Showing papers in "Instructional Science in 2010"

Cognitive load theory, educational research, and instructional design: some food for thought

Abstract: Cognitive load is a theoretical notion with an increasingly central role in the educational research literature. The basic idea of cognitive load theory is that cognitive capacity in working memory is limited, so that if a learning task requires too much capacity, learning will be hampered. The recommended remedy is to design instructional systems that optimize the use of working memory capacity and avoid cognitive overload. Cognitive load theory has advanced educational research considerably and has been used to explain a large set of experimental findings. This article sets out to explore the open questions and the boundaries of cognitive load theory by identifying a number of problematic conceptual, methodological and application-related issues. It concludes by presenting a research agenda for future studies of cognitive load.

Exploring teachers’ perceived self efficacy and technological pedagogical content knowledge with respect to educational use of the World Wide Web

Abstract: Research in the area of educational technology has claimed that Web technology has driven online pedagogy such that teachers need to know how to use Web technology to assist their teaching. This study provides a framework for understanding teachers’ Technological Pedagogical Content Knowledge-Web (TPCK-W), while integrating Web technology into their pedagogical practice. Furthermore, contemporary educational researchers have highlighted the significance of teachers’ self-efficacy, conceptualized as the teachers’ perceptions of their own competence at teaching, and related to instructional strategies as well as teaching effectiveness. The major purpose of this study was to investigate teachers’ perceived self-efficacy in terms of their TPCK-W. This study aimed to develop a new questionnaire, namely the Technological Pedagogical Content Knowledge-Web (TPCK-W) Survey to explore teachers’ self-efficacy in terms of their TPCK-W, and additionally to assess their attitudes toward Web-based instruction. The participants in this study were 558 teachers from elementary school to high school level in Taiwan. Both exploratory and confirmatory factor analyses indicated that the TPCK-W survey developed in this study has satisfactory validity and reliability characteristics. The results indicate a lack of general knowledge about Web-related pedagogy amongst the teachers surveyed. The correlations between teachers’ self-efficacy in terms of their TPCK-W, their attitudes regarding Web-based instruction, and their background variables were also examined. Correlations were found between self-efficacy and positive attitudes to web-based instruction. Older and more experienced teachers were found to have lower levels of self-efficacy with respect to TPCK-W, though teachers with more experience of using the web (including for instruction) had higher levels of self-efficacy with respect to TPCK-W.

Productive failure in mathematical problem solving

Abstract: This paper reports on a quasi-experimental study comparing a “productive failure” instructional design (Kapur in Cognition and Instruction 26(3):379–424, 2008) with a traditional “lecture and practice” instructional design for a 2-week curricular unit on rate and speed. Seventy-five, 7th-grade mathematics students from a mainstream secondary school in Singapore participated in the study. Students experienced either a traditional lecture and practice teaching cycle or a productive failure cycle, where they solved complex problems in small groups without the provision of any support or scaffolds up until a consolidation lecture by their teacher during the last lesson for the unit. Findings suggest that students from the productive failure condition produced a diversity of linked problem representations and methods for solving the problems but were ultimately unsuccessful in their efforts, be it in groups or individually. Expectedly, they reported low confidence in their solutions. Despite seemingly failing in their collective and individual problem-solving efforts, students from the productive failure condition significantly outperformed their counterparts from the lecture and practice condition on both well-structured and higher-order application problems on the post-tests. After the post-test, they also demonstrated significantly better performance in using structured-response scaffolds to solve problems on relative speed—a higher-level concept not even covered during instruction. Findings and implications of productive failure for instructional design and future research are discussed.

Student contribution in asynchronous online discussion: a review of the research and empirical exploration

Abstract: The increasingly prevalent use of Internet in schools and homes has resulted in asynchronous online discussion becoming an increasingly common means to facilitate dialogue between instructors and students, as well as students and students beyond the boundaries of their physical classrooms. This article is organized into two main sections. In the first section, we review 50 empirical studies in order to identify the factors leading to limited student contribution. Limited student contribution is defined as students making few or no postings, or students exhibiting surface-level thinking or low-level knowledge construction in online discussions. We then identify the various empirically based guidelines to address the factors. In the second section, we discuss three potential guideline dilemmas that educators may encounter: (a) use of grades, (b) use of number of posting guideline, and (c) instructor-facilitation. These are guidelines where previous empirical research shows mixed results when they are implemented. Acknowledging the dilemmas is essential for educators and researchers to make informed decisions about the discussion guidelines they are considering implementing. Finally, we report two exploratory case studies on student-facilitation that we conducted. Using students as facilitators may be an alternative solution to educators who wish to avoid the instructor-facilitation guideline dilemma.

