role in science learning, little is known about integrating multimedia learning in physical experimental processes, especially in realistic classroom settings. In our approach, students use tablets to investigate motion with an application providing multiple representations of the measurement data. We present the results of a cluster-randomized controlled study with high school students (average age = 15.6, N = 286) conducted between 2017 and 2018 in 11 secondary schools in Germany. Conceptual understanding of physics, cognitive load, and assessment of teacher behavior were surveyed. Multilevel regression analysis revealed that this approach leads to a significant reduction of extraneous cognitive load and to greater conceptual knowledge. A confirmatory path analysis revealed that these effects can be traced back to the treatment and are not significantly influenced by teacher behavior.