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The interaction of collaboration, note-taking completeness, and performance over 10 weeks of an online course 在10周的在线课程中,协作、笔记完整性和表现的相互作用
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-01 DOI: 10.1016/j.iheduc.2021.100831
Jamie Costley , Matthew Courtney , Mik Fanguy

This study examines the effects that online collaborative note-taking has on student performance. The study draws on 10 weeks of data from 273 STEM university students who were collaborating in 61 groups. Group and individual learning were assessed weekly by evaluating the completeness of collaborative note-taking documents and subsequent individual assessments. Analysis suggested up to 23% of the variation in course performance could be attributed to between-group effects. Further, a series of 10 multilevel temporal models suggested no substantive effects in the first half of the course, though in the second half of the course, groups that co-created more complete course notes tended to exhibit improved average student performance. We speculate that the learning advantages afforded to student groups that produce more complete course notes may be delayed. This study adds to the growing body of research into the effects that collaboration has on student learning.

本研究考察了在线协作记笔记对学生表现的影响。这项研究利用了273名STEM大学学生为期10周的数据,他们被分成61个小组进行合作。每周通过评估协作笔记文件的完整性和随后的个人评估来评估小组和个人学习。分析表明,高达23%的课程表现差异可归因于组间效应。此外,一系列的10个多层次时间模型表明,在课程的前半部分没有实质性的影响,尽管在课程的后半部分,共同创建更完整的课程笔记的小组往往表现出提高的平均学生成绩。我们推测,提供给学生群体的学习优势,产生更完整的课程笔记可能会延迟。这项研究增加了对合作对学生学习的影响的研究。
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引用次数: 8
Learning presence within the Community of Inquiry framework: An alternative measurement survey for a four-factor model 探究社区框架内的学习存在:四因素模型的替代测量调查
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-01 DOI: 10.1016/j.iheduc.2021.100832
Ruth E.H. Wertz

Within the distance education community, the Community of Inquiry (COI) framework is widely accepted as a framework to understand and design text-based learning environments. The framework includes three components: Cognitive Presence, Teaching Presence, and Social Presence. Recent work has proposed the addition of a fourth component, Learning Presence, which reflects students' self-regulation, and its role within the original framework. This study evaluated alternative structures of the COI framework to explain student perceptions of learning online. The study participants (n = 256) were graduate students from multiple institutions who had taken at least one fully online course as part of their degree requirements. Survey data were collected using a single Likert-scaled survey instrument. Presented herein are the results of the first phase of a two-part study, which included a series of confirmatory factor analyses to evaluate the measurement models of the four COI constructs individually, followed by a model including all four constructs simultaneously. Future work on the second phase of the this two-part study evaluated a series of structural models using path analyses and hierarchical linear regression analyses. Findings indicated that teaching presence reached a more parimonious model with two subscales as opposed to the three subscales of the COI survey. A new subscale "peer faciliation" was proposed for teaching presence, but had better model fit as a subscale of social presence. The three existing subscales of social presence could also more parsimoniously represented with two subscales, with the new "peer faciliation" subscale acting as the third. Finally, learning presence was modeled with three subscales, and was the strongest overall predictor of cognitive presence, compared to teaching and social presence. This work makes unique contributions to the study of online learning environments through the COI framework by introducing a comprehensive survey that includes Learning Presence indicators, producing evidence on the multi-dimensionality of the COI constructs, and the strong relationship between Learning Presence and Cognitive Presence.

