Smart Training and Development: A Learner‐Guided Approach

There is great support for the research that says that how one uses knowledge is linked to how and where that knowledge is acquired—especially, knowledge that is connected directly to performance. This how and where approach is rooted in time‐tested and research‐supported learning strategies. Key emphasis is placed on competency identification, maximum use of the work environment for learning, self‐directed learning activities along with a contracting structure that allows self‐pacing, mastery, individualization, and various feedback options. This article describes how to combine these learning strategies so that training and development (T&D) costs, time to train, and employee performance and retention are improved. This learning model is called learner‐guided training and development—a smart, highly leveraged design model.     

The Power of Successive Relearning: Improving Performance on Course Exams and Long-Term Retention

Practice tests and spaced study are both highly potent for enhancing learning and memory. Combining these two methods under the conditions in which they are most effective (i.e., practice tests that invoke successful retrieval from long-term memory and spacing study across days) yields a promising learning technique referred to as successive relearning. Given the obvious implications of successive relearning for promoting student learning and the voluminous literatures on testing and spacing more generally, surprisingly few studies have evaluated successive relearning, and none have done so in an authentic educational context. The two experiments reported here establish the potency of a successive relearning intervention for enhancing student learning by demonstrating meaningful improvements in course exam performance and on long-term retention tests.     

The lag effect in secondary school classrooms: Enhancing students’ memory for vocabulary

Educators often face serious time constraints that impede multiple repetition lessons on the same material. Thus, it would be useful to know when to schedule a single repetition unit to maximize memory performance. Laboratory studies revealed that the length of the retention interval (i.e., the time between the last learning session and the final memory test) dictates the optimal lag between two learning sessions. The present study tests the generalizability of this finding to vocabulary learning in secondary school. Sixth-graders were retaught English–German vocabulary after lags of 0, 1, or 10 days and tested 7 or 35 days later. In line with our predictions, we found that the optimal lag depends on the retention interval: Given a 7-day retention interval, students performed best when relearning occurred after 1 day. When vocabulary was tested after 35 days, however, students benefited from lags of both 1 and 10 days. Model-based analyses show that enhanced encoding processes and stronger resistance to forgetting—but not better retrieval processes—underlie the benefits of optimal lag. Our findings have practical implications for classroom instruction and suggest that review units should be planned carefully by taking the time of the final test into consideration.     

Distributed Learning: Data, Metacognition, and Educational Implications

A major decision that must be made during study pertains to the distribution, or the scheduling, of study. In this paper, we review the literature on the benefits of spacing, or spreading one's study sessions relatively far apart in time, as compared to massing, where study is crammed into one long session without breaks. The results from laboratory research provide strong evidence for this pervasive “spacing effect,” especially for long-term retention. The metacognitive literature on spacing, however, suggests that massing is the preferred strategy, particularly in young children. Reasons for why this is so are discussed as well as a few recommendations regarding how spacing strategies might be encouraged in real-world learning. While further research and applicability questions remain, the two fields—education and cognitive science—have made huge progress in recent years, resulting in promising new learning developments.     

Metacognition and the spacing effect: the role of repetition, feedback, and instruction on judgments of learning for massed and spaced rehearsal

Although memory performance benefits from the spacing of information at encoding, judgments of learning (JOLs) are often not sensitive to the benefits of spacing. The present research examines how practice, feedback, and instruction influence JOLs for spaced and massed items. In Experiment 1, in which JOLs were made after the presentation of each item and participants were given multiple study-test cycles, JOLs were strongly influenced by the repetition of the items, but there was little difference in JOLs for massed versus spaced items. A similar effect was shown in Experiments 2 and 3, in which participants scored their own recall performance and were given feedback, although participants did learn to assign higher JOLs to spaced items with task experience. In Experiment 4, after participants were given direct instruction about the benefits of spacing, they showed a greater difference for JOLs of spaced vs massed items, but their JOLs still underestimated their recall for spaced items. Although spacing effects are very robust and have important implications for memory and education, people often underestimate the benefits of spaced repetition when learning, possibly due to the reliance on processing fluency during study and attending to repetition, and not taking into account the beneficial aspects of study schedule.     

Frequent deadlines: Evaluating the effect of learner control on healthcare executives' performance in online learning

In a three-group, gender-matched, preexisting knowledge-controlled, randomized experiment, we evaluated the effect of learner control over study pace on healthcare executives' performance in an online statistics course. Overall, frequent deadlines enhanced distribution of practice and improved learning. Students with less control over pace (in groups with weekly deadlines) spaced their study episodes to a greater extent than their peers with more control over pace (in groups with monthly and end-of-course deadlines). Online learning experience and technology self-efficacy did not explain practice distribution effects. Student perceptions of control over how, when and in which order they learn did not differ significantly across experimental groups. However, perceived control and spaced practice were positively and significantly related to performance on tests of short delayed retention and near transfer. In addition, perceived control and spaced practice predicted performance on a test of delayed retention and far transfer. Locus of control did not explain differences in performance.     

