Interactive Example-Based Learning Environments: Using Interactive Elements to Encourage Effective Processing of Worked Examples

This review describes parts of our research program on example-based learning that relates to recent efforts to incorporate interactive elements into learning environments designed to support learning from worked-out examples. Since most learners spontaneously study or process examples in a very passive or superficial manner, this review focuses on how a variety of specific interactive elements in example-based leaning environments are capable of encouraging learners to actively process the examples. The review begins with an overview of the literature on worked examples and the associated self-explanation, which is important given that the quality of self-explanation is a major factor in determining whether learners benefit from studying examples. The review notes that example-based learning environments tend to be effective but often promote passive processing. It then highlights the strengths and limitations of three types interactivity introduced to example-based learning environments. The review concludes with a discussion of the role that these interactive elements play in these learning environments.     

Which Technique is most Effective for Learning Declarative Concepts—Provided Examples,Generated Examples,or Both?

Students in many courses are commonly expected to learn declarative concepts, which are abstract concepts denoted by key terms with short definitions that can be applied to a variety of scenarios as reported by Rawson et al. (Educational Psychology Review 27:483–504, 2015). Given that declarative concepts are common and foundational in many courses, an important question arises: What are the most effective techniques for learning declarative concepts? The current research competitively evaluated the effectiveness of various example-based learning techniques for learning declarative concepts, with respect to both long-term learning and efficiency during study. In experiment 1, students at a large, Midwestern university were asked to learn 10 declarative concepts in social psychology by studying provided examples (instances of concepts that are provided to students illustrate how the concept can be applied), generating examples (instances of concepts that the student generates on his or her own to practice applying the concept), or by receiving a combination of alternating provided examples and generated examples. Two days later, students completed final tests (an example classification test and a definition cued recall test). Experiment 2 replicated and extended findings from experiment 1. The extension group was a variation of the combination group, in which participants were simultaneously presented with a provided example while generating an example. In both experiments, long-term learning and study efficiency were greater following the study of provided examples relative to the other example-based learning techniques.     

Effects of worked examples, example-problem, and problem-example pairs on novices’ learning

Research has demonstrated that instruction that relies more heavily on example study is more effective for novices’ learning than instruction consisting of problem solving. However, ‘a heavier reliance on example study’ has been implemented in different ways. For example, worked examples only (WE), example-problem pairs (WE-PS), or problem-example pairs (PS-WE) have been used. This study investigated the effectiveness of all three strategies compared to problem solving only (PS), using electrical circuits troubleshooting tasks; participants were secondary education students who were novices concerning those tasks. Based on prior research, it was hypothesized and confirmed that WE and WE-PS would lead to lower cognitive load during learning and higher learning outcomes than PS. In addition, the open questions of whether there would be any differences between WE and WE-PS, and whether there would be any differences between PS-WE and PS were explored. Results showed no differences between WE and WE-PS or between PS-WE and PS. This study can inform instructional designers on which example-based learning strategies to implement: it does not seem necessary to alternate example study and problem solving, but when doing so, example-problem pairs should be used rather than problem-example pairs.     

Promoting effective helping behavior in peer-directed groups

Collaborative peer learning environments have received increasing attention in classrooms due to the potential for improving learning and achievement. Yet previous research shows that not all students benefit from the collaborative experience. This paper explores the nature of helping behavior within peer-directed small groups that may be most effective for learning, especially for students who have difficulty with the material. Drawing on examples from recent research on student learning in collaborative mathematics classrooms in a US middle school, we identify student behaviors that are necessary for effective help seeking and help giving, as well as responsibilities of teachers in establishing classroom conditions that bring about effective helping behavior. The findings show that effective help seekers ask precise questions, persist in seeking help, and apply the explanations received; effective help givers provide detailed explanations of the material as well as opportunities for help recipients to apply the help received, and monitor student understanding. These critical helping behaviors reflect the constructivist views embodied in Piagetian and Vygotskian perspectives on learning in social contexts.     

