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Topic Modeling on Peer Interaction in Online and Mobile Learning of Higher Education: 1993–2022 高等教育在线和移动学习中同伴互动的主题建模:1993-2022
Pub Date : 2024-08-09 DOI: 10.3390/educsci14080867
Adam Kao-Wen Weng, Hsiao-Yun Chang, Kuei-Kuei Lai, Yih-Bey Lin
The advent of the digital era has catalyzed transformative shifts in educational paradigms, seamlessly integrating sustainable education with innovative pedagogical approaches that cater to a broader spectrum of learners and educators. As the academic landscape evolves into an information-dense environment, traditional models of one-on-one feedback often fall short, resulting in delays and a lack of diverse intellectual engagement. This shift underscores the growing importance of peer feedback and asynchronous post-lesson feedback mechanisms, which have emerged as vital, process-oriented educational activities. Such mechanisms not only address the immediacy and diversity of feedback but also foster a sustainable, collaborative, and engaging learning environment that bolsters student autonomy and interaction. This study conducts a mapping review and synthesis of the literature on peer interaction, assessment, and participatory innovations in online and mobile learning within higher education, covering the period from 1993 to 2022. By employing topic modeling techniques to analyze a corpus of 485 articles, the literature was initially segmented into 19 distinct issues. These were subsequently consolidated into three major thematic models, thereby highlighting significant themes, research focal points, and prospective trends. This analytical process not only enriches the understanding of peer dynamics in digital learning settings but also integrates sustainable educational practices by promoting resource efficiency and inclusivity. The findings serve as a robust reference for future researchers aiming to explore the intersections of technology, peer interaction, and sustainability in educational settings.
数字时代的到来催化了教育模式的变革,将可持续教育与创新教学方法完美结合,满足了更广泛的学习者和教育者的需求。随着学术环境演变为信息密集型环境,传统的一对一反馈模式往往无法满足需要,从而导致教学延误,缺乏多样化的智力参与。这种转变凸显了同伴反馈和异步课后反馈机制的重要性与日俱增,它们已成为以过程为导向的重要教育活动。这种机制不仅能解决反馈的即时性和多样性问题,还能营造一种可持续、协作性和参与性的学习环境,增强学生的自主性和互动性。本研究对 1993 年至 2022 年期间有关高等教育在线和移动学习中同伴互动、评估和参与式创新的文献进行了梳理和归纳。通过采用主题建模技术分析 485 篇文章的语料库,文献最初被划分为 19 个不同的问题。随后,这些问题被整合成三大主题模型,从而突出了重要主题、研究焦点和未来趋势。这一分析过程不仅丰富了对数字化学习环境中同伴动态的理解,还通过促进资源效率和包容性,整合了可持续教育实践。这些研究结果为今后旨在探索教育环境中技术、同伴互动和可持续发展的交叉点的研究人员提供了有力的参考。
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引用次数: 0
Developing a Novel Model for ICT Integration in South African Education: Insights from TIMSS 开发南非教育领域信息与传播技术整合的新模式:TIMSS 的启示
Pub Date : 2024-08-09 DOI: 10.3390/educsci14080865
Marien Alet Graham, Guillaume Matthys Kruger, L. van Ryneveld
ICT integration in the classroom is viewed as a panacea towards resolving education challenges. A quantitative approach using South African Trends in International Mathematics and Science Studies (TIMSS) 2019 Grades 5&9 data with a positivist philosophical stance was used to explore ICT use. For a long time, most school research took the form of small-scale qualitative studies, such as case studies or critical policy studies; however, research in education has witnessed an increasing demand for high-quality, large-scale quantitative studies such as the current study. TIMSS utilised a two-stage stratified cluster sampling design, sampling schools by size and selecting intact classes. This study focusses on South Africa where 297 schools, 294 mathematics teachers, and 11,903 students were sampled at Grade 5 level, and, at Grade 9 level, the sample consisted of 519 schools, 543 mathematics teachers and 20,829 students. More than 50% of students attend schools lacking computers/tablets, a figure that rises to nearly 90% concerning their availability in classrooms. Less than half of students attend schools utilising online learning systems or providing digital resources. Principals in approximately half the schools indicated shortages/inadequacies in technologically competent staff, and audio-visual and computer technology/software resources. Approximately 80% of teachers expressed interest in future technology integration training for both grades when surveyed. Over half of the students lacked home internet access; however, the majority had access to cell phones and computers/tablets at home. In tailoring this study to the South African context, a novel model for ICT integration emerged which draws upon the Dynamic Model of Educational Effectiveness and the TIMSS curriculum model. Recommendations for improving policy and practice in ICT implementation in schools are structured around the new model.