在远程教育界,探究共同体(COI)框架被广泛接受为理解和设计基于文本的学习环境的框架。该框架包括三个部分:认知在场、教学在场和社会在场。最近的研究建议增加第四个组成部分,即学习在场,这反映了学生的自我调节及其在原始框架中的作用。本研究评估了COI框架的替代结构,以解释学生对在线学习的看法。研究参与者(n = 256)是来自多个机构的研究生,他们至少参加了一门完整的在线课程,作为他们学位要求的一部分。调查数据使用单一李克特量表调查仪器收集。本文介绍的是两部分研究的第一阶段的结果,其中包括一系列验证性因素分析,以评估四个COI结构的测量模型,然后是一个同时包括所有四个结构的模型。本研究的第二阶段的未来工作将使用路径分析和层次线性回归分析评估一系列结构模型。研究结果表明,与COI调查的三个量表相比,教学存在达到了一个更小的模型。提出了一个新的教学在场子量表“同伴促进”,但作为社会在场的子量表具有更好的模型拟合性。社会存在的三个子量表也可以更简洁地用两个子量表来表示,新的“同伴促进”子量表作为第三个。最后,与教学和社会存在相比,学习存在是认知存在的最强整体预测因子。这项工作通过引入包括学习在场指标在内的全面调查,为在线学习环境的研究做出了独特的贡献,为学习在场和认知在场之间的强关系提供了证据,并为COI结构的多维性提供了证据。
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引用次数: 15
An exploratory latent class analysis of student expectations towards learning analytics services 学生对学习分析服务期望的探索性潜类分析
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-10-01 DOI: 10.1016/j.iheduc.2021.100818
Alexander Whitelock-Wainwright , Yi-Shan Tsai , Hendrik Drachsler , Maren Scheffel , Dragan Gašević

For service implementations to be widely adopted, it is necessary for the expectations of the key stakeholders to be considered. Failure to do so may lead to services reflecting ideological gaps, which will inadvertently create dissatisfaction among its users. Learning analytics research has begun to recognise the importance of understanding the student perspective towards the services that could be potentially offered; however, student engagement remains low. Furthermore, there has been no attempt to explore whether students can be segmented into different groups based on their expectations towards learning analytics services. In doing so, it allows for a greater understanding of what is and is not expected from learning analytics services within a sample of students. The current exploratory work addresses this limitation by using the three-step approach to latent class analysis to understand whether student expectations of learning analytics services can clearly be segmented, using self-report data obtained from a sample of students at an Open University in the Netherlands. The findings show that student expectations regarding ethical and privacy elements of a learning analytics service are consistent across all groups; however, those expectations of service features are quite variable. These results are discussed in relation to previous work on student stakeholder perspectives, policy development, and the European General Data Protection Regulation (GDPR).

为了使服务实现得到广泛采用,有必要考虑关键涉众的期望。如果做不到这一点,可能会导致服务反映出意识形态的差距,这将在不经意间引起用户的不满。学习分析研究已经开始认识到理解学生对可能提供的服务的看法的重要性;然而,学生的参与度仍然很低。此外,没有人试图探索是否可以根据学生对学习分析服务的期望将他们划分为不同的群体。在这样做的过程中,它允许更好地理解学生样本中学习分析服务的期望和不期望。目前的探索性工作通过使用三步潜类分析方法来解决这一限制,以了解学生对学习分析服务的期望是否可以清晰地分割,使用从荷兰开放大学的学生样本中获得的自我报告数据。调查结果表明,学生对学习分析服务的道德和隐私元素的期望在所有群体中都是一致的;然而,对服务特性的期望变化很大。这些结果与之前关于学生利益相关者观点、政策制定和欧洲通用数据保护条例(GDPR)的工作有关。
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引用次数: 15
Online question and answer sessions: How students support their own and other students' processes of inquiry in a text-based learning environment 在线问答环节:学生如何在基于文本的学习环境中支持自己和其他学生的探究过程
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-10-01 DOI: 10.1016/j.iheduc.2021.100817
Malin Jansson, Stefan Hrastinski, Stefan Stenbom, Fredrik Enoksson

Online tutoring has been found to have a positive impact on student learning in STEM education. The aim of this study was to explore how and to what extent students supported their own and other students' processes of inquiry during online tutoring. More specifically, question and answer sessions (Q&As) were studied, and online tutoring transcripts were analyzed using the Relationship of Inquiry coding scheme adapted from the Community of Inquiry framework. The students interacted voluntarily with each other and with the teachers. The results show that the students supported both their own process of inquiry as well as other students' process of inquiry. Furthermore, the results indicate that students acquired metacognitive development through self- and co-regulation when they expressed teaching presence. Overall, we conclude that Q&As have the potential to support student learning when working on assignments in STEM education.