Assessing Multimedia Influences on Student Responses Using a Personal Response System

To date, research to date on personal response systems (clickers) has focused on external issues pertaining to the implementation of this technology or broadly measured student learning gains rather than investigating differences in the responses themselves. Multimedia learning makes use of both words and pictures, and research from cognitive psychology suggests that using both words and illustrations improves student learning. This study analyzed student response data from 561 students taking an introductory earth science course to determine whether including an illustration in a clicker question resulted in a higher percentage of correct responses than questions that did not include a corresponding illustration. Questions on topics pertaining to the solid earth were categorized as illustrated questions if they contained a picture, or graph and text-only if the question only contained text. For each type of question, we calculated the percentage of correct responses for each student and compared the results to student ACT-reading, math, and science scores. A within-groups, repeated measures analysis of covariance with instructor as the covariate yielded no significant differences between the percentage of correct responses to either the text-only or the illustrated questions. Similar non-significant differences were obtained when students were grouped into quartiles according to their ACT-reading, -math, and -science scores. These results suggest that the way in which a conceptest question is written does not affect student responses and supports the claim that conceptest questions are a valid formative assessment tool.     

Training self-regulated learning skills with video modeling examples: Do task-selection skills transfer?

Self-assessment and task-selection skills are crucial in self-regulated learning situations in which students can choose their own tasks. Prior research suggested that training with video modeling examples, in which another person (the model) demonstrates and explains the cyclical process of problem-solving task performance, self-assessment, and task-selection, is effective for improving adolescents’ problem-solving posttest performance after self-regulated learning. In these examples, the models used a specific task-selection algorithm in which perceived mental effort and self-assessed performance scores were combined to determine the complexity and support level of the next task, selected from a task database. In the present study we aimed to replicate prior findings and to investigate whether transfer of task-selection skills would be facilitated even more by a more general, heuristic task-selection training than the task-specific algorithm. Transfer of task-selection skills was assessed by having students select a new task in another domain for a fictitious peer student. Results showed that both heuristic and algorithmic training of self-assessment and task-selection skills improved problem-solving posttest performance after a self-regulated learning phase, as well as transfer of task-selection skills. Heuristic training was not more effective for transfer than algorithmic training. These findings show that example-based self-assessment and task-selection training can be an effective and relatively easy to implement method for improving students’ self-regulated learning outcomes. Importantly, our data suggest that the effect on task-selection skills may transfer beyond the trained tasks, although future research should establish whether this also applies when trained students perform novel tasks themselves.     

Cognitive Prerequisites for Generative Learning: Why Some Learning Strategies Are More Effective Than Others

This study examined age-related differences in the effectiveness of two generative learning strategies (GLSs). Twenty-five children aged 9–11 and 25 university students aged 17–29 performed a facts learning task in which they had to generate either a prediction or an example before seeing the correct result. We found a significant Age × Learning Strategy interaction, with children remembering more facts after generating predictions rather than examples, whereas both strategies were similarly effective in adults. Pupillary data indicated that predictions stimulated surprise, whereas the effectiveness of example-based learning correlated with children’s analogical reasoning abilities. These findings suggest that there are different cognitive prerequisites for different GLSs, which results in varying degrees of strategy effectiveness by age.     

How can comprehension adjunct questions focus students' attention and enhance concept learning of a computer-animated science lesson?

Two focusing hypotheses were evaluated. First, do adjunct questions, focusing on science concepts and inserted after computer-animated sequences, selectively alter students' attentional or practice processing and thus produce differential learning effects? Theoretically, such questions selectively focus students' attention and enhance concept learning of focused concepts. Second, do these questions still provide enough metacognitive scaffolding to produce differential learning effects when only the first 8 out of 12 sequences are followed by focusing questions? Eighth-grade students (n = 160) were randomly assigned to a control group (lesson alone) or one of four treatment groups (lesson plus 12 questions focusing either on heat or on temperature, or lesson plus the same first 8 questions on heat or temperature followed by 4 placebo questions). Two significant two-way interactions with widely varying F ratios supported the differential focusing hypotheses (12 questions—more robust interaction, 8—less robust interaction).     

