Self-Regulation of Learning within Computer-based Learning Environments: A Critical Analysis

Computer-based learning environments (CBLEs) present important opportunities for fostering learning; however, studies have shown that students have difficulty when learning with these environments. Research has identified that students’ self-regulatory learning (SRL) processes may mediate the hypothesized positive relations between CBLEs and academic performance. In this review, we identified 33 empirical studies of SRL and CBLEs. We address three research questions: (1) How do learner and task characteristics relate to students’ SRL with CBLEs? (2) Can various learning supports or conditions enhance the quality of students’ SRL as they learn with CBLEs? (3) What conceptual, theoretical, and methodological issues exist for this growing area of research? We found evidence that specific SRL processes are more often associated with academic success than others and that SRL skills can be supported. We also identified a number of issues that researchers should aim to address in future investigations, including a more comprehensive measurement of facets of SRL and the quality of SRL processes, the seeming disconnect between SRL processes and learning outcomes, and the distinction between self- and other-regulation. Electronic supplementary material  The online version of this article (doi:) contains supplementary material, which is available to authorized users.     

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

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

Affordances of ICT in science learning: implications for an integrated pedagogy

This paper presents an analysis of how affordances of ICT‐rich environments identified from a recent review of the research literature can support students in learning science in schools within a proposed framework for pedagogical practice in science education. Furthermore other pedagogical and curriculum innovations in science education (promoting cognitive change, formative assessment and lifelong learning) are examined to see how they may be supported and enhanced by affordances of ICT‐rich environments. The affordances that I have identified support learning through four main effects: promoting cognitive acceleration; enabling a wider range of experience so that students can relate science to their own and other real‐world experiences; increasing students' self‐management; and facilitating data collection and presentation. ICT‐rich environments already provide a range of affordances that have been shown to enable learning of science but integrating these affordances with other pedagogical innovations provides even greater potential for enhancement of students' learning.     

Improving self-regulation, learning strategy use, and achievement with metacognitive feedback

Comprehension of science topics occurs when learners meaningfully generate relationships and conceptions about what they read. In this generation process, learners’ cognitive and metacognitive regulation is one of the most critical factors influencing learning. However, learners are not always successful in regulating their own learning, especially in computer-based learning environments (CBLEs) where they are alone. Based on this rationale, the present study was designed to examine the effects of two scaffolding strategies—generative learning strategy prompts and metacognitive feedback—on learners’ comprehension and self-regulation while learning the human heart system in a CBLE. Participants were 223 undergraduate student volunteers. Structural Equation Modeling (SEM) was employed to conceptualize and empirically test a model that explains mediating processes among variables. Results revealed that the combination of generative learning strategy prompts with metacognitive feedback improved learners’ recall and comprehension by enhancing learners’ self-regulation and better use of highlighting and summarizing as generative learning strategies.     

The relationships between social participatory roles and cognitive engagement levels in online discussions

Understanding the relationship between social interaction patterns and cognitive engagement levels has critical implications on collaborative learning theory, pedagogy, and technology. This study used a multi-method approach to examine the relationship between students' social participatory roles and cognitive engagement levels within asynchronous online discussions. Results showed that students' social participatory role was a critical indicator of cognitive engagement level. Socially active students made more cognitive contributions to knowledge inquiry and knowledge construction. But there were exceptions: after taking leadership roles (i.e., discussion designers and facilitators), some students moved from peripheral participation to active participation. Second, there was a progressive development process: individual students' deep-level knowledge inquiry could trigger peer interaction, which could further advance group knowledge construction. Third, students had a tendency to keeping social-cognitive engagement patterns throughout discussions. Based on the result, this study proposed implications for collaborative learning theory, pedagogy support, and tool development.     