在线辅导已经被发现对学生在STEM教育中的学习有积极的影响。本研究的目的是探讨学生如何以及在多大程度上支持他们自己和其他学生在网上辅导的探究过程。更具体地说,研究了问答环节(Q&As),并使用从探究社区框架改编的探究关系编码方案分析了在线辅导成绩单。学生们自发地相互交流,并与老师互动。结果表明,学生既支持自己的探究过程,也支持其他学生的探究过程。此外,研究结果还表明,学生在表达教学在场时,通过自我调节和共同调节获得元认知发展。总的来说,我们得出的结论是,Q&As有潜力在STEM教育作业中支持学生的学习。
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引用次数: 18
Entering or advancing in the IT labor market: The role of an online graduate degree in computer science 进入或进入IT劳动力市场:计算机科学在线研究生学位的作用
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-10-01 DOI: 10.1016/j.iheduc.2021.100820
Isabel Ruthotto, Quintin Kreth, Julia Melkers

Online graduate degree programs, particularly in technical disciplines, represent a fast-growing market for higher education institutions. Yet, it is unclear how online degree programs fit within students' educational investment decisions and career goals. Based on a foundation of human capital theory, and using data from a 2017 survey of students enrolled in an online master's degree program in computer science at a highly ranked US university, this study explores how motivation for seeking an online graduate degree in computer science varies by student demographics and professional background/preparation. Results show two student markets: one for career mobility, including job advancement and/or career change, and another for skill building without consideration of mobility. Our results also show that while students come from diverse backgrounds, the primary driving factor for seeking the degree is determined by relevant professional experience. Implications for future study and online instructional design are discussed.

在线研究生学位课程,特别是技术学科的,代表着高等教育机构快速增长的市场。然而,目前尚不清楚在线学位课程如何符合学生的教育投资决策和职业目标。基于人力资本理论的基础,并使用2017年对美国一所排名靠前的大学计算机科学在线硕士学位课程的学生进行的调查数据,本研究探讨了寻求计算机科学在线研究生学位的动机如何因学生人口统计学和专业背景/准备而变化。结果显示了两个学生市场:一个是职业流动性,包括工作晋升和/或职业转换,另一个是不考虑流动性的技能培养。我们的研究结果还表明,尽管学生来自不同的背景,但寻求学位的主要驱动因素是相关的专业经验。讨论了对未来研究和在线教学设计的启示。
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引用次数: 5
Linking web-based learning self-efficacy and learning engagement in MOOCs: The role of online academic hardiness mooc中网络学习自我效能感与学习参与的关联:网络学术抗性的作用
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-10-01 DOI: 10.1016/j.iheduc.2021.100819
Tonny Menglun Kuo , Chin-Chung Tsai , Jyun-Cheng Wang

Even though Massive Open Online Courses (MOOCs) have created highly personalized and dynamic learning environments for higher education, the low completion rate has hampered their development. Nevertheless, how to engage MOOC learners in continuing to learn online remains unclear in terms of psychological mechanisms. Enlightened by the social cognitive view of learning and hardiness theory, this study investigates the mediating role of online academic hardiness (the courage that is needed to turn stressful changes from burdens into advantageous growth in online environments) between web-based learning self-efficacy (the specific beliefs that people have in their capability to complete tasks when learning online) and online learning engagement. Using validated self-reported scales, a total of 608 participants of six MOOCs courses from Taiwan were included in this study. The results of structural equation modeling indicated the significant mediating effect of commitment on behavioral, emotional and cognitive engagement in learning MOOCs. Additionally, we found that the components of web-based learning self-efficacy led to different types of engagement: general Internet-based learning self-efficacy contributes to behavioral and emotional engagement, whereas functional Internet-based learning self-efficacy contributes to emotional and cognitive engagement. The direct and indirect effects of web-based learning self-efficacy highlight its critical role in online learning engagement. Overall, our conceptual model based on the agentic view of social cognitive theory provides researchers and practitioners with a holistic picture to understand the MOOC engagement phenomenon by revealing mixed results compared to traditional distance education.