Distributing learning over time: the spacing effect in children's acquisition and generalization of science concepts

The spacing effect describes the robust finding that long‐term learning is promoted when learning events are spaced out in time rather than presented in immediate succession. Studies of the spacing effect have focused on memory processes rather than for other types of learning, such as the acquisition and generalization of new concepts. In this study, early elementary school children (5‐ to 7‐year‐olds; N = 36) were presented with science lessons on 1 of 3 schedules: massed, clumped, and spaced. The results revealed that spacing lessons out in time resulted in higher generalization performance for both simple and complex concepts. Spaced learning schedules promote several types of learning, strengthening the implications of the spacing effect for educational practices and curriculum.     

EXAMINING THE USE OF SPACING EFFECT TO INCREASE THE EFFICIENCY OF INCREMENTAL REHEARSAL

Incremental rehearsal (IR) is a highly effective intervention that uses high repetition and a high ratio of known to unknown items with linearly spaced known items between the new items. It has been hypothesized that narrowly spaced practice would result in quick learning, whereas items that are widely spaced would result in longer‐term retention. The current study examined the effect of spacing by teaching vocabulary words to 36 fourth‐grade students. Each student was randomly assigned to a widely spaced IR condition (i.e., one unknown item, one known item, one unknown item, two known items, one unknown item, three known items, and an increase in the number of known items presented each time by one) or an IR condition in which spacing increased exponentially (IR‐Exp; i.e., one unknown item, one known item, one unknown item, two known items, one unknown item, four known items, and one unknown item, eight known items). The results indicated that the students in the study retained twice as much information with the widely spaced IR than with the IR‐Exp condition, but the latter required half as much time. IR and IR‐Exp were equally efficient, but IR continues to be superior to all other flashcard approaches in improving retention.     

Why Arts Integration Improves Long‐Term Retention of Content

Advocates of the arts agree that the K‐12 curriculum should include dedicated time for arts instruction. Some have argued further that knowledge and skills acquired through the arts transfer to nonarts domains. Others claim that evidence of this kind of transfer is limited and instead argue that the arts cultivate valuable dispositions that help students succeed both in and outside of school. Another potential benefit of the arts has received little attention, however. Arts integration—the use of the arts as a teaching methodology throughout the curriculum—may improve long‐term retention of content. A variety of long‐term memory effects well known in cognitive psychology are reviewed, and it is argued that arts integration naturally takes advantage of these effects while promoting student motivation. This review of findings and applications provides an example of how existing research from neuroscience and cognitive science can inform the work of practicing educators.     

Learning and transfer in subject-matter learning: A problem-solving model

This paper points out that the growth of the cognitive movement, with its emphasis upon perception and memory, has been accompanied by a decrease in the study of learning, retention, and transfer as found in the traditional associationistic framework. Moreover, some critics have argued that the contribution of learning and memory research over the past century has been minimal. The present paper presents a general reconceptualization of learning and retention, making these concepts subordinate to the concept of transfer. This reconceptualization thus places emphasis upon prior knowledge, skills, attitudes, and other characteristics of the individual. In addition, it is argued that the general information-processing model of problem solving, especially as applied to ill-structured problems, provides a general conceptual framework for the study of learning, the model being especially useful when considering learning in academic subject-matter domains.     

The Role of Working Memory in Multimedia Instruction: Is Working Memory Working During Learning from Text and Pictures?

A lot of research has focused on the beneficial effects of using multimedia, that is, text and pictures, for learning. Theories of multimedia learning are based on Baddeley’s working memory model (Baddeley 1999). Despite this theoretical foundation, there is only little research that aims at empirically testing whether and more importantly how working memory contributes to learning from text and pictures; however, a more thorough understanding of how working memory limitations affect learning may help instructional designers to optimize multimedia instruction. Therefore, the goal of this review is to stimulate such empirical research by (1) providing an overview of the methodologies that can be applied to gain insights in working memory involvement during multimedia learning, (2) reviewing studies that have used these methodologies in multimedia research already, and (3) discussing methodological and theoretical challenges of such an approach as well as the usefulness of working memory to explain learning with multimedia.     

Extending Cognitive Load Theory to Incorporate Working Memory Resource Depletion: Evidence from the Spacing Effect

Depletion of limited working memory resources may occur following extensive mental effort resulting in decreased performance compared to conditions requiring less extensive mental effort. This “depletion effect” can be incorporated into cognitive load theory that is concerned with using the properties of human cognitive architecture, especially working memory, when designing instruction. Two experiments were carried out on the spacing effect that occurs when learning that is spaced by temporal gaps between learning episodes is superior to identical, massed learning with no gaps between learning episodes. Using primary school students learning mathematics, it was found that students obtained lower scores on a working memory capacity test (Experiments 1 and 2) and higher ratings of cognitive load (Experiment 2) after massed than after spaced practice. The reduction in working memory capacity may be attributed to working memory resource depletion following the relatively prolonged mental effort associated with massed compared to spaced practice. An expansion of cognitive load theory to incorporate working memory resource depletion along with instructional design implications, including the spacing effect, is discussed.     