Issues of cultural appropriateness and pedagogical efficacy: exploring peer review in a second language writing class

Abstract: This paper reports on a study designed to investigate (a) whether peer review is an effective pedagogical activity with adult Chinese students in the teaching of second language (L2) academic writing and (b) how factors such as perceptions of the influence of peer reviewers’ L2 proficiency, previous experience with peer review, feedback preferences, and culturally-based beliefs and practices relate to the effectiveness of the pedagogical activity. Participants were 20 English-as-an-L2 learners from China who were enrolled in an academic writing class for postgraduate students at a Singaporean university. Data included first drafts of an academic writing assignment, written peer comments, revised drafts of the assignment, responses to a questionnaire, and interviews. Quantitative analyses of the peer comments and revisions to the drafts show that significant improvement in the revised drafts was linked to peer feedback. Further statistical analyses indicate that the learner variables of interest did not affect the effectiveness of the peer review activity. In addition, qualitative analyses of the questionnaire data and the interviews reveal a general acceptance of peer review as a socioculturally appropriate pedagogical activity for Chinese students. The results of the study are interpreted with an understanding of its limitations, and directions for further research are also discussed.

Searching the Web to learn about a controversial topic: are students epistemically active?

Abstract: Students are making an increased use of the Web as a source for solving information problems for academic assignments. To extend current research about search behavior during navigation on the Web, this study examined whether students are able to spontaneously reflect, from an epistemic perspective, on the information accessed, and whether their epistemic metacognition is related to individual characteristics, such as prior knowledge of the topic and the need for cognition. In addition, we investigated whether Internet-based learning is influenced by the activation of spontaneous epistemic metacognition in the search context. Forty-six psychology and engineering university students were asked to research information about a controversial subject in order to write an essay. They were also asked to think aloud during their research. Both qualitative and quantitative analyses were performed. As revealed by their spontaneous reflections, all participants were epistemically active, although to different extents and levels. As expected, there was evidence that students activated beliefs about the four epistemic dimensions identified in the literature, especially about the credibility of an electronic source and the criteria for justification of knowledge. Prior knowledge was not related to activation of epistemic beliefs in the search context, while the need for cognition significantly associated with aspects of source and its content evaluation. Two patterns of epistemic metacognition were identified and they significantly influenced Internet-based learning. Students who spontaneously generated more sophisticated reflections about the sources as well as the information provided, outperformed students who were active only at the first epistemic level. Educational implications are drawn.

Expertise reversal effect and its instructional implications: introduction to the special issue

Abstract: The formulation of robust and empirically-funded instructional principles is one of the major goals of instructional science. Research on aptitude-treatment interactions (ATIs) have, however, shown that instructional principles usually do not apply to any type of learner. As learners’ prior knowledge is the most important learning pre-requisite, it is clear that instructional principles should take prior knowledge into account: What could be beneficial for beginning learners might get detrimental for advanced learners. In recent years, the concept of the expertise reversal effect—developed within the framework of cognitive load theory—has inspired a renewed interest on the interactions between levels of learner prior knowledge and effectiveness of different instructional techniques and procedures. The expertise reversal is a reversal in the relative effectiveness of instructional methods as levels of learner knowledge in a domain change. The effect has been investigated since mid-1990s (see Kalyuga 2005, 2007; Kalyuga et al. 2003, for available overviews). It has been replicated in many studies with a large range of instructional materials and participants either as a full reversal (a disordinal interaction with significant differences for both novices and experts) or, more often, as a partial reversal (with non-significant differences for novices or experts, but with a significant interaction). The major instructional design implication of these studies is the need to adjust instructional methods and procedures as learners acquire more experience in a specific domain. The expertise reversal effect fits well some empirical findings obtained in ATIs studies initiated in mid-1960s (Cronbach and Snow 1977). However, although learners’ prior knowledge was recognized as an essential aptitude within the ATI approach (e.g., see Tobias 1976, 1989 for overviews), aptitudes and instructional treatments were investigated without taking into account underlying cognitive processes, and psychometric measurement tools used in ATI studies were not suitable for realistic instructional systems that could tailor instructional methods to individual learners.

