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Leveraging explainability for discussion forum classification: Using confusion detection as an example 利用可解释性进行论坛分类:以混淆检测为例
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-02 DOI: 10.1080/01587919.2022.2150145
Hanxiang Du, Wanli Xing
Abstract Online discussion forums are highly valued by instructors due to their affordance for understanding class activities and learning. However, a discussion forum with a great number of posts requires a large amount of time to view, and help requests are easily overlooked. Various machine-learning–based tools have been developed to help instructors monitor or identify posts that require immediate responses. However, the black-box nature of deep learning cannot explain why and how decisions are achieved, raising trust and reliability issues. To address the gap, this work developed an explainable text classifier framework based on a model originally designed for legal services. We used the Stanford MOOCPost dataset to identify posts of confusion. Our results showed that the framework can not only identify discussion forum posts with confusion of different levels, but also provide explanation in terms of words from the identified posts.
摘要在线讨论论坛因其对理解课堂活动和学习的启示而受到教师的高度重视。然而,一个有大量帖子的讨论论坛需要大量的时间来查看,而且帮助请求很容易被忽视。已经开发了各种基于机器学习的工具来帮助讲师监控或识别需要立即响应的帖子。然而,深度学习的黑匣子性质无法解释为什么以及如何实现决策,从而引发了信任和可靠性问题。为了解决这一差距,这项工作基于最初为法律服务设计的模型开发了一个可解释的文本分类器框架。我们使用斯坦福大学MOOCPost数据集来识别困惑的帖子。我们的研究结果表明,该框架不仅可以识别出不同级别的混淆论坛帖子,还可以用识别出的帖子中的单词进行解释。
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引用次数: 0
Influence of self-directed learning on learning outcomes in MOOCs: A meta-analysis 自主学习对mooc学习效果的影响:一项元分析
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-02 DOI: 10.1080/01587919.2022.2155618
M. Doo, Meina Zhu, Curtis J. Bonk
Abstract Self-directed learning (SDL) is a critical success factor for massive open online course (MOOC) learners. This meta-analysis study examined the influence of SDL on learning outcomes in MOOCs by extracting the effect sizes of 60 samples from 14 studies published between January 2010 and April 2022. The results showed that the overall effects of SDL on learning outcomes in MOOCs have a medium effect size, which supports many previous studies that have reported positive effects of SDL on academic achievement in MOOCs. There was also a significant difference in the effect size of SDL on learning outcomes among adult learners, undergraduates, and middle and high school students. The influence of self-management on learning outcomes was significantly smaller than on motivation and self-monitoring. However, there were no significant differences in affective, cognitive, and behavioral learning domains in terms of the influence of SDL on learning outcomes.
自主学习(SDL)是大规模在线开放课程(MOOC)学习者成功的关键因素。本荟萃分析研究通过提取2010年1月至2022年4月期间发表的14项研究中的60个样本的效应量,考察了SDL对mooc学习成果的影响。结果表明,SDL对mooc学习成果的总体影响具有中等效应量,这支持了之前许多研究报道的SDL对mooc学习成绩的积极影响。在成人学习者、本科生和初高中学生中,SDL对学习成果的效应量也存在显著差异。自我管理对学习结果的影响显著小于动机和自我监督。然而,就SDL对学习结果的影响而言,情感、认知和行为学习领域没有显著差异。
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引用次数: 5
Learners’ perspectives on MOOC design 学习者对慕课设计的看法
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-02 DOI: 10.1080/01587919.2022.2150126
E. Oh, M. Cho, Yunjeong Chang
Abstract The purpose of this paper was to examine learners’ perspectives on massive open online course (MOOC) design. For the past decade, there has been substantial discussion on the design aspects and instructional quality of MOOCs. However, research investigating MOOC design from learners’ perspectives is rarely conducted. Understanding MOOC learners’ perspectives regarding MOOC design can bring useful insights to researchers and practitioners for the growth and success of MOOCs. Through exploratory factor analysis of 209 learners of a MOOC, this study identified four MOOC design dimensions that the learners value: human interactions, navigation, professional development, and course workload. In addition, the study found that learner characteristics such as learners’ age and the type of goals learners bring to the MOOCs are related to what they value in MOOC design. Expanding our understanding of MOOC design, implications for future research and practice for designing a MOOC are discussed.