Epistemological resources for thought experimentation in science learning

Thought Experiments (TEs) are reasoning processes that are based on 'results' of an experiment carried out in thought. What is the validity of an experiment- that has not been actually executed- for knowledge about the physical world? What are the features that make it distinctive and how do we integrate it into learning environments to support such thought processes? This study suggests that a thought experiment draws on three epistemological resources: conceptual-logical inferences, visual imagery and bodily-motor experience. We start by stating how students' TEs are related to recent research on learning science and then proceed to describe the nature of TEs. The central part of the paper deals with cognitive theories and empirical examples of visual imagery and bodily imagery. It also deals with how these enable implicit knowledge about the world to be retrieved. Students may have, but are not aware of, such knowledge for it is hidden when learning is only based on formal representations. We show that imagination is structured, goal-oriented, based on prior experiential imagery and internally coherent. Students can, for example, mentally rotate objects at constant velocity. Students can 'zoom in and out' to inspect imaginary situations, transfer objects, predict paths of imaginary moving objects and imagine the impact of forces on mechanical systems. We show that the TEs are powerful because of these capabilities. We further claim that these are not exploited by school learning environments and offer a first step towards understanding imagery in science learning.     

The effect of electronic performance support systems on self-regulated learning skills

Electronic performance support systems (EPSSs) are the software programs commonly used in commercial environments since the early 1990s. These software programs are generally called performance-based systems and focus on the complete job rather than providing individual development. For that reason, the usage of these systems in learning environments has not been sufficiently investigated. In this empirical study, availability of using EPSS software for learning processes was investigated in order to contribute to the literature. An EPSS software was developed for undergraduate students to use in programming language courses and the effects of the software on students' self-regulation based learning skills were investigated. During the treatment process, while the experimental group was supported with EPSS, traditional teaching continued in the control group. The results of the study showed that there was no statistically significant difference between the groups in terms of motivational beliefs; however, there were significant differences in terms of cognitive, metacognitive, and resource management strategies.     

Students' engagement in technology rich classrooms and its relationship to professors' conceptions of effective teaching

This study examined dimensions of student engagement in technology rich classrooms and the relationship of this engagement to professors' conceptions of effective teaching. We collected questionnaire data from 332 students and analysed the data in relation to the finding of another study (Authors, forthcoming) involving 13 professors' course‐specific conceptions of effective teaching. Principal component analysis with varimax rotation revealed four dimensions of student engagement: cognitive and applied engagement, social engagement, reflective engagement and goal clarity. Subsequent multivariate and univariate analyses of variance showed that the extent of students' cognitive and applied engagement and social engagement is related significantly to professors' conceptions of effective teaching. The study has implication on design and assessment of technology‐rich learning environments and on faculty development programs involving technology use in their teaching.     

Instructional conceptions: Analysis from an instructional design perspective

Learners are active actors in learning environments and not mere consumers of instructional designers' products. In line with mediating paradigm instructional conceptions of students are analysed. These conceptions act as cognitive filters that affect students' use of both instructional interventions and support in learning environments. To gain insight in the complexity of students' instructional conceptions, the concept is analysed and its theoretical assumptions scrutinised. Next, research findings regarding instructional conceptions are reviewed. Attention is paid to the nature and development of students' instructional conceptions and to the relationship with similar conceptions. In the Discussion section, current limitations of both the conceptualisation and instrumentation of instructional conceptions are described and perspectives are opened on further research.     

Sociocognitive roles in science group discourse

The purpose of this study was to examine students' roles during a long-term collaborative task that required them to master complex sets of cognitive, regulatory and social skills needed for building knowledge largely from their own and their peers' ideas and observations. Samples of discourse were collected from 24 8th grade students in eight groups within four classrooms throughout a 12-week unit on constructing and testing mental models of the nature of matter. Eight prominent sociocognitive roles that served socio-emotional, conceptual and metacognitive functions are described. The roles are related to individual students' perspectives on learning, and to the levels of reasoning each group achieved. The results can be used to raise students' and teachers' awareness of the personal resources, interactive processes and norms that can support or derail knowledge construction in collaborative groups.     

Current research on the social and emotional development of gifted and talented students: Good news and future possibilities

A recent summary of research produced by a task force of psychologists and educational researchers associated with the National Association for Gifted Children and the National Research Center on the Gifted and Talented indicated that high‐ability students are generally at least as well adjusted as any other group of youngsters. This research also found, however, that gifted and talented students can face a number of situations that may constitute sources of risk to their social and emotional development. Some of these issues emerge because of a mismatch with educational environments that are not responsive to the pace and level of gifted students' learning and thinking. Others occur because of unsupportive social, school, or home environments. In this article, current research about the social and emotional development of gifted and talented students is summarized and suggestions are made about strategies to enhance these students' school experiences. Suggestions are provided for assessment and educational programming based on students' strengths and interests that may result in helping talented students realize their potential. © 2004 Wiley Periodicals, Inc. Psychol Schs 41: 119–130, 2004.     