Investigating the role of bilingual teaching assistants in Hong Kong: an exploratory study

Background:?Recent government initiatives in Hong Kong have focused on raising the participation of students from South Asian backgrounds in mainstream schools, to encourage their further integration into Hong Kong's educational system and society. These students' learning in mainstream schools takes place within the context of the central curriculum and, thus, students face the challenge of learning Chinese as an additional language. Mainstream schools sometimes provide additional support, including the provision of bilingual teaching assistants to address the specific needs of the students from South Asian backgrounds.

Purpose:?This exploratory study aims to investigate the roles of bilingual teaching assistants in Hong Kong.

Method:?Interviews were held with two bilingual teaching assistants from the South Asian community in Hong Kong who were working in a mainstream secondary school. Teachers from the school were also interviewed. Open-ended interview questions focused on perceptions of the roles and responsibilities of bilingual teaching assistants in Chinese-language-medium classes. The data were analysed to identify any emergent patterns and themes.

Findings:?The research findings indicate that the bilingual teaching assistants from the South Asian community not only took on the role of helping the learners from South Asian backgrounds in Chinese language acquisition, but also acted as cultural mediators between mainstream school culture and the culture of the South Asian community in Hong Kong.

Conclusions:?This small-scale exploratory research study suggests the importance of the role of bilingual teaching assistants in promoting equal access to quality education for ethnic minorities in Hong Kong.     

Moving Beyond “It worked”: The Ongoing Evolution of Research on Problem-Based Learning in Medical Education

Research on Problem-Based Learning in medical education has undergone an evolutionary process from initial proof of concept studies through critiques of the original methods and beyond. Initial studies focused on whether or not the instructional method was effective for medical students and the goals of medical education. Despite much movement back and forth between results demonstrating effectiveness and ineffectiveness, not much forward progress was made in reaching a decisive conclusion. Recently, however, the adoption of different theoretical perspectives, research methods, research targets and technological supports has begun to move the studies along. Current research in the area is focusing not on whether the students learn, but rather what goes on during learning that helps or hinders their learning. As such the group process and its cognitive components has become a more fruitful target of researchers. An erratum to this article can be found at     

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.     

School Effectiveness and the Management of Effective Learning and Teaching

Effective Schools research has focused thinking on effective learning as one of the major outcomes of schooling. Unfortunately, however, research findings on effective learning are limited because mental activity is covert and learning can only be inferred from subsequent responses. Integrating such concepts as ability, motivation, self‐efficacy and perseverance has also proved difficult. Even though teaching is an overt activity, the models that have been constructed fail to do justice to the complexity of its components. The respective roles of modelling, expectations, instruction and feedback, for instance, are not well understood. The School Effectiveness research, however, has identified a number of factors which operate at both the classroom and the whole‐school level and which provide guidance for practitioners on how effective learning may be promoted. This paper reviews these areas of research.     

Enhancing Project-Based Learning Through Online Between-Group Collaboration

This research explored how between-group collaboration enhanced the co-construction of knowledge and performance on project-based learning tasks of collaborative learning groups. The findings of 2 case studies, one that focused on between-group mentoring and one that focused on between-group project review, revealed that both strategies were perceived favorably by the students and had a positive impact on the collaborative learning skills, the knowledge revealed through their online dialogue, and the project performance of all students, especially the less effective groups. The results provide some insights into the computer-supported collaborative learning process among students in a higher education context.     