摘要本文的目的是考察学习者对大规模在线开放课程(MOOC)设计的看法。在过去的十年里,人们对mooc的设计和教学质量进行了大量的讨论。然而,从学习者的角度考察MOOC设计的研究却很少。了解MOOC学习者对MOOC设计的看法,可以为研究人员和实践者提供有用的见解,有助于MOOC的发展和成功。通过对209名MOOC学习者的探索性因素分析,本研究确定了学习者重视的四个MOOC设计维度:人际互动、导航、专业发展和课程工作量。此外,研究还发现,学习者的年龄、学习目标类型等学习者特征与他们在MOOC设计中所看重的内容有关。扩展我们对MOOC设计的理解,讨论对未来MOOC设计研究和实践的启示。
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引用次数: 0
A review of collaborative assessment strategies in online learning 在线学习中的合作评估策略综述
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-02 DOI: 10.1080/01587919.2022.2150127
Meina Zhu, Funda Ergulec
Abstract Online collaborative learning is increasingly used in online courses in higher education, but assessing student online collaborative learning presents unique challenges as well as interesting opportunities. Thus, it is critical to gain a clear picture of online group collaboration assessment strategies, including group learning assessment methods and examining the effectiveness, challenges, and opportunities in online education. The present study systematically reviewed 12 empirical studies on online collaborative learning assessment in higher education published in journals from 2011 to 2021. The results show that diverse strategies were used to facilitate group collaboration, including group agreements, project planning, role assignments, problem-based projects, and instructor feedback. The reviewed studies primarily evaluated learners through instructor evaluation, peer evaluation, and self-evaluation methods. The most common strategy was instructor assessment, while self-evaluations were used the least. The findings of this mapping review provide practical examples for future online group collaborative learning assessment research and practice.
摘要在线协作学习越来越多地用于高等教育的在线课程,但评估学生的在线协作学习既带来了独特的挑战,也带来了有趣的机会。因此,了解在线小组协作评估策略至关重要,包括小组学习评估方法,并考察在线教育的有效性、挑战和机遇。本研究系统回顾了2011-2021年发表在期刊上的12项关于高等教育在线协作学习评估的实证研究。结果表明,不同的策略被用于促进团队合作,包括团队协议、项目规划、角色分配、基于问题的项目和讲师反馈。被审查的研究主要通过教师评价、同伴评价和自我评价方法对学习者进行评价。最常见的策略是教师评估,而自我评估的使用最少。这篇映射综述的研究结果为未来的在线小组协作学习评估研究和实践提供了实例。
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引用次数: 1
Interaction in online postgraduate learning: what makes a good forum? 在线研究生学习中的互动:怎样才能成为一个好的论坛?
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-12-11 DOI: 10.1080/01587919.2022.2150391
R. Kipling, William A. V. Stiles, Micael de Andrade-Lima, Neil MacKintosh, Meirion W. Roberts, Cate L. Williams, P. Wootton-Beard, S. J. Watson-Jones
Abstract Online postgraduate courses for professionals often use discussion forums to promote engagement and interaction. Equivalency theorem suggests that student-student interaction may increase satisfaction but is not necessary for achieving desired learning outcomes. Therefore, costs, as well as benefits, should be ascertained. We used data from student feedback and interviews to assess the perceptions of part-time postgraduate distance learners, and analyze their views of the role, benefits, and drawbacks of discussion forums. The aim was to assess forum efficacy in the context of the specific needs of these learners, to inform forum use and design. Thematic analysis revealed complex interactions between student context and experience, forum design and management. Structurally tweaking forums to control engagement may be particularly ineffective, stimulating unhelpful grade-focused participation and highlighting forum opportunity costs. The study revealed the importance of designing and managing forums, with direct reference to their costs and benefits for specific student groups.
面向专业人士的在线研究生课程经常使用论坛来促进参与和互动。等效定理表明,学生与学生的互动可能会增加满意度,但不是达到预期学习成果所必需的。因此,成本和收益都应该确定。我们使用来自学生反馈和访谈的数据来评估兼职研究生远程学习者的看法,并分析他们对论坛的作用、好处和缺点的看法。目的是在这些学习者的具体需要的背景下评估论坛的有效性,为论坛的使用和设计提供信息。专题分析揭示了学生情境与体验、论坛设计与管理之间复杂的互动关系。从结构上调整论坛来控制参与度可能特别无效,会刺激无益的以成绩为中心的参与,并突出论坛的机会成本。该研究揭示了设计和管理论坛的重要性,并直接参考了特定学生群体的成本和收益。
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引用次数: 0
What contributed to students’ online learning satisfaction during the pandemic? 在疫情期间,是什么促成了学生的在线学习满意度?