Organizational Characteristics of Schools That Successfully Serve Low-Income Urban African American Students

A prerequisite for correcting ineffective education is the examination of research on the learning environments of successful schools and the conditions and processes that enable quality outcomes. The research described in this article supports the Talent Development philosophy, which rejects deficit-based "talent sorting" models of schooling and promotes widespread academic success in appropriately supportive environments. The study delineates the common organizational characteristics of schools in low-income areas that defy the odds by producing high numbers of high-achieving African American students. Specifically, it explores how urban elementary schools that successfully serve primarily low-income African American students are configured to support students' academic and personal growth.

Participating schools were selected based on test scores evidencing their students' sustained mathematics and reading achievement. The data for the analysis was obtained from questionnaires mailed to the schools' principals. Patterns in the data and discernable trends across schools are described.     

Social learning spaces and student engagement

Notable gains have been made in understanding the factors that influence the student experience in higher education, particularly in the area of student engagement. While tremendous effort has been focused on identifying educationally beneficial activities for students, we must also consider where these activities are occurring. In recent years there have been technological advances that have paved the way for blended learning environments, however, physical learning environments continue to dominate the functionality of many universities. The development of purpose‐built informal social learning spaces as a strategy to enhance the student experience is becoming more prevalent, although empirical research in this area is lacking. This study explores the role of social learning spaces on the student experience using the student engagement framework within a qualitative research design. Informal interviews with 103 students were conducted within a social learning space. Findings reveal that social learning spaces can contribute to enhanced student engagement by fostering active learning, social interaction and belonging amongst tertiary students. The study also suggests that design is a contributing factor to students' perceptions of social learning spaces.     

Relationships among informal learning environments,teaching procedures and scientific reasoning ability

Informal learning experiences have risen to the forefront of science education as being beneficial to students' learning. However, it is not clear in what ways such experiences may be beneficial to students; nor how informal learning experiences may interface with classroom science instruction. This study aims to acquire a better understanding of these issues by investigating one aspect of science learning, scientific reasoning ability, with respect to the students' informal learning experiences and classroom science instruction. Specifically, the purpose of this study was to investigate possible differences in students' scientific reasoning abilities relative to their informal learning environments (impoverished, enriched), classroom teaching experiences (non-inquiry, inquiry) and the interaction of these variables. The results of two-way ANOVAs indicated that informal learning environments and classroom science teaching procedures showed significant main effects on students' scientific reasoning abilities. Students with enriched informal learning environments had significantly higher scientific reasoning abilities compared to those with impoverished informal learning environments. Likewise, students in inquirybased science classrooms showed higher scientific reasoning abilities compared to those in non-inquiry science classrooms. There were no significant interaction effects. These results indicate the need for increased emphases on both informal learning opportunities and inquiry-based instruction in science.     

A sequence of learning processes in an intelligent tutoring system from topic-related appraisals to learning gains

Although intelligent tutoring systems (ITSs) are increasingly used, it is unclear which psychological processes precede students' learning gains. Using a pre- and posttest design, the present study examined a sequence of psychological processes informed by control value theory. We investigated (a) whether secondary school students' topic-related cognitive appraisals (value and control) affected their task-related affective (enjoyment and boredom) and cognitive (engagement and performance) outcomes while using the ITS and (b) whether task-related outcomes affected learning. Path analyses showed that students’ topic-related interest, but not perceived utility, personal importance or self-efficacy, was associated with task-related enjoyment. In turn, enjoyment showed reciprocal effects on and of engagement and ongoing task performance, which predicted final performance and, ultimately, learning gains. The influence of boredom, in contrast, was minimal along this sequence. More generally, the findings highlight the difficulty of establishing a clear pattern of sequential causation derived from control value theory for the current ITS context, with evidence demonstrating the systematic influence of confounders accounting for the predicted relations among components. Despite these limitations, we identified key psychological processes involving the contribution of affective and cognitive processes to learning in the ITS context.     