The Expertise Reversal Effect and Worked Examples in Tutored Problem Solving

Abstract: Prior research has shown that tutored problem solving with intelligent software tutors is an effective instructional method, and that worked examples are an effective complement to this kind of tutored problem solving. The work on the expertise reversal effect suggests that it is desirable to tailor the fading of worked examples to individual students’ growing expertise levels. One lab and one classroom experiment were conducted to investigate whether adaptively fading worked examples in a tutored problem-solving environment can lead to higher learning gains. Both studies compared a standard Cognitive Tutor with two example-enhanced versions, in which the fading of worked examples occurred either in a fixed manner or in a manner adaptive to individual students’ understanding of the examples. Both experiments provide evidence of improved learning results from adaptive fading over fixed fading over problem solving. We discuss how to further optimize the fading procedure matching each individual student’s changing knowledge level.

Cognitive load theory: more food for thought

Abstract: A scientific theory is an explanation of a set of related observations, phenomena, or events based upon one or more hypotheses and verified multiple times by the evidence of detached groups of researchers. Cognitive load theory (CLT) was designed ‘‘to provide guidelines intended to assist in the presentation of information in a manner that encourages learner activities that optimize intellectual performance (Sweller et al. 1998 p. 25).’’ The theory proved successful in inspiring many experimental studies aimed at testing the CL effects of instructional design for over 20 years (Clark et al. 2006). On the other hand, a growing number of educational psychologists and researchers has identified many conceptual, methodological, and practical limitations of the theory (Bannert 2002; Brunken et al. 2009; Horz and Schnotz 2009; Moreno 2006; Schnotz and Kurschner 2007). The concerns voiced by de Jong (this issue) resonate with those critiques and suggest the need to reflect carefully on the scientific value of the theory. Does CLT meet the rigor of scientific theories? In this article, I comment and expand on Jong’s criticisms from the perspective of a cognitive-affective theory of learning and discuss the implications of CLT’s challenges for advancing the science of learning and nurturing a scientific culture in educational research.

Expertise reversal effects in writing-to-learn

Abstract: 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.

When law students read multiple documents about global warming: examining the role of topic-specific beliefs about the nature of knowledge and knowing

Abstract: In this study, law students (n = 49) read multiple authentic documents presenting conflicting information on the topic of climate change and responded to verification tasks assessing their superficial as well as their deeper-level within- and across-documents comprehension. Hierarchical multiple regression analyses showed that even after variance associated with readers’ prior knowledge about the topic was accounted for, their epistemic beliefs related to the simplicity of knowledge and the justification for knowing about climate change uniquely predicted their comprehension performance. The findings are interpreted with reference to the strong emphasis on multiple-documents literacy in the law degree program.

Effects of Different Evaluative Feedback on Students' Self-Efficacy in Learning

Abstract: Two studies examined the effects of four types of teachers’ evaluative feedback on Chinese students’ self-efficacy in English vocabulary acquisition. In Study 1, a random sample of Grade 8 students (N = 79) learned prefixes and received either formative or summative feedback after failure in test. The results showed that students who received summative feedback showed a larger decrease in their self-efficacy than those who received formative feedback. In Study 2, a random sample of Grade 7 students (N = 77) went through similar procedures as in Study 1 except that students received either self-referenced or norm-referenced feedback. The results showed that self-referenced feedback was more beneficial to students’ self-efficacy than norm-referenced feedback. The influences of teachers’ evaluation and feedback on students’ self-efficacy are discussed.

University students’ and teachers’ conceptions of teaching and learning in the biosciences

Abstract: In this study we compare university teachers’ and first-year students’ conceptions of teaching and learning at the Faculty of Environmental and Biological Sciences. The conceptions were analysed using data from open-ended questionnaires. The results showed that at the beginning of studies the gap between teachers’ and students’ conceptions of teaching and learning is substantial. This finding has important implications for the educational process. In order to enhance successful studying from the beginning of students’ university careers, it is important for teachers to become aware of the differences between students’ and teachers’ conceptions of learning.