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-12-04 DOI: 10.1080/01587919.2022.2150147
Sin-Hyang Kim, Sihyun Park
Abstract Due to the sudden transition to online education because of the outbreak of COVID-19, various strategies and factors have been extensively investigated to increase the effectiveness and quality of online education. In this study, we reviewed and synthesized the factors correlating with students’ online learning satisfaction, considered a basic component when evaluating online education quality. From 42 studies that were systematically searched from nine databases, 164 separated correlates of students’ satisfaction were found. These were categorized into four domains: student-related factors, instructor-related factors, quality of online classes, and e-learning readiness. Overall effect size (ES) and four subgroup ESs were then calculated. The results indicated that the domain of instructor-related factors showed the highest ES compared to other domains. Among the factors, instructional support, technology acceptance, and perceived presence were the three top factors exhibiting large ES. Several implications are discussed to enhance these crucial factors.
摘要由于新冠肺炎的爆发,突然向在线教育过渡,人们对各种策略和因素进行了广泛调查,以提高在线教育的有效性和质量。在本研究中,我们回顾并综合了与学生在线学习满意度相关的因素,认为这是评估在线教育质量的一个基本组成部分。从9个数据库中系统检索的42项研究中,发现了164项独立的学生满意度相关因素。这些因素分为四个领域:学生相关因素、教师相关因素、在线课程质量和电子学习准备情况。然后计算总效应大小(ES)和四个亚组ES。结果表明,与其他领域相比,教师相关因素领域表现出最高的ES。在这些因素中,教学支持、技术接受和感知存在是表现出大ES的三个首要因素。讨论了增强这些关键因素的几个启示。
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引用次数: 0
Students with mental health (dis)Abilities’ storied experiences within distance education 心理健康(障碍)学生在远程教育中的经历
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-10-02 DOI: 10.1080/01587919.2022.2141609
Rose C. B. Singh, J. MacDonald
Abstract Distance education gives a diverse group of social work students access to further education. Research addressing the overall experiences of Canadian distance education social work students is limited, and even more so for distance education social work students with mental health (dis)Abilities. By means of a qualitative research project using narrative inquiry, I listened to the stories of social work students with mental health (dis)Abilities studying online as they each shared points of access and barriers within their distance education. Six study participants from two Canadian universities narrated multifaceted storied experiences of adapting, coping, and navigating through their distance courses and programs, highlighting attitudinal and institutional changes that would be supportive of their learning. Using narrative auto-ethnography, I also integrated my own experiences into the research. Through participants’ storied experiences, I conceptualized recommendations for social work distance education programs.
摘要远程教育为不同的社会工作学生群体提供了继续教育的机会。针对加拿大远程教育社会工作学生整体经历的研究是有限的,对于具有心理健康(dis)能力的远程教育社会工作者学生来说更是如此。通过一个使用叙述性调查的定性研究项目,我听取了具有心理健康(dis)能力的社会工作学生在网上学习的故事,他们每个人都分享了远程教育的接入点和障碍。来自加拿大两所大学的六名研究参与者讲述了他们在远程课程和项目中适应、应对和导航的多方面传奇经历,强调了有助于他们学习的态度和制度变化。运用叙述性的自动民族志,我也将自己的经历融入到研究中。通过参与者的传奇经历,我为社会工作远程教育项目提出了建议。
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引用次数: 2
Higher education leaders’ perspectives of accessible and inclusive online learning 高等教育领导者对无障碍和包容性在线学习的看法
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-10-02 DOI: 10.1080/01587919.2022.2141608
Amy Lomellini, Patrick R. Lowenthal, C. Snelson, J. Trespalacios
Abstract Online learning can potentially meet increasingly diverse students’ needs in higher education, including disabled students. However, institutions have historically struggled in providing accessible and inclusive online learning. Higher education online learning leaders, those who manage instructional designers, are in a unique position to help institutions strategize and create accessible and inclusive online courses. In this qualitative study, we interviewed nine higher education online learning leaders to understand leaders’ perceptions about how institutions provide accessible and inclusive online learning. Results demonstrated that despite varying conceptualizations of accessibility and inclusivity, online learning leaders perceive an insufficient but growing emphasis in higher education. Overall, participants described instructional designers as the most knowledgeable and skilled in this area. Participants described a lack of agency for instructional design teams and a need to advocate for buy-in from senior leadership. They also described strategies (e.g., faculty development, quality standards, and accessibility checkers) to support faculty.