Project-based learning and student knowledge construction during asynchronous online discussion

Project-based learning engages students in problem solving through artefact design. However, previous studies of online project-based learning have focused primarily on the dynamics of online collaboration; students' knowledge construction throughout this process has not been examined thoroughly. This case study analyzed the relationship between students' levels of knowledge construction during asynchronous online discussions with respect to engagement in project-based learning. Graduate students' online postings in a course that comprised both project-based and non-project learning activities were coded and counted for knowledge construction, teaching, and social interaction moves using computer-mediated discourse analysis. Chi-square analyses found that the instructor's teaching discourse remained fairly consistent during project-based and non-project learning. Despite this, students' online discussions during project-based learning were characterized by more advanced levels of knowledge construction, where ideas were rationalized and integrated into plausible solutions. In contrast, students' online postings outside project-based learning rarely moved beyond the lower levels of information sharing and idea exploration. Based on these results, guidelines for designing and facilitating online project-based learning are presented and discussed.     

Environnements Informatisés et Mathématiques: quels usages pour quels apprentissages?

Mathematics, seen as a model of pure science, often conveys the image of a science constructing itself in quite poor technological environments; it nevertheless develops by elaborating (and by exploiting) powerful material and symbolic tools. Actually mathematics teaching is closer to this image of mathematics than to mathematical practice: its goal seems to transmit a form of culture rather than efficient computation tools and theoretical means of their control (Kahane, 2002). This situation is viable if the tools can be held at distance, outside the classroom; it is no longer viable when computation tools (essentially calculators) are imported by students themselves inside the classroom and integrated into their mathematical practice. Thus established conflict between the social legitimacy of these tools and their school illegitimacy (Chevallard, 1992) deeply destabilises mathematics teaching itself. We present here a general framework to think about the integration of the tools in the teaching and learning of mathematics. More precisely, we propose:

1. A theoretical approach, which allows us to understand the influence of tools on human activity and in particular on professional and school education processes;
2. An analysis of computerized learning environments, which shows the importance of students' control of their own activity;
3. Some elements that help to think about the temporal and spatial organization of study in such environments and to guide students' activity;
4. A reflection about the conception of pedagogical resources, which is all the more necessary if one wants to facilitate an evolution of teachers' practices.

     

互联网使用与初中生认知能力发展再考察——以互联网接入为准自然实验的探索性研究

互联网使用与青少年认知发展的利害关系一直备受研究和实践关注。现有研究对不可观测因素的影响控制不彰,使其容易高估互联网的干预效应。本研究使用中国教育追踪调查短面板数据,运用倾向值匹配与双重差分方法控制内生性问题,估计了互联网使用对初中生认知发展的因果效应。结果发现：第一,在控制了可观测和不可观测变量的影响后,学生因使用互联网至少提升了4.6%的认知测试表现,但使用无互联网接入的计算机则对学生认知无明显促进作用;第二,条件概率模型表明,较好的经济条件、较多的藏书量、父母从事精英职业、家长在工作日经常使用互联网、就读学校联网程度较高等变量会显著提升初中生使用互联网的概率;第三,对使用方式的检验结果显示,互联网使用的学习偏好和社交偏好均能促进初中生认知发展,互联网使用的娱乐偏好与认知发展呈反向作用关系。上述发现为理性看待互联网的工具价值并合理制定干预手段提供了实证支持。     

Expectancy-value and cognitive process outcomes in mathematics learning: a structural equation analysis

Existing research has yielded evidence to indicate that the expectancy-value theoretical model predicts students' learning in various achievement contexts. Achievement values and self-efficacy expectations, for example, have been found to exert positive effects on cognitive process and academic achievement outcomes. We tested a conceptual model that depicted the interrelations between the non-cognitive (task value, self-efficacy) and cognitive (deep-learning approach, reflective-thinking) processes of learning, and academic achievement outcomes in mathematics. University students (n = 289) were administered a number of Likert-scale inventories and LISREL 8.80 was used to test various a priori and a posteriori models. Structural equation modeling yielded some important findings: (1) the positive temporally displaced effects of prior academic achievement, self-efficacy expectations and task value on achievement in mathematics, (2) the positive relations between self-efficacy expectations and task values and cognitive process outcomes and (3) the possible mediating role of self-efficacy expectations and task value between prior academic achievement and deep learning, reflective-thinking practice and academic achievement. Overall, our research investigation has provided empirical groundings for further advancement into this area of students' learning.