Design‐focused evaluation

In this paper an approach to the writing of evaluation questions is outlined and developed which focuses attention on the question of the effectiveness of an educational design for bringing about the learning it is intended to facilitate. The approach develops from the idea that all educational designs rely on instructional alignment, implicitly or explicitly, and succeed or fail to the extent to which the implementation of that alignment is effective. The approach to evaluation that is described, design‐focused evaluation, utilises students’ experiences of instructional designs and strategies and focuses questions on students’ awareness of the effectiveness of those strategies for facilitating the intended learning outcomes. Detailed advice is given on the construction of items that fit with the approach described and that maximise the generalisability of the approach to most if not all educational settings and designs.     

Student voice: Which supportive parental behaviours first-generation immigrant students in Australia find beneficial

There is considerable evidence that parents/guardians play an important role in their children's education. The supportive behaviours of parents have important implications for children's learning. However, most research in this area has focused primarily on the perspectives of school leaders, teachers and parents. One area that thus remains relatively under-studied is student perspectives on what constitutes beneficial parental supports. This research explores two case studies: one with primary school students, the other with secondary students. Both studies interviewed students from former-refugee and non-English speaking backgrounds who had recently settled with their families in Australia. The students were asked to reflect on supportive behaviours of their parents/guardians relating to their education. Findings suggest that despite many barriers, parents demonstrated high levels of support for their children's education. By foregrounding student voice, this study identifies several types of parental behaviours that students find most helpful for effective learning. These include: affirmation, role-modelling, backup supports, conversations and discussions, encouragement and advice, and decision-making and problem-solving. Students’ responses suggest that slightly different sets of behaviours may be required at primary and secondary levels. This study highlights the types of supportive parental behaviours which schools could encourage, to help parents maximise the impacts of their supports for students, so these students are enabled to achieve effective learning and—more broadly—educational and career aspirations.     

The Role of Student Growth Percentiles in Monitoring Learning and Predicting Learning Outcomes

Most formative assessments rely on the performance status of a student at a particular time point. However, such a method does not provide any information on the propensity of the student to achieve a predetermined target score or whether the student is performing as per the expectations from identical students with the same history of academic achievement. Although such a trend has been proposed via the use of the student growth percentiles (SGPs), most of the work associated with SGPs has focused mainly on teacher and school accountability. In this article, however, we illustrate examples in the use of SGPs and entry growth percentile scores to monitor students' learning progress. Monitoring students' learning trends, evaluated in the context of their SGPs and their propensity to achieve the target score, would likely yield meaningful differential information even for students with the same score at a particular point in time.     

“What if students revolt?”—Considering Student Resistance: Origins,Options, and Opportunities for Investigation

Instructors attempting new teaching methods may have concerns that students will resist nontraditional teaching methods. The authors provide an overview of research characterizing the nature of student resistance and exploring its origins. Additionally, they provide potential strategies for avoiding or addressing resistance and pose questions about resistance that may be ripe for research study.

“What if the students revolt?” “What if I ask them to talk to a neighbor, and they simply refuse?” “What if they do not see active learning as teaching?” “What if they just want me to lecture?” “What if my teaching evaluation scores plummet?” “Even if I am excited about innovative teaching and learning, what if I encounter student resistance?”