Working memory capacity and disfluency effect: an aptitude-treatment-interaction study

According to Cognitive Load Theory, learning material should be designed in a way to decrease unnecessary demands on working memory (WM). However, recent research has shown that additional demands on WM caused by less legible texts lead to better learning outcomes. This so-called disfluency effect can be assumed as a metacognitive regulation process during which learners assign their cognitive resources depending on the perceived difficulty of a cognitive task. Increasing the perceived difficulty associated with a cognitive task stimulates deeper processing and a more analytic and elaborative reasoning. Yet there are studies which could not replicate the disfluency effect indicating that disfluency might be beneficial only for learners with particular learner characteristics. Additional demands on working memory caused by disfluent texts are possibly just usable by learners with a high working memory capacity. Therefore the present study investigated the aptitude-treatment-interaction between working memory capacity and disfluency. Learning outcomes were measured by means of a retention, a comprehension, and a transfer test. Moreover, the three types of cognitive load (intrinsic, extraneous, and germane) were assessed. The results revealed significant aptitude-treatment-interaction effects with respect to retention and comprehension. Working memory capacity had a significant influence only in the disfluency condition: The higher the working memory capacity, the better the retention and comprehension performance in the disfluency condition. No effects were found with respect to transfer or cognitive load. Thus, the role of metacognitive regulation and its possible effects on cognitive load need further investigation.     

Process mining techniques for analysing patterns and strategies in students’ self-regulated learning

Referring to current research on self-regulated learning, we analyse individual regulation in terms of a set of specific sequences of regulatory activities. Successful students perform regulatory activities such as analysing, planning, monitoring and evaluating cognitive and motivational aspects during learning not only with a higher frequency than less successful learners, but also in a different order—or so we hypothesize. Whereas most research has concentrated on frequency analysis, so far, little is known about how students’ regulatory activities unfold over time. Thus, the aim of our approach is to also analyse the temporal order of spontaneous individual regulation activities. In this paper, we demonstrate how various methods developed in process mining research can be applied to identify process patterns in self-regulated learning events as captured in verbal protocols. We also show how theoretical SRL process models can be tested with process mining methods. Thinking aloud data from a study with 38 participants learning in a self-regulated manner from a hypermedia are used to illustrate the methodological points.     

What Do Learning Scientists Do? A Survey of the ISLS Membership

This study responds to a question that people working in the field of learning sciences get asked regularly: What do learning scientists do? Earlier attempts to answer this question came from a need to define a new field of educational research. Now that the International Society of the Learning Sciences (ISLS) has grown into a robust and productive society, it is time to gain a more nuanced understanding of learning sciences research and practices—including where it takes place, for whom, and in what form—as defined by members of the learning sciences community. Here we report on the responses of 253 ISLS members to a survey conducted in 2014. We discuss implications of the findings in terms of the type of impact learning scientists have. We also discuss how these results might be used to advise prospective students and to create a vision for our future.     

The Role of Positive Emotions in Education: A Neuroscience Perspective

Humans are inherently emotional creatures due to our social nature, and emotions are able to influence how well we learn and even affect academic outcomes. Emotions are rarely a chief concern in educational settings, and we will discuss the mechanisms underlying how emotions are processed in the brain and how they influence the key aspects of learning—attention, memory, and motivation. The brain mechanisms of emotional and cognitive relationships are then detailed in order to provide some context within the modern developments of neuroscience. This will help to clarify the relationship between emotions and cognition, and hope to put forward a theoretical map based on neuroscience that helps us to better understand the pivotal role of emotions in students' cognitive activities and ultimately their performance. Various strategies, based on research findings, aimed at creating more positive learning environments are then put forward.     

Analogical instruction within the information processing paradigm: effective means to facilitate learning

Research on the structure of memory has led to evidence that relating unfamiliar information to that which is familiar facilitates the new material's acquisition and retention; moreover, such associations can be efficiently achieved through the use of analogies. The present paper discusses the current information processing conceptualization of memory, the processes of learning by analogy, and the overall desired outcomes of their use to acquire and retain new information. Additionally, instructional implications of how, when, and why to use analogies are discussed.     

Spacing and induction: Application to exemplars presented as auditory and visual text

It is an established finding that spacing repetitions generally facilitates memory for the repeated events. However, the effect of spacing of exemplars on inductive learning is not really known. Two experiments using textual material were conducted to investigate the effect of spacing on induction. Experiment 1 and 2 extended the generality of recently observed spacing benefits to texts, regardless of whether they were visually or aurally presented. Interestingly, participants in both experiments judged massing to be more effective than spacing though their performance showed the opposite. Possible explanations for the superiority of the spaced condition over the massed condition in inductive learning, practical implications of the present study and suggestions for future research are discussed.     

EPILOGUE: SPACED‐RETRIEVAL MEMORY TRAINING IN AN ADULT DAY‐CARE CENTER

A memory‐impaired client at an adult day‐care center was trained to remember the name of a staff member using the spaced‐retrieval technique. After two brief training sessions, the client demonstrated long‐term retention of the target name. Retention was maintained at follow‐up testing 6 months later. Details of the unique aspects of this cognitive intervention, along with implications of this project for cognitive aging research in general, are discussed. In particular, the social and emotional components of memory‐ and cognitive training tasks are emphasized.