摘要在线学习有可能满足高等教育中日益多样化的学生需求,包括残疾学生。然而,各机构在提供无障碍和包容性的在线学习方面历来举步维艰。高等教育在线学习领导者,即那些管理教学设计师的人,在帮助机构制定战略和创建可访问和包容性的在线课程方面处于独特的地位。在这项定性研究中,我们采访了九位高等教育在线学习领导者,以了解领导者对机构如何提供无障碍和包容性在线学习的看法。结果表明,尽管对可及性和包容性的概念各不相同,但在线学习领导者认为高等教育的重视程度不够,但越来越高。总体而言,参与者将教学设计师描述为该领域知识最渊博、技术最熟练的设计师。参与者描述了教学设计团队缺乏代理权,需要倡导高层领导的支持。他们还描述了支持教师的策略(例如,教师发展、质量标准和可访问性检查)。
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引用次数: 1
Making the invisible, visible: disability in South African distance education 让看不见的、看得见的:南非远程教育中的残疾
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-10-02 DOI: 10.1080/01587919.2022.2144139
P. Prinsloo, Chinaza Uleanya
Abstract Distance education celebrates its humanitarian mission of providing opportunities for disadvantaged and marginalized individuals who do not have access to traditional campus-based higher education. Large enrolments of students necessitate an industrialized approach in planning, design, and delivery informed by a normative assumption of ableism. In the context of post-apartheid South Africa, distance education fulfills a particular important role in ensuring access to education for all. This scoping review addressed two questions: “What is currently known, in the context of distance education in South Africa, about the educational experiences of SWDs?” and “How should we understand and respond to these experiences?” The scoping study shows, inter alia, that while there is an institutional commitment to providing equitable learning experiences, the lived experiences of students with disabilities provide evidence of their invisibility in the design, planning, and delivery of learning. The study concludes with some recommendations and provocations.
摘要远程教育庆祝其人道主义使命,即为无法接受传统校园高等教育的弱势和边缘化个人提供机会。大量的学生入学要求在规划、设计和交付方面采用工业化的方法,并遵循能力主义的规范假设。在种族隔离后的南非,远程教育在确保所有人都能接受教育方面发挥着特别重要的作用。这项范围界定审查解决了两个问题:“在南非远程教育的背景下,目前对SWD的教育经历了解多少?”和“我们应该如何理解和应对这些经历?”范围界定研究表明,尽管机构承诺提供公平的学习经历,残疾学生的生活经历证明了他们在学习的设计、计划和实施中是隐形的。该研究最后提出了一些建议和挑衅。
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引用次数: 2
Promoting potential through purposeful inclusive assessment for distance learners 通过有目的的包容性评估促进远程学习者的潜力
IF 7.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-10-02 DOI: 10.1080/01587919.2022.2143321
P. Gibson, Rebecca Clarkson, Mike Scott
Abstract The number of students with disabilities, which covers a range of conditions including physical and cognitive impairments, is on the rise. Further and higher education institutions are obliged to ensure that teaching and assessment is inclusive. This is particularly pertinent since the pandemic as many students have missed social opportunities that may have offered academic capital. We conducted a systematic review of relevant United Kingdom literature on how assessment for distance education in further education and higher education can be made inclusive in practical and purposeful ways. Assessment is the fundamental way that we measure students’ understanding and progress; it is only through demonstrating knowledge against the set criteria and learning outcomes that students can pass assessments and earn credits toward completion of their degree. We found three key themes in promoting student potential: (a) purposeful and accessible feedback, (b) online group work opportunities, (c) student agency over assessment format.
摘要残疾学生的数量正在增加,包括身体和认知障碍在内的一系列疾病。继续教育和高等教育机构有义务确保教学和评估具有包容性。自疫情以来,这一点尤为重要,因为许多学生错过了可能提供学术资本的社交机会。我们对英国的相关文献进行了系统的回顾,这些文献涉及如何以实用和有目的的方式使继续教育和高等教育中的远程教育评估具有包容性。评估是衡量学生理解和进步的基本方式;只有通过根据既定标准和学习成果展示知识,学生才能通过评估并获得完成学位的学分。我们发现了促进学生潜力的三个关键主题:(a)有目的和可获得的反馈,(b)在线小组工作机会,(c)学生代理过度评估形式。
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引用次数: 1
期刊
Distance Education
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