将信息和通信技术融入课堂被视为解决教育难题的灵丹妙药。本研究采用南非国际数学与科学研究趋势(TIMSS)2019 年五年级和九年级的数据,以实证主义的哲学立场,对信息与传播技术的使用进行了定量研究。长期以来,大多数学校研究都采用小规模定性研究的形式,如案例研究或批判性政策研究;然而,教育研究对高质量、大规模定量研究的需求日益增长,如本研究。TIMSS 采用了两阶段分层整群抽样设计,按学校规模抽样并选择完整的班级。本研究以南非为重点,在五年级抽取了 297 所学校、294 名数学教师和 11,903 名学生,在九年级抽取了 519 所学校、543 名数学教师和 20,829 名学生。超过 50%的学生就读的学校没有电脑/平板电脑,而教室里有电脑/平板电脑的学生比例则高达近 90%。只有不到一半的学生就读于使用在线学习系统或提供数字资源的学校。约半数学校的校长表示,学校缺乏/不足有技术能力的教职员工以及视听和计算机技术/软件资源。在接受调查时,约 80% 的教师表示有兴趣在未来对两个年级的教师进行技术整合培训。半数以上的学生无法在家上网,但大多数学生可以在家使用手机和电脑/平板电脑。根据南非的具体情况对本研究进行了调整,形成了一个新颖的信息与传播技术整合模式,该模式借鉴了教育有效性动态模型和 TIMSS 课程模型。围绕这一新模式,提出了改进学校实施信息与传播技术的政策和实践的建议。
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引用次数: 0
Soft Skills and Employability of Online Graduate Students 在线研究生的软技能和就业能力
Pub Date : 2024-08-09 DOI: 10.3390/educsci14080864
Alejandra Bedoya-Guerrero, Andrea Basantes-Andrade, Francisco Orlando Rosales, Miguel Naranjo-Toro, Rocio León-Carlosama
In the current context, with the growing influence of Artificial Intelligence, soft skills emerge as a crucial and distinctive factor for professionals. This research focuses on assessing the relationship between soft skills and their importance in the employability of online graduate students. A mixed methodological, non-experimental and explanatory level approach was used; a sample of 192 online graduate students from a university in northern Ecuador was analyzed. Data collection was carried out through an online survey, validated with a Cronbach’s Alpha coefficient of 93.2%. The survey addressed socioeconomic data and the evaluation of soft skills through a 30-question questionnaire with a five-point Likert scale. According to the students’ perception, the soft skills most in demand for employability are leadership and teamwork. After the reduction of dimensions using multiple correspondence analysis (MCA), respondents were classified into three clusters. Individuals in clusters one and three developed soft skills such as self-regulation, effective communication, leadership and innovation.