尽管大规模在线开放课程(MOOCs)为高等教育创造了高度个性化和动态的学习环境,但低完成率阻碍了它们的发展。然而,如何吸引MOOC学习者继续在线学习,在心理机制方面仍不清楚。在学习社会认知观和适应力理论的启发下,本研究探讨了网络学习适应力(在网络环境中将压力从负担转变为有利成长所需的勇气)在网络学习自我效能感(人们在网络学习时完成任务的能力的具体信念)和网络学习投入之间的中介作用。本研究采用经验证的自报告量表,选取台湾地区6门慕课的608名参与者作为研究对象。结构方程模型结果表明,承诺对mooc学习行为投入、情感投入和认知投入具有显著的中介作用。此外,我们发现网络学习自我效能的组成部分导致不同类型的参与:一般网络学习自我效能对行为和情感参与有贡献,而功能性网络学习自我效能对情感和认知参与有贡献。网络学习自我效能感的直接和间接影响突出了其在网络学习参与中的关键作用。总的来说,我们基于社会认知理论的代理观的概念模型通过揭示与传统远程教育相比的混合结果,为研究人员和实践者提供了一个整体的图景来理解MOOC参与现象。
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引用次数: 53
Does psychological capital and social support impact engagement and burnout in online distance learning students? 心理资本和社会支持是否影响在线远程教育学生的投入和倦怠?
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-10-01 DOI: 10.1016/j.iheduc.2021.100821
John M. Barratt , Fazeelat Duran

Background

Online distance learning at university level is growing in popularity. Learners are often faced with the dual demands of full-time work and part-time studying. The present study examines whether psychological capital predicts learner engagement and burnout and whether social support moderates these relationships. Method: Postgraduate distance learning students who work alongside their studies (n=465) completed measures of psychological capital, burnout, engagement, and social support. Results: Analysis showed psychological capital to significantly predict both burnout and engagement. Furthermore, social support was found to be influential. Conclusion: The findings indicate the benefit of psychological capital in an academic context. Implications of these findings and potential interventions are discussed.

大学水平的在线远程学习越来越受欢迎。学习者往往面临着全职工作和兼职学习的双重要求。本研究探讨心理资本是否预测学习者投入和倦怠,以及社会支持是否调节这些关系。方法:在学习的同时工作的研究生远程学习学生(n=465)完成了心理资本、倦怠、参与和社会支持的测量。结果:分析显示心理资本对职业倦怠和敬业有显著的预测作用。此外,社会支持也有影响。结论:研究结果表明心理资本在学术背景下是有益的。这些发现的意义和潜在的干预措施进行了讨论。
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引用次数: 41
Value creation and identity in cross-organizational communities of practice: A learner's perspective 跨组织实践社区中的价值创造和身份认同:学习者的视角
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-10-01 DOI: 10.1016/j.iheduc.2021.100822
Aekaterini Mavri , Andri Ioannou , Fernando Loizides

The goal of this work is to evaluate the worth of learning, that resulted from student participation in a cross-organizational (industry-academia) Community of Practice (CoP). CoPs are groups of people who share common interest in a field and connect to co-create knowledge and competence within that. In this study, the CoP was integrated in a Higher Education Design course that was following a blended-learning approach. Internal and external collaboration was primarily facilitated through online technologies.

The study employs the Value Creation framework to analyze the types and value of co-created learning and explores these results to draw inferences as to the effects of CoP participation on the learners' identities, which were continuously being reformulated.

The resulting CoP interactions indicated a strong immediate learning value. These also generated new insights (potential value) and familiarized learners with the characteristics of the real-world practice. The effective transfer of knowledge into the academic practice was confirmed by the significant improvements in student performances (applied & realized value). Finally, CoP participation steered a shift in learner perspectives, by pragmatically transforming their perception of achievement and orientating them towards transitioning and evolving in the professional sphere (reframed value).