These are genuine concerns of committed and thoughtful instructors who aspire to respond to the repeated national calls to fundamentally change the way biology is taught in colleges and universities across the United States. No doubt most individuals involved in promoting innovative teaching in undergraduate biology education have heard these or variations on these fears and concerns. While some biology instructors may be at a point where they are still skeptical of innovative teaching from more theoretical perspectives (“Is it really any better than lecturing?”), the concerns expressed by the individuals above come from a deeply committed and practical place. These are instructors who have already passed the point where they have become dissatisfied with traditional teaching methods. They have already internally decided to try new approaches and have perhaps been learning new teaching techniques themselves. They are on the precipice of actually implementing formerly theoretical ideas in the real, messy space that is a classroom, with dozens, if not hundreds, of students watching them. Potential rejection by students as they are practicing these new pedagogical skills represents a real and significant roadblock. A change may be even more difficult for those earning high marks from their students for their lectures. If we were to think about a learning progression for faculty moving toward requiring more active class participation on the part of students, the voices above are from those individuals who are progressing along this continuum and who could easily become stuck or turn back in the face of student resistance.Unfortunately, it appears that little systematic attention or research effort has been focused on understanding the origins of student resistance in biology classrooms or the options for preventing and addressing such resistance. As always, this Feature aims to gather research evidence from a variety of fields to support innovations in undergraduate biology education. Below, we attempt to provide an overview of the types of student resistance one might encounter in a classroom, as well as share hypotheses from other disciplines about the potential origins of student resistance. In addition, we offer examples of classroom strategies that have been proposed as potentially useful for either preventing student resistance from happening altogether or addressing student resistance after it occurs, some of which align well with findings from research on the origins of student resistance. Finally, we explore how ready the field of student resistance may be for research study, particularly in undergraduate biology education.     

Do you read this the way I read this?

Two studies were carried out which investigated students' perceptions of, and reactions to, a tutor's comments on written assignments. The method used was based on the Kelly Construct Repertory Grid technique and is referred to as the Kelly Analysis. Study 1 involved the use of a facilitator who helped the students in carrying out the Kelly Analysis. Study 1 demonstrated that this technique was effective in eliciting both the students' and the tutor's perceptions of the comments, and that an examination of matches and mismatches between the two could be carried out. Study 2 focused on the development of a self-administered Kelly Analysis to remove the need for a facilitator. Students had few problems in using the self-administered Kelly Analysis and, again, an examination of matches and mismatches in perception of comments was feasible and useful. The potential value of open-ended questions in exploring students' perceptions was also investigated. It is suggested that the Kelly Analysis coupled with the use of open-ended questions could provide a valuable tool to tutors and students who wish to explore understanding of comments, and one that might aid in creating more reflective practitioners and students. Two relevant theoretical perspectives are also outlined: schema theory within cognitive psychology, and social constructivist theory especially the role of scaffolding learning.     

The Effects of Adjunct Questions and Feedback on Improving the Reading Comprehension Skills of Learning-Disabled Adolescents

Adjunct question research has typically focused on the effects of adjunct questions on improving the learning of college students. This study investigated the effects of inserted and massed postquestions (inference, main idea, and detail), with and without feedback, on improving the comprehension skills of adolescents labeled as reading disabled. Students practiced using adjunct questions for 6 weeks. The results suggested that inserted questions (and to a lesser extent massed postquestions) were beneficial in improving the comprehension of texts that did not contain adjunct questions. Specifically, the results indicated that (a) inserted questions were more effective than massed postquestions or no questions, (b) massed postquestions were more effective than no questions, and (c) the effects of inserted questions on comprehension increased over the time of treatment. The beneficial effects of feedback were limited to inference and main idea questions. Copyright 2001 Academic Press.     

A change of perspective – Exploring Mexican primary and secondary school students’ perceptions of their teachers differentiated instructional practice

With the increasing student diversity, the establishment of inclusive classrooms has become a top concern of policy-makers worldwide urging teachers to differentiate their instruction according to students’ individual learning needs. As the implementation of differentiated instruction (DI) relies mainly on teachers, previous research has mostly focused on examining teachers’ perspectives on their use of differentiation. In contrast, far less attention has been paid to explore students’ perspectives about their experiences in inclusive classrooms. Therefore, this study aims at examining students’ experiences of their teachers’ actual DI practice. Moreover, this study sets the spotlight on Mexico, a country that has faced changes with a recent proposed educational model. Results from a mixed analysis of variance revealed that students do in fact perceive that their teachers implement DI practices. It appears that both primary and secondary school teachers implement more frequent variants of mastery learning as well as tutoring systems as a means to differentiate their instruction. Implications of the results, as well as further lines of research, are discussed.