在当前背景下,随着人工智能的影响越来越大,软技能成为专业人士的一个关键和独特的因素。本研究的重点是评估软技能与其在网络研究生就业能力中的重要性之间的关系。研究采用了一种混合方法论、非实验和解释层面的方法;对厄瓜多尔北部一所大学的 192 名在线研究生进行了抽样分析。数据收集是通过在线调查进行的,调查的 Cronbach's Alpha 系数为 93.2%。调查涉及社会经济数据和软技能评估,通过 30 个问题的问卷,采用李克特五点量表。根据学生的看法,就业能力最需要的软技能是领导力和团队精神。在使用多重对应分析(MCA)对维度进行缩减后,受访者被分为三个群组。群组一和群组三中的个体发展了自我调节、有效沟通、领导力和创新等软技能。
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引用次数: 0
Knowledge, Attitude, and Practices toward Artificial Intelligence among University Students in Lebanon 黎巴嫩大学生对人工智能的认知、态度和实践
Pub Date : 2024-08-09 DOI: 10.3390/educsci14080863
S. Kharroubi, Iman Tannir, Rasha Abu El Hassan, Rouba Ballout
Background: The expansion of artificial intelligence (AI) across diverse sectors worldwide demands an understanding of its impact on future generations. The studies of its influence on university students’ behavior and application in Lebanon are still limited. The present study aimed to explore the knowledge, attitudes, and practices (KAPs) of university students regarding AI and to identify factors affecting these dimensions. Methods: An online questionnaire (n = 457) was distributed to university students who were at least 18 years of age across Lebanon. Results: The results revealed that a significant majority (97.2%) of the participants were familiar with AI, from which 43% demonstrated a high level of knowledge. Furthermore, attitude toward AI role and integration in academic and professional paths was moderately satisfactory (43%), although it was reportedly used by 75% of students throughout their university years. There was a significant association between knowledge levels and sociodemographic factors such as age, sex, source of AI-related information, and knowledge rating (p < 0.05), whereas the academic major and knowledge rating affected attitudes toward AI (p < 0.05). Conclusion: These findings support the incorporation of AI education within the curriculum to increase acceptance of AI as a modern tool enhancing various sectors and serving as a facilitator for teaching and learning processes.
背景:人工智能(AI)在全球各行各业的发展要求我们了解其对后代的影响。在黎巴嫩,有关人工智能对大学生行为和应用的影响的研究仍然有限。本研究旨在探讨大学生对人工智能的认识、态度和实践(KAPs),并找出影响这些方面的因素。研究方法向黎巴嫩年满 18 周岁的大学生发放了一份在线调查问卷(n = 457)。结果结果显示,绝大多数参与者(97.2%)熟悉人工智能,其中 43% 的参与者对人工智能的了解程度较高。此外,尽管据报告有 75% 的学生在大学期间使用过人工智能,但他们对人工智能在学术和专业道路上的作用和整合的态度还算令人满意(43%)。知识水平与年龄、性别、人工智能相关信息来源和知识评级等社会人口学因素之间存在明显关联(p < 0.05),而学科专业和知识评级则影响了对人工智能的态度(p < 0.05)。结论这些研究结果支持在课程中纳入人工智能教育,以提高人们对人工智能这一现代工具的接受度,促进各行各业的发展,并为教学和学习过程提供便利。
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引用次数: 0
Measuring Learning Presence as Fourth Dimension in the Community of Inquiry Survey: Defining Self-Regulation Items and Subscales through a Heutagogical Approach 将 "学习存在感 "作为 "探究社区调查 "的第四个维度进行测量:通过教学法定义自我调节项目和分量表
Pub Date : 2024-08-09 DOI: 10.3390/educsci14080862
Salvatore Nizzolino, A. Canals
The Community of Inquiry (CoI) has increased in popularity in almost 25 years due to its adaptability which has spanned from asynchronous text-based environments up to a wide range of different settings. The CoI identifies the mutual interaction of three dimensions named presences. The survey to detect the perception of presences is a Likert-scale survey based on 34 items arranged in 10 subscales which are assigned as follows: 4 to teaching presence, 3 to social presence, and 3 to cognitive presence. Several studies identified alternative arrangements of the main components as a result of EFA and CFA. Consequently, the exploration of alternative settings keeps on revealing variations in the way presences interact with each other. The ongoing debate about whether to add a fourth dimension, specifically learning presence, has produced numerous publications but no definitive revised version of the survey. This study suggests an extension of the classical survey by incorporating a supplementary set of 12 items related to learning presence inspired by the theory of heutagogy (or self-determined learning). The sample for the experimental four-dimensional CoI framework comprised 55 university students. The analysis investigated the internal correlations of this extended survey, revealing positive expectations and opportunities for further adaptations.