Learner control in animated multimedia instructions

Abstract: The interactivity principle in multimedia learning states that giving learners control over pace and order of instructions decreases cognitive load and increases transfer performance. We tested this guideline by comparing a learner-paced instruction with a system-paced instruction. Time-on-task and interactive behavior were logged, and were also related to interest, prior knowledge, and cognitive involvement. We successfully replicated the interactivity principle in terms of better transfer. However, this coincided with a large increase in time-on-task. Also, large individual differences existed in the use of learner control options, which were mostly unrelated to the other variables. Thus, the benefits of introducing learner control in multimedia learning are at the expense of learning efficiency, and it remains unclear for whom the interactivity principle works best.

Prior knowledge activation: how different concept mapping tasks lead to substantial differences in cognitive processes, learning outcomes, and perceived self-efficacy

Abstract: Two experiments investigated the effects of characteristic features of concept mapping used for prior knowledge activation. Characteristic demands of concept mapping include connecting lines representing the relationships between concepts and labeling these lines, specifying the type of the semantic relationships. In the first experiment, employing a within-subjects design, 20 psychology students completed a label-provided-lines economics mapping task and then a create-and-label-lines meteorology mapping task or vice versa. The analysis of 40 think-aloud protocols indicated more elaboration processes for the label-provided-lines task than for the create-and-label-lines task. On the other hand, the protocols indicated more model-construction and organization processes in the create-and-label-lines task. The second experiment used the same variation but focused on learning outcomes and perceived self-efficacy as dependent measures. Forty-two psychology students were randomly assigned to either a label-provided-lines mapping task or a create-and-label-lines mapping task. Subsequently, both groups completed a learning phase in a hypertext environment and a posttest. Results showed substantial differences in learning outcomes and perceived self-efficacy in favor of the label-provided-lines prior knowledge activation task. The findings are congruent with coherence effects found in text-comprehension research and support the position that concept mapping should not be seen as a unitary method but be differentiated according to the specific tasks to be completed.

Reanalyzing the expertise reversal effect

Abstract: Finding the best match between learners' expertise and instruction is a central issue in educational psychology. The idea that different learners might need different instruction gave rise to the concept of aptitude-treatment interaction (ATI) launched by Cronbach and Snow (1977). The expertise reversal effect is a variant of an ATI effect. It occurs, when an instructional format that is beneficial for novices compared to other formats looses its advantage with increasing expertise of the learners and finally becomes disadvantageous for individuals with higher expertise (Kalyuga et al. 2003). Expertise reversal effects have been found for example by Kalyuga et al. (1998, 2000, 2001a, b, 2003), Leahy et al. (2003). The contributions of this special issue further elab orate these findings. Oksa, Kalyuga, and Chandler (this issue) demonstrate that the expertise reversal effect can be found not only in well-structured, but also in ill-structured domains such as the interpretation of literacy. Niickles, Hubner, Diimer, and Renkl (this issue) show that the expertise reversal effect has also motivational aspects and applies to the use of strategies. The article of Homer and Plass (this issue) indicates that the effect is not only related to domain-specific prior knowledge, but also to the general developmental level of learners. The findings of Blayney, Kalyuga, and Sweller (this issue) argue for the importance of adapting learning environments to the changing levels of learner expertise in the use of spreadsheets. Finally, Salden, Aleven, Schwonke, and Renkl (this issue) address the question of balance between providing sufficient instructional assistance on the one hand and self-regulated generative learning on the other hand in the case of worked examples, and they demonstrate that adaptive fading of instructional assistance is crucial for effective learning. There are some fundamental assumptions that can be found throughout the contributions of this special issue and in other papers on cognitive load theory. One assumption is that cognitive load is contingent to the limited capacity and duration of working memory. Another assumption refers to the concept of redundancy. It implies that information that is necessary for novices may become redundant for more advanced learners and may over load working memory. The following comments will analyze these assumptions more

