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Stakeholders’ insights on artificial intelligence education: Perspectives of teachers, students, and policymakers 利益相关者对人工智能教育的见解:教师、学生和决策者的观点
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-24 DOI: 10.1016/j.caeo.2024.100212
Ismaila Temitayo Sanusi , Friday Joseph Agbo , Oluwaseun Alexander Dada , Abdullahi Abubakar Yunusa , Kehinde D. Aruleba , George Obaido , Olayemi Olawumi , Solomon Sunday Oyelere , Centre for Multidisciplinary Research and Innovation (CEMRI)

The integration of artificial intelligence (AI) as a subject into K-12 education worldwide is still in its early stages and undoubtedly needs further investigation. There is limited effort on understanding policymakers, teachers and students’ viewpoints on AI learning within the school system. This study gathered the thoughts of key stakeholders, including policymakers, higher education and K-12 teachers, and students in Nigeria, to understand their conceptions, concerns, and dispositions, with the aim of aiding the implementation of AI in schools. We further explored the needs of the diverse stakeholders, how they can be supported and juxtaposed their views to identify their priorities and how their opinions combined could give a holistic approach to the effective implementation of AI education. This research employed a qualitative methodology using semi-structured interviews as the means of data collection. The thematic analysis of the interview data from the 21 participants indicates their conceptions, what they considered the priorities for including AI in the school system, concerns and support needed to implement AI in schools. The findings of this study contribute to the ongoing conversation on how to effectively integrate AI into school curriculum.

将人工智能(AI)作为一门学科纳入全球 K-12 教育仍处于早期阶段,无疑需要进一步研究。在了解政策制定者、教师和学生对学校系统内人工智能学习的观点方面所做的努力十分有限。本研究收集了尼日利亚政策制定者、高等教育和 K-12 教师以及学生等主要利益相关者的想法,以了解他们的观念、关注点和处置方式,目的是帮助学校实施人工智能。我们进一步探讨了不同利益相关者的需求,如何支持他们,并将他们的观点并列,以确定他们的优先事项,以及如何将他们的意见结合起来,为有效实施人工智能教育提供整体方法。本研究采用半结构式访谈的定性方法收集数据。对 21 位参与者的访谈数据进行的主题分析表明了他们的观念、他们认为将人工智能纳入学校系统的优先事项、在学校实施人工智能所需的关注和支持。本研究的结果有助于就如何有效地将人工智能纳入学校课程展开持续的讨论。
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引用次数: 0
From physical feelings to empathy: An immersive virtual reality approach to facilitate physical empathy 从身体感受到共鸣:促进身体共鸣的沉浸式虚拟现实方法
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-24 DOI: 10.1016/j.caeo.2024.100215
Xiuli Huang , Felicitas Macgilchrist

Studies have suggested that virtual reality (VR) as an ‘empathy-making machine’ has the potential to trigger historical empathy. Different VR technologies offer different levels of immersion with different educational implications. Higher immersive VR technology has shown promise in enhancing learners’ empathy levels. However, how highly immersive VR promotes learners’ historical empathy in real-life classroom settings has not been explored. Hence, this study focuses on comparing two levels of immersive VR-supported learning for historical empathy acquisition among secondary learners. A total of 49 students were recruited. A quasi-experimental design was employed and the quantitative and qualitative data were analyzed to explore participants’ historical knowledge and empathy. The quantitative data show no significant difference between immersive virtual reality (IVR) approach-supported learning and flatscreen VR-supported learning. However, the qualitative analysis suggests that the students from the IVR group showed stronger ‘physical empathy’. Intriguingly, even though the tests did not demonstrate that the students learned more in IVR-supported learning, they self-reported that they learned better in IVR-supported learning. The paper identifies implications for the connection between ‘physical empathy’ and the level of immersive technology.