近 25 年来,"探究社区"(Community of Inquiry,CoI)因其适应性强,从基于文本的异步环境到各种不同的环境,越来越受欢迎。CoI 确定了名为 "存在 "的三个维度的相互影响。检测存在感的调查采用李克特量表调查,基于 10 个分量表中的 34 个项目:教学临场感为 4 分,社会临场感为 3 分,认知临场感为 3 分。有几项研究根据 EFA 和 CFA 的结果确定了主要组成部分的替代安排。因此,对其他设置的探索不断揭示出临场感相互作用方式的变化。关于是否增加第四个维度(特别是学习临场感)的争论一直没有停止过,虽然发表了许多文章,但却没有对调查问卷进行明确的修订。本研究建议对经典调查进行扩展,在 heutagogy(或自决学习)理论的启发下,增加与学习临场感相关的 12 个补充项目。实验性四维 CoI 框架的样本包括 55 名大学生。分析调查了这一扩展调查的内部相关性,揭示了积极的期望和进一步调整的机会。
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引用次数: 0
Staff Confidence in Supporting Student Mental Health: Outcomes from a Survey 工作人员对支持学生心理健康的信心:一项调查的结果
Pub Date : 2024-08-09 DOI: 10.3390/educsci14080869
Ellice Whyte, Helen Payne, Bruce Hajilou
(1) Background: The number of university students experiencing mental health problems has been a growing concern over recent decades, and support for them is now considered an inevitable part of the role of an academic. Research into the role of the academic reveals ambiguous expectations and weak support regarding their pastoral responsibilities, leading to a lack of confidence when dealing with student mental health concerns. (2) Methods: Following previous research, the present preliminary study employed an online survey (N = 43) in three schools at a university in the East of England to identify academics’ current confidence in supporting student mental health. This addressed four subscales: (i) identifying mental health concerns in students, (ii) approaching and discussing mental health concerns with students, (iii) academics’ knowledge concerning the central support services available within the university, and (iv) academics’ skills in providing ongoing support for student mental health and wellbeing. (3) Results: Female respondents scored higher than males on their knowledge concerning the central student mental health support services within the university, and 60+-year-old lecturers were least confident in identifying mental health concerns compared to 40–49- and 50–59-year-olds. (4) Conclusions: Recommendations for interventions include mental health awareness training, policy development, and a precise and nuanced description of an academic’s pastoral role and responsibilities to ensure that students receive appropriate and sufficient psychological support.
(1) 背景:近几十年来,出现心理健康问题的大学生人数日益增多,为他们提供支持已被视为学术人员不可避免的职责之一。对学者角色的研究表明,人们对他们的教牧责任的期望不明确,支持力度不够,导致他们在处理学生心理健康问题时缺乏信心。(2) 方法:根据之前的研究,本初步研究在英格兰东部一所大学的三所学校进行了一项在线调查(N = 43),以确定学者目前在支持学生心理健康方面的信心。调查涉及四个分量表:(i) 识别学生的心理健康问题;(ii) 接近学生并与学生讨论心理健康问题;(iii) 学者对校内中央支持服务的了解;(iv) 学者为学生心理健康和幸福提供持续支持的技能。(3) 结果:与 40-49 岁和 50-59 岁的讲师相比,60 岁以上的讲师在识别心理健康问题方面最没有信心。(4) 结论:建议采取的干预措施包括心理健康意识培训、政策制定,以及对教师的教牧角色和责任进行准确而细致的描述,以确保学生获得适当而充分的心理支持。
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引用次数: 0
Cognitive Reappraisal: The Bridge between Cognitive Load and Emotion 认知重评:认知负荷与情感之间的桥梁
Pub Date : 2024-08-09 DOI: 10.3390/educsci14080870
Rebecca Brockbank, David F. Feldon
Within this integrative review, cognitive load theory (CLT) is asserted as a powerful framework for conceptualizing human cognitive processes within learning. The relationship between cognition and emotion is then examined and further integrated within the scope of CLT. Emotion regulation strategies are discussed and adaptive strategies are proposed as being of particular relevance to broadening the theoretical and practical impacts of CLT. Central to the argument of this review is the use of cognitive reappraisal as a potential mitigator of cognitive load. Cognitive reappraisal involves reframing or reassessing understandings or beliefs that underlie an emotional response, which may mitigate cognitive load imposed by maladaptive emotion. It is proposed that effectively integrating adaptive emotion regulation strategies such as cognitive reappraisal in our pursuit of more effective cognitive functioning will aid in the development of a more integrated model of cognition and emotion within CLT.