Knowledge building and vocabulary growth over two years, Grades 3 and 4

Abstract: Productive knowledge work and high-level literacy are essential for engagement in a Knowledge society. In the research reported in this article, students were engaged in sustained collaborative knowledge building in science and social studies. The vocabulary growth of 22 students over Grades 3 and 4 was traced, based on their entries to Knowledge Forum—a knowledge building environment used as an integral part of classroom work. It is the communal space where knowledge work-ideas, reference material, results of experiments, and so forth-is entered and continually improved. Analysis of lexical frequency profiles indicated significant growth in pro- ductive written vocabulary, including academic words. In a Grade 4 inquiry, students incorporated almost all the domain-specific terms at and below their current grade level, and most of those expected for upper grade levels (5-8) based on the curriculum guidelines. Domain-specific and academic words were correlated with depth of under- standing. High correlations between student engagement in knowledge building and vocabulary growth suggest that productive vocabulary can be developed through sus- tained knowledge building in subject areas.

The Acquisition of Problem-Solving Skills in Mathematics: How Animations Can Aid Understanding of Structural Problem Features and Solution Procedures.

Abstract: In this paper the augmentation of worked examples with animations for teaching problem-solving skills in mathematics is advocated as an effective instructional method. First, in a cognitive task analysis different knowledge prerequisites are identified for solving mathematical word problems. Second, it is argued that so called hybrid animations would be most effective for acquiring these prerequisites, because they show the continuous transition from a concrete, but superficial problem representation to a more abstract, mathematical problem model that forms a basis for solving a problem. An experiment was conducted, where N = 32 pupils from a German high school studied either only text-based worked examples explaining different problem categories from the domain of algebra or worked examples augmented with hybrid animations. Learners with hybrid animations showed superior problem-solving performance for problems of different transfer distance relative to those in the text-only condition.

Interactions between the isolated-interactive elements effect and levels of learner expertise: experimental evidence from an accountancy class

Abstract: This study investigated interactions between the isolated–interactive elements effect and levels of learner expertise with first year undergraduate university accounting students. The isolated–interactive elements effect occurs when learning is facilitated by initially presenting elements of information sequentially in an isolated form rather than in a fully interactive form. The expertise reversal effect occurs when the relevant advantage of one instructional technique over another reverses depending on the learner’s level of expertise. The results provided support for the predicted interaction with lower expertise students benefitting from the isolated elements instructional method, while students with more expertise learned more from the interacting elements format.

Boosting financial literacy: benefits from learning study

Abstract: This paper reports on a study that employed a theory-based approach in the form of a learning study to enhance a domain-specific generic capability, financial literacy, of Grade 12 students to empower them to make informed and independent financial decisions. Financial literacy is seen in this study as a function of student understanding of a limited set of interrelated economic concepts that can be used as tools to assess financial situations and make sound financial decisions. Twelve teachers participated in the study. Six worked together in a learning study group and drew on a particular theory of learning in planning and carrying out lessons designed to serve the learning aims, whereas the other six worked collaboratively in a lesson study group. To evaluate the effectiveness of the two learning conditions created by the two groups, 193 students answered questions on complex, everyday financial situations in four tests: a pretest, a posttest following the research lessons, and delayed posttests 6 weeks and 6 months after instruction. The results showed that students in the learning study group outperformed their counterparts in the lesson study group in all three post-lesson tests, and that the inter-group performance gap was maintained or widened over time.

Reasoning about science-related uncertain issues and epistemological perspectives among children

Abstract: In order to fulfill social responsibility, one of the goals in science education is to equip students with the competence of scientific reasoning. Nevertheless, psychological studies have found that people in general do not have adequate ability to make scientific arguments in everyday situations. Later studies found that the inadequate ability was associated with the development of personal epistemology. However, the conclusion is drawn mostly from research with adults or adolescents. This study attempted to examine the relation between scientific reasoning in informal contexts and the epistemological perspectives demonstrated by elementary school pupils. Participants of the study were 62 sixth graders who were interviewed to criticize two science-related uncertain issues. Content analysis showed that most children had developed the absolutist form of personal epistemology. Chi-square analyses suggested that the more multiplist view toward the certainty of knowledge and the process of knowing, the better coordination of theory and evidence as well as reflective reasoning. In addition, children’s beliefs about the certainty of knowledge, source of knowledge and concept of justification were seemingly consistent across different issues. Nevertheless, content analysis showed that the criteria used to make judgments varied with problem contexts.