研究表明,虚拟现实(VR)作为一种 "移情制造机",具有引发历史移情的潜力。不同的虚拟现实技术提供不同程度的沉浸感,具有不同的教育意义。沉浸感较强的 VR 技术有望提高学习者的移情水平。然而,高度沉浸式 VR 如何在现实课堂环境中促进学习者的历史同理心尚未得到探讨。因此,本研究重点比较了两种水平的沉浸式 VR 辅助学习对中学学习者获得历史共鸣的影响。本研究共招募了 49 名学生。研究采用了准实验设计,并分析了定量和定性数据,以探讨参与者的历史知识和移情能力。定量数据显示,沉浸式虚拟现实(IVR)方法支持的学习与平板 VR 支持的学习之间没有明显差异。然而,定性分析表明,IVR 组的学生表现出了更强的 "身体共鸣"。耐人寻味的是,尽管测试并未证明学生在 IVR 支持的学习中学习得更多,但他们自我报告说,他们在 IVR 支持的学习中学习得更好。本文指出了 "身体共鸣 "与沉浸式技术水平之间的联系。
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引用次数: 0
Feedback for learning from text: What kind and where in the text is most effective? 从课文中学习的反馈:什么样的反馈最有效?
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-24 DOI: 10.1016/j.caeo.2024.100216
Virginia Clinton-Lisell

Etextbooks have the affordance of providing immediate feedback for review questions on the content. However, it needs to be clarified what type and placement of feedback is most effective. College and high school students (N = 390) were randomly assigned to receive either correct-answer-only feedback or elaborative feedback either in the middle-and-end of the textbook excerpt or the end only. Elaborative feedback at the end of the text had more accurate posttest scores and more efficient learning (based on time reading per correct answer) than did other conditions. Metacomprehension accuracy, based on the difference between predicted performance and actual performance, did not reliably differ by condition. Neither the perceived difficulty of the text nor the review questions reliably differed based on feedback condition. This study has practical implications for the design of etextbooks provided the findings generalize across disciplines and entire etextbooks.

电子教科书可以为复习内容的问题提供即时反馈。然而,需要明确哪种类型和位置的反馈最有效。大中学生(390 人)被随机分配到只接受正确答案反馈或在课文节选的中间和末尾或只在末尾接受详细反馈。与其他条件相比,课文末尾的详细反馈在测验后的得分更准确,学习效率更高(基于每个正确答案的阅读时间)。根据预测成绩和实际成绩之间的差异计算的元理解准确率在不同条件下没有可靠的差异。在不同的反馈条件下,文本和复习题的难度感知都没有可靠的差异。这项研究对电子课本的设计具有实际意义,但前提是研究结果能在不同学科和整本电子课本中推广。
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引用次数: 0
Informing professional learning interventions with evidence-based analysis of student feedback: Implications for software use and learning clarity 通过对学生反馈进行循证分析,为专业学习干预提供依据:对软件使用和学习清晰度的影响
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-23 DOI: 10.1016/j.caeo.2024.100211
Joanne Blannin , Colin Wood , Phil Stubbs , John Hattie

This study explored the gap between teachers' perceptions of their teaching practice and students' abilities to describe their learning accurately. Using the Verso software as a reflective feedback tool alongside a personalised professional learning program, the research aimed to bridge this disconnect. Post-implementation, student feedback indicated heightened self-awareness and improved metacognitive skills. The Verso software prompted students to engage with their learning introspectively, enabling learners to develop increasingly accurate self-reflective and metacognitive skills. The findings highlight the potential of technology in enhancing professional learning and instructional efficacy.

本研究探讨了教师对其教学实践的看法与学生准确描述其学习情况的能力之间的差距。该研究将 Verso 软件作为反思反馈工具,与个性化专业学习计划相结合,旨在弥合这种脱节。实施后,学生的反馈表明,他们的自我意识增强了,元认知能力也得到了提高。Verso 软件促使学生对自己的学习进行反思,使学习者能够发展出越来越准确的自我反思和元认知技能。研究结果凸显了技术在提高专业学习和教学效率方面的潜力。
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引用次数: 0
Opportunities overcome challenges in adopting immersive virtual reality in online learning 在在线学习中采用沉浸式虚拟现实技术的机遇和挑战
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-23 DOI: 10.1016/j.caeo.2024.100208
Rhodora Abadia, Jonathan Fritsch, Shokry Abdelaal, Thilini Jayawickrama