在这篇综合评论中,认知负荷理论(CLT)被认为是一个强大的框架,可以将学习中的人类认知过程概念化。然后,研究了认知与情感之间的关系,并将其进一步纳入认知负荷理论的范畴。对情绪调节策略进行了讨论,并提出了适应策略,认为这些策略对于扩大CLT的理论和实践影响具有特别重要的意义。本综述的核心论点是将认知再评价作为减轻认知负荷的潜在方法。认知再评价涉及重新构建或重新评估作为情绪反应基础的理解或信念,这可能会减轻适应不良情绪带来的认知负荷。我们建议,在追求更有效的认知功能的过程中,有效地整合认知重评等适应性情绪调节策略,将有助于在文化语言学习中建立一个更加综合的认知和情绪模型。
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引用次数: 0
An Exploration of the Relationships between Emotional Well-Being, Learning Behaviour, and Academic Success in Postgraduate Students Who Combine Work with Study 对兼顾工作与学习的研究生的情感健康、学习行为和学业成功之间关系的探讨
Pub Date : 2024-08-09 DOI: 10.3390/educsci14080868
S. Geertshuis, Qian Liu
There is a growing demand for advanced education from mature learners who seek postgraduate qualifications whilst maintaining career and family responsibilities, but recent research has identified concerns regarding their well-being. This study assesses students’ emotional well-being and examines how well-being is associated with the way students learn and the grades they receive. In a survey of 206 part-time postgraduate students who worked for 30 or more hours a week, we assessed activated aspects of affective well-being (in the form of self-reported anxiety and enthusiasm), learning behaviour, and grades. We observed positive relationships between anxiety, enthusiasm, and learning behaviour and grades. Our results suggest that learning behaviour mediates the relationship between positively activated well-being (enthusiasm) and grades and that negatively activated emotional well-being (anxiety) moderates the effect of lifelong learning on grades. The implications for theory and practice are discussed.
成熟期学生对高等教育的需求与日俱增,他们在寻求研究生学历的同时,还要承担职业和家庭责任,但最近的研究发现,他们的幸福感令人担忧。本研究评估了学生的情感幸福感,并探讨了幸福感与学生的学习方式和成绩之间的关系。在对 206 名每周工作 30 小时或以上的兼职研究生进行的调查中,我们评估了情感幸福感(以自我报告的焦虑和热情的形式)、学习行为和成绩的激活方面。我们观察到焦虑、热情、学习行为和成绩之间存在正相关关系。我们的研究结果表明,学习行为是正向激活的幸福感(热情)与成绩之间关系的中介,而负向激活的情感幸福感(焦虑)则调节终身学习对成绩的影响。本文讨论了这一结果对理论和实践的影响。
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引用次数: 0
Expanding Models for Physics Teaching: A Framework for the Integration of Computational Modeling 扩展物理教学模式:计算建模整合框架
Pub Date : 2024-08-08 DOI: 10.3390/educsci14080861
Rebecca Elizabeth Vieyra, Colleen Megowan-Romanowicz, Kathi Fisler, Benjamin S. Lerner, J. Politz, S. Krishnamurthi
Teaching computation in science courses can enhance science education, but doing so requires that teachers expand the vision of their discipline beyond the traditional view of science presented in most curricula. This article describes a design-based research (DBR) program that included collaboration among high school teachers and professional development leaders in physics and computer science education. Through three years of professional development and teacher-led development, field testing, and refinement of integrated curricular resources, we have combined instructional modeling practices, physical lab materials, and computer programming activities. One of the outcomes is a co-created framework for the integration of computational modeling into physics that is sensitive to teachers’ interests and expressed needs in addition to learning goals. This framework merges two evidence-based approaches to teaching: Bootstrap:Algebra, a web-based computing curriculum that emphasizes using multiple representations of functions and scaffolds that make the programming process explicit, and Modeling Instruction in physics, an approach that emphasizes the use of conceptual models, modeling practices and representational tools. In doing so, we uncover the need to balance teachers’ visions for integration opportunities with practical instructional needs and emphasize that frameworks for integration need to reflect teachers’ values and goals.