Expertise reversal effect in using explanatory notes for readers of Shakespearean text

Abstract: The reported study compared the instructional effectiveness of Modern English explanatory interpretations of Shakespearean play extracts integrated line by line into original Elizabethan English text, with a conventional unguided original text condition. Experiment 1 demonstrated that the explanatory notes group reported a lower cognitive load and performed better in a comprehension test than the control group when students had no prior knowledge of the text. In Experiment 2, a reverse effect occurred when the same material was presented to a group of Shakespearean experts. Experiment 3 replicated the results of Experiment 1 using a different Shakespearean play. The study demonstrated that the relative effectiveness of instructional conditions depended on learner levels of expertise. In accordance with the expertise reversal effect, the benefits of guided instruction reversed and became detrimental for learners with high prior knowledge levels. Retrospective verbal protocols indicated that the explanations were redundant for expert readers.

Learning from animation enabled by collaboration

Abstract: Animated graphics are extensively used in multimedia instructions explaining how natural or artificial dynamic systems work. As animation directly depicts spatial changes over time, it is legitimate to believe that animated graphics will improve comprehension over static graphics. However, the research failed to find clear evidence in favour of animation. Animation may also be used to promote interactions in computer-supported collaborative learning. In this setting as well, the empirical studies have not confirmed the benefits that one could intuitively expect from the use of animation. One explanation is that multimedia, including animated graphics, challenges human processing capacities, and in particular imposes a substantial working memory load. We designed an experimental study involving three between-subjects factors: the type of multimedia instruction (with static or animated graphics), the presence of snapshots of critical steps of the system (with or without snapshots) and the learning setting (individual or collaborative). The findings indicate that animation was overall beneficial to retention, while for transfer, only learners studying collaboratively benefited from animated over static graphics. Contrary to our expectations, the snapshots were marginally beneficial to learners studying individually and significantly detrimental to learners studying in dyads. The results are discussed within the multimedia comprehension framework in order to propose the conditions under which animation can benefit to learning.

The Educational Value of Visual Cues and 3D-Representational Format in a Computer Animation under Restricted and Realistic Conditions

Abstract: Within the framework of cognitive learning theories, instructional design manipulations have primarily been investigated under tightly controlled laboratory conditions. We carried out two experiments, where the first experiment was conducted in a restricted system-paced setting and is therefore in line with the majority of empirical studies in the learning sciences. However, the second experiment was done in an ecologically more valid classroom setting, with students working at their own pace with the instructional material embedded in a professional hypermedia learning environment. Both dealt with the same topic in the domain of biological education, namely the structure and functioning of the enzyme ATP-Synthase. In both experiments, the educational value of three- versus two-dimensional animations as well as of visual cues was investigated in a 2 × 2 factorial design. Students’ understanding was facilitated by the presence of a 3D-representation format under tightly controlled conditions only. Regarding the ecologically more valid classroom setting, the 2D format tended to foster understanding more efficiently than the 3D format. The implementation of visual cues enhanced the amount students remembered in both experiments. Our results indicate that the results of tightly controlled laboratory conditions may not be easily generalized to naturalistic classroom settings.

Expertise Reversal for Iconic Representations in Science Visualizations.

Abstract: The influence of prior knowledge and cognitive development on the effectiveness of iconic representations in science visualizations was examined. Middle and high school students (N = 186) were given narrated visualizations of two chemistry topics: Kinetic Molecular Theory (Day 1) and Ideal Gas Laws (Day 2). For half of the visualizations, iconic representations of key information were added. Results indicated a main effect of prior knowledge on learning in Day 1. In Day 2, a three-way interaction was found between prior knowledge, age group and icons: icons were effective for all middle school students and for high school students with low prior knowledge, but were not effective for high school students with high prior knowledge. These findings indicate that the expertise reversal effect can be mediated by cognitive development and other factors, not just domain specific prior knowledge.