The use of immersive Virtual Reality (IVR) has witnessed an increasing demand in online learning, though challenges are slowing its adoption. This paper presents a scoping review on the deployment of IVR in online learning: its utilisation, challenges, and opportunities. The study reveals that IVR is mainly used to provide remote access to learning experiences, improve cognitive, affective and skills outcomes, and simulate experiences that are often available in traditional classrooms. Hardware-related issues are among the greatest challenges for the ubiquitous use of IVRs in online learning, with internet access being cited as the primary concern. Cost of hardware, physical side-effects, software design and amount of educator training required have also been raised as common challenges. The analysis of the reported opportunities revealed that the increasing availability of VR technologies shows the potential to overcome these challenges associated with hardware, where smartphone devices are still considered the most accessible and scalable tool. In addition, the increasing availability of modelling software creates an opportunity for faster and cheaper development of VR applications. Furthermore, the use of IVR in online learning presents solutions to common online learning issues associated with reduced student engagement and learning, access to work-based activities and lack of connectedness.

身临其境的虚拟现实技术(IVR)在在线学习中的应用需求日益增长,但其应用也面临着一些挑战。本文对 IVR 在在线学习中的应用:其使用情况、挑战和机遇进行了范围界定。研究显示,IVR 主要用于提供远程学习体验,提高认知、情感和技能成果,以及模拟传统教室中常见的体验。与硬件相关的问题是在在线学习中普遍使用 IVR 所面临的最大挑战之一,而互联网接入被认为是首要问题。硬件成本、物理副作用、软件设计和所需的教育培训量也是共同面临的挑战。对所报告机遇的分析表明,VR 技术的日益普及显示出克服这些与硬件有关的挑战的潜力,而智能手机设备仍被认为是最容易获得和可扩展的工具。此外,建模软件的日益普及为更快、更便宜地开发 VR 应用程序创造了机会。此外,在在线学习中使用 IVR 还为常见的在线学习问题提供了解决方案,这些问题与学生参与度和学习效果下降、参加基于工作的活动以及缺乏联系有关。
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引用次数: 0
Schoolfeeds: A study of principals’ governance of school social media pages and students’ data, privacy and treatment Schoolfeeds:校长对学校社交媒体页面的管理以及学生数据、隐私和待遇的研究
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-23 DOI: 10.1016/j.caeo.2024.100213
Karley Beckman , Tiffani Apps , Sue Bennett

It is common for contemporary schools to have a presence on social media for the purpose of connecting with the school community and often the wider public. Drawing on the perspectives of five Australian non-government principals, the study explored why schools engaged with social media and the approaches used to manage the school's social media activities. We found that the main perceived value was in marketing the school to prospective families, which required active curation of posts and comments to ensure a positive image was presented and maintained. We further found that principals consider social media platforms to be neutral mechanisms for communication, not dissimilar to previous forms of communication long used by schools to engage with their communities. When viewed through a data justice lens, we argue that these views result in unintended consequences by presenting an image of the school that does not represent the diversity of its students and activities and by perpetuating the exploitative practices of commercial platforms that commodify students’ data. There are also missed opportunities for schools to better promote their educational goals and activate students as agents in representing themselves online and developing their data literacy. We propose that by adopting the term ‘schoolfeeds’ we can promote a more critical engagement with school social media that can lead to better policy and practice.