这项工作的目标是评估学生参与跨组织(工业-学术界)实践社区(CoP)所产生的学习价值。cop是一群对某一领域有共同兴趣并联系在一起共同创造知识和能力的人。在本研究中,CoP被整合到遵循混合学习方法的高等教育设计课程中。内部和外部协作主要是通过在线技术促进的。本研究采用价值创造框架来分析共同创造学习的类型和价值,并探讨这些结果,以推断参与共同创造学习对学习者身份的影响,这些身份正在不断被重新制定。由此产生的CoP相互作用表明具有很强的即时学习价值。这些也产生了新的见解(潜在价值),并使学习者熟悉现实世界实践的特点。学生成绩的显著提高(应用& &;实现价值)。最后,CoP的参与引导了学习者观点的转变,务实地改变了他们对成就的看法,并引导他们在专业领域(重新定义的价值)转型和发展。
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引用次数: 6
How does self-regulated learning influence formative assessment and summative grade? Comparing online and blended learners 自我调节学习如何影响形成性评价和总结成绩?比较在线学习者和混合式学习者
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-06-01 DOI: 10.1016/j.iheduc.2021.100805
Jaclyn Broadbent , Stefanie Sharman , Ernesto Panadero , Matthew Fuller-Tyszkiewicz

The literature regarding formative assessment and Self-Regulated Learning (SRL) has focused on the ways in which formative assessment improves SRL. This study, on the other hand, evaluated whether SRL characteristics impact successful engagement with formative assessment, and subsequent summative performance in both online and blended learning contexts. Ninety-six blended and 85 online learners completed a formative assessment task, received feedback, and then resubmit the assessment for a summative grade. Overall, while there were differences between learning contexts, SRL, and performance, many variables were not significant predictors of performance. Online learners who were confident, managed their time well and regulated their efforts saw the greatest benefits, though these effects were small when viewed individually. Blended learners, to a lesser extent, also benefited from confidence and effort regulation. To the authors' knowledge, this is the first study to test SRL characteristics as drivers of performance during a formative task across two learning contexts.

关于形成性评价和自我调节学习(SRL)的文献主要关注形成性评价如何改善自我调节学习。另一方面,本研究评估了SRL特征是否影响在线和混合学习环境下形成性评估的成功参与,以及随后的总结表现。96名混合式学习者和85名在线学习者完成了一项形成性评估任务,收到反馈,然后重新提交评估以获得总结性评分。总体而言,虽然学习环境、SRL和成绩之间存在差异,但许多变量并不是成绩的显著预测因子。自信、合理安排时间、有规律地学习的在线学习者受益最大,尽管这些影响在单独观察时很小。混合型学习者在较小程度上也受益于自信和努力调节。据作者所知,这是第一个在两种学习环境中测试SRL特征作为形成性任务中表现驱动因素的研究。
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引用次数: 36
Connecting the dots: An exploratory study on learning analytics adoption factors, experience, and priorities 连接点:关于学习分析采用因素、经验和优先级的探索性研究
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-06-01 DOI: 10.1016/j.iheduc.2021.100794
Yi-Shan Tsai , Vitomir Kovanović , Dragan Gašević

Existing studies have shed light on policies and strategies for learning analytics (LA) adoption, yet there is limited understanding of associations among factors that influence adoption processes or the change in priorities when institutional experience with LA increases. This paper addresses this gap by presenting a study based on interviews with institutional leaders from 27 European higher education institutions. Results showed that experienced institutions demonstrated more interest in exploring learning behaviour and pedagogical reformation than simply measuring a phenomenon. Experienced institutions also paid more attention to methodological approaches to LA than data constraints, and demonstrated a broader involvement of teachers and students. This paper also identifies inter-related connections between prevailing challenges that impede the scaling of LA. Based on the results, we suggest regular evaluations of LA adoption to ensure the alignment of strategy and desired changes. We also identify three areas that require particular attention when forming short-term goals for LA at different phases of adoption

现有的研究已经阐明了学习分析(LA)采用的政策和策略,然而,对影响采用过程的因素之间的关联的理解有限,或者当学习分析的机构经验增加时,优先级的变化。本文通过对来自27个欧洲高等教育机构的机构领导人的访谈,提出了一项研究来解决这一差距。结果显示,经验丰富的院校对探索学习行为和教学改革表现出更大的兴趣,而不是简单地衡量一种现象。经验丰富的机构也更关注洛杉矶的方法方法,而不是数据限制,并展示了教师和学生更广泛的参与。本文还确定了阻碍洛杉矶规模扩张的主要挑战之间的相互关联。基于结果,我们建议定期评估LA的采用,以确保战略和期望的变化的一致性。我们还确定了在不同采用阶段为LA制定短期目标时需要特别注意的三个领域
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引用次数: 24
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Internet and Higher Education
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