在科学课程中教授计算可以加强科学教育,但这样做要求教师将其学科视野扩展到大多数课程所呈现的传统科学观之外。本文介绍了一项基于设计的研究(DBR)计划,该计划包括高中教师与物理和计算机科学教育专业发展领导者之间的合作。通过三年的专业发展和教师主导的发展、现场测试以及综合课程资源的完善,我们将教学建模实践、物理实验材料和计算机编程活动结合起来。成果之一是共同创建了一个将计算建模融入物理的框架,该框架除学习目标外,还关注教师的兴趣和表达的需求。该框架融合了两种以证据为基础的教学方法:Bootstrap:Algebra(一种基于网络的计算课程,强调使用多种函数表示法和支架来明确编程过程)和物理建模教学(一种强调使用概念模型、建模实践和表示工具的方法)。在此过程中,我们发现需要在教师对整合机会的设想与实际教学需求之间取得平衡,并强调整合框架需要反映教师的价值观和目标。
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引用次数: 0
The Interplay of Self-Regulated Learning, Cognitive Load, and Performance in Learner-Controlled Environments 学习者控制环境中自我调节学习、认知负荷与学习成绩的相互作用
Pub Date : 2024-08-08 DOI: 10.3390/educsci14080860
A. Gorbunova, C. Lange, Alexander Savelyev, Kseniia Adamovich, J. Costley
Learner control allows for greater autonomy and is supposed to benefit learning motivation, but it might be more advantageous for students with specific learner characteristics. The current study looks into the relationships between self-regulated learning, cognitive load, and performance within learner-controlled environments. The research was conducted in an asynchronous online setting, allowing for learner control. Cognitive load and self-regulated learning were measured using self-report questionnaires. Performance was assessed through case solutions. The participants were 97 graduate law students studying the civil code. Analysis based on structural equation modeling showed that both prior knowledge and self-regulated learning skills significantly contribute to the increase in germane cognitive load and are positively correlated with performance. The implications of these findings underscore the critical role of prior knowledge and self-regulated learning skills in shaping the cognitive processes involved in learning, ultimately impacting academic achievement. These results emphasize the need for careful consideration of learner-control options in asynchronous online environments.
学习者控制使学习者有更大的自主权,理应有利于激发学习动机,但对于具有特定学习者特征的学生来说,学习者控制可能更有优势。本研究探讨了学习者控制环境下自我调节学习、认知负荷和学习成绩之间的关系。研究在异步在线环境中进行,允许学习者控制。认知负荷和自我调节学习使用自我报告问卷进行测量。成绩则通过案例解决方案进行评估。参与者为 97 名学习民法典的法学研究生。基于结构方程模型的分析表明,先验知识和自我调节学习技能对相关认知负荷的增加有显著作用,并且与学习成绩呈正相关。这些研究结果的意义强调了先前知识和自我调节学习技能在形成学习认知过程中的关键作用,并最终影响学业成绩。这些结果强调了在异步在线环境中仔细考虑学习者控制选项的必要性。
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引用次数: 0
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