当代学校普遍使用社交媒体,以便与学校社区以及更广泛的公众建立联系。本研究从澳大利亚五所非公立学校校长的视角出发,探讨了学校参与社交媒体的原因以及管理学校社交媒体活动的方法。我们发现,学校认为社交媒体的主要价值在于向潜在家庭推销学校,这就需要积极策划帖子和评论,以确保展示和维护学校的正面形象。我们还发现,校长们认为社交媒体平台是一种中立的交流机制,与学校长期以来用于与社区互动的以往交流形式并无二致。从数据公正的角度来看,我们认为这些观点会造成意想不到的后果,因为它们展示的学校形象并不代表其学生和活动的多样性,而且会延续商业平台将学生数据商品化的剥削做法。此外,学校还错失了更好地促进其教育目标、激活学生作为代理人在网上展示自我和发展其数据素养的机会。我们建议,通过采用 "学校供稿 "这一术语,我们可以促进对学校社交媒体的批判性参与,从而制定出更好的政策并付诸实践。
{"title":"Schoolfeeds: A study of principals’ governance of school social media pages and students’ data, privacy and treatment","authors":"Karley Beckman ,&nbsp;Tiffani Apps ,&nbsp;Sue Bennett","doi":"10.1016/j.caeo.2024.100213","DOIUrl":"10.1016/j.caeo.2024.100213","url":null,"abstract":"<div><p>It is common for contemporary schools to have a presence on social media for the purpose of connecting with the school community and often the wider public. Drawing on the perspectives of five Australian non-government principals, the study explored why schools engaged with social media and the approaches used to manage the school's social media activities. We found that the main perceived value was in marketing the school to prospective families, which required active curation of posts and comments to ensure a positive image was presented and maintained. We further found that principals consider social media platforms to be neutral mechanisms for communication, not dissimilar to previous forms of communication long used by schools to engage with their communities. When viewed through a data justice lens, we argue that these views result in unintended consequences by presenting an image of the school that does not represent the diversity of its students and activities and by perpetuating the exploitative practices of commercial platforms that commodify students’ data. There are also missed opportunities for schools to better promote their educational goals and activate students as agents in representing themselves online and developing their data literacy. We propose that by adopting the term ‘schoolfeeds’ we can promote a more critical engagement with school social media that can lead to better policy and practice.</p></div>","PeriodicalId":100322,"journal":{"name":"Computers and Education Open","volume":"7 ","pages":"Article 100213"},"PeriodicalIF":4.1,"publicationDate":"2024-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666557324000533/pdfft?md5=b89949d6677fafc8f57f15e49e264012&pid=1-s2.0-S2666557324000533-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142088008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Contextual considerations in TPACK: Collaborative processes in initial teacher education 教师专业知识库的背景考虑:初始师范教育的合作过程
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-08 DOI: 10.1016/j.caeo.2024.100207
Tara McDougall, Michael Phillips

The importance of educational technologies continues to be revealed in contemporary classrooms and has consequently resulted in calls for those in initial teacher education programs to engage with contexts in which they can develop and demonstrate their technological, pedagogical and content knowledge (TPACK). Despite TPACK being one of the world's most frequently used frameworks for understanding teachers’ technology integration (Hew et al., 2019; Niederhauser & Lindström, 2018), conceptualisations of the contexts in which pre-service teachers develop and demonstrate their TPACK are often confined to physical locations (Phillips et al., 2016; Phillips, 2016b; Rosenberg & Koehler, 2015). This research takes a broader consideration of ‘context’ through explorations of empirical data from a study of Australian pre-service teachers (PSTs) collaboratively planning, delivering and reflecting on team-taught, online, high school STEM classes in an attempt to answer the research question driving this research: What contextually situated learning process shape pre-service teachers’ TPACK development? Data from a series of semi-structured interviews revealed changes in the ways in which pre-service teachers conceptualised their TPACK. More importantly, this study found that the situated learning processes of induction, transferability, positive interdependence, synchronicity, and negotiability (Johnson and Johnson, 1994; Dillenbourg, 1999) were particularly important in explaining how participants understood and explained their TPACK acquisition and enactment. This research also highlights the importance of intentional design decisions by teacher educators to consider broader conceptualisations of ‘contexts’ which illustrate the importance of situated and collaborative learning opportunities to shape pre-service teachers TPACK. Importantly, these designs in this setting also empowered pre-service teachers to take risks with their praxis as they reported a feeling of emotional safety when teaching with a liminal peer. Consequently, the power of collaborative processes and interactions were revealed as new contextual considerations in the TPACK framework.