What makes a matrix so effective? An empirical test of the relative benefits of signaling, extraction, and localization

Abstract: What type of display helps students learn the most and why? This study investigated how displays differing in terms of signaling, extraction, and localization impact learning. In Experiment 1, 72 students were assigned randomly to one cell of a 4 × 2 design. Students studied a standard text, a text with key ideas extracted, an outline that localized ideas topically, and a matrix that localized ideas topically and categorically. One version of the displays signaled the displays’ organization and one version did not. The matrix display proved best for facilitating fact and relationship learning because of its ability to localize related information within topics and categories. Simply signaling or extracting text ideas was not helpful. Experiment 2 demonstrated that not all matrices are created equal because they can vary in terms of how information is localized. About 54 students were assigned randomly to one cell of a 2 × 2 design that varied localization of matrix topics and categories. Students studied matrices high or low in topical organization and high or low in categorical organization. Results confirmed that a high, natural ordering of matrix topics is necessary to highlight relationships and bolster relationship and fact learning.

The speaker/gender effect: does the speaker’s gender matter when presenting auditory text in multimedia messages?

Abstract: Current cognitive multimedia design theories provide several guidelines on how to integrate verbal and pictorial information. However, the recommendations for the design of auditory texts (narrations) are still fragmentary, especially with regard to the characteristics of the voices used. In the current paper, a fundamental question is addressed, namely, whether to use a male or a female speaker. In two experiments, learners studied dynamic visualizations on probability theory that were accompanied by narrations. The learner’s gender and the speaker’s gender served as between-subjects variables. In the first study, learners were randomly assigned to speakers of different gender. In the second study, learners could choose among different speakers. The results show that learners achieved better learning outcomes when the narration was presented by a female speaker rather than a male speaker irrespective of the learner’s gender (speaker/gender effect). Being given the choice, learners preferred female speakers, but this individual preference had no impact on learning outcomes. The results suggest augmenting purely cognitive approaches to multimedia design by social-motivational assumptions.

The impact of curriculum change on health sciences first year students’ approaches to learning

Abstract: This study aimed to use a learning inventory (the Approaches and Study Skills Inventory for Students, ASSIST) to measure the impact of a curriculum change on students’ approaches to learning in two large courses in a health sciences first year programme. The two new Human Body Systems (HUBS) courses were designed to encourage students to take a deep approach to learning. ASSIST was completed by 599 students enrolled in a biology class in 2006 that was part of the old curriculum, and by 705 students at the beginning and end of the new HUBS courses in 2007. Changes in students’ approaches to learning over time were examined. The ASSIST scores for both HUBS courses reflected the dominance of a surface approach, followed by a strategic and then a deep approach. However, by the end of the year, students were taking a deep and strategic approach to their studies to a greater extent, and a surface approach to a lesser extent. Moreover, students enrolled in the new course adopted a deep approach to their studies to a significantly greater degree than those studying the old curriculum. Despite the predominance of a surface approach, the results suggest that it is possible to bring about small but significant positive changes in students’ learning behaviour in a very large class through curriculum change. The proportion of students preferring a surface approach, and results showing that high performance on the final exam was significantly correlated with a surface approach, probably reflected contextual factors, including assessment, and is the focus of ongoing curriculum development.

Do psychology researchers tell it like it is? A microgenetic analysis of research strategies and self-report accuracy along a continuum of expertise

Abstract: Acquiring research skills is considered to be a highly challenging aspect of developing expertise in the social sciences. Because instruction and mentoring in these skills are typically grounded in the self-report of researchers, difficulties in learning the material may be due to the content and accuracy of these explanations. Using a mixed-method, microgenetic design, this study examines the explanations of problem-solving processes by researchers along a continuum of expertise during simulated experiment design and subsequent data analysis. Findings indicate that participants’ self-explanations are largely inaccurate. Further, frequency of inaccurate statements is positively associated with the frequency of abstract cognitive processes, such as mental modeling and situation assessment. Implications of these findings for instruction and future research directions are discussed.

Observational learning from animated models: effects of studying–practicing alternation and illusion of control on transfer

Abstract: Wouters, P. J. M., Paas, F., & Van Merrienboer, J. J. G. (2010). Observational learning from animated models: effects of studying-practicing alternation and illusion of control on transfer. Instructional Science, 38(1), 89-104. doi:10.1007/s11251-008-9079-0