教育技术在当代课堂中的重要性不断显现,因此,人们呼吁初始教师教育项目的参与者参与到能够发展和展示其技术、教学和内容知识(TPACK)的环境中。尽管 TPACK 是世界上最常用的理解教师技术整合的框架之一(Hew 等人,2019 年;Niederhauser & Lindström,2018 年),但对职前教师开发和展示其 TPACK 的情境的概念化往往局限于物理位置(Phillips 等人,2016 年;Phillips,2016b;Rosenberg & Koehler,2015 年)。本研究对 "情境 "进行了更广泛的考量,通过探索澳大利亚职前教师(PSTs)合作规划、实施和反思团队授课的在线高中 STEM 课程的经验数据,试图回答推动本研究的研究问题:是什么样的情境学习过程塑造了职前教师的 TPACK 发展?通过一系列半结构式访谈获得的数据显示,职前教师对其 TPACK 概念的理解发生了变化。更重要的是,本研究发现,归纳、可迁移性、积极的相互依存性、同步性和可协商性(Johnson 和 Johnson,1994;Dillenbourg,1999)等情景学习过程对于解释参与者如何理解和解释他们的 TPACK 获取和发展尤为重要。这项研究还强调了教师教育者有意识的设计决定的重要性,即考虑更广泛的 "情境 "概念,这说明了情境和协作学习机会对形成职前教师专题知识的重要性。重要的是,在这一环境中的这些设计还赋予了职前教师在实践方面承担风险的能力,因为他们报告说,在与边缘同伴一起教学时有一种情感上的安全感。因此,合作过程和互动的力量被揭示为 TPACK 框架中新的背景因素。
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引用次数: 0
Unveiling the TPACK pathways: Technology integration and pedagogical evolution in rural South African schools 揭开 TPACK 途径的面纱:南非农村学校的技术整合与教学发展
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-08 DOI: 10.1016/j.caeo.2024.100206
Brian Shambare , Clement Simuja

The rural schooling environment in the Global South, such as South Africa, faces unique challenges due to low socio-economic status, lack of resources and poor funding. The frequent integration of technologies favoured by these rural teachers suggests, consciously or unconsciously, the development of technological pedagogical content knowledge (TPACK). However, the process of construction and development of this specialized knowledge remains largely unknown. It is also unclear how TPACK evolves in teachers in rural schools in the Global South, particularly those who did not receive formal or informal technology instruction during their initial teacher training or through professional teacher development training. This study adopted Vygotsky's socio-cultural theory and Koehler and Mishra's TPACK framework and collected data through questionnaires, semi-structured interviews and sharing circles. Findings revealed that while teachers show varying levels of TPACK, the context-specific, dynamic nature of TPACK was evident, as teachers often developed this knowledge incrementally and informally. The chapter indicates that despite the absence of structured training, teachers have begun to integrate technology into their pedagogy and content knowledge. However, their development of TPACK is uneven and emerging and often driven by personal initiative. The study concludes that for effective technology integration, teacher training programs should encompass TPACK's nuanced, contextual, and evolving aspects. Implications suggest that mentoring and continuous professional development are essential to enhance teachers’ technological integration skills, thereby improving teaching and learning in rural settings. Implications underscore the importance of continuous professional development and the establishment of supportive school cultures to nurture technology integration, thereby contributing to the pedagogical evolution in rural South African schools.

由于社会经济地位低下、资源匮乏和资金短缺,南非等全球南方国家的农村学校教育环境面临着独特的挑战。这些农村教师喜欢频繁地整合各种技术,这表明他们自觉或不自觉地发展了技术教学内容知识(TPACK)。然而,这种专业知识的构建和发展过程在很大程度上仍然是未知的。全球南部农村学校的教师,尤其是那些在最初的教师培训或教师专业发展培训中没有接受过正规或非正规技术指导的教师,是如何形成 TPACK 的,目前也还不清楚。本研究采用维果茨基的社会文化理论和科勒与米什拉的 TPACK 框架,通过问卷调查、半结构式访谈和分享圈收集数据。研究结果表明,尽管教师们的 TPACK 水平参差不齐,但 TPACK 在具体情境中的动态性质是显而易见的,因为教师们通常是以渐进和非正式的方式发展这些知识的。本章指出,尽管缺乏有组织的培训,教师们已经开始将技术融入他们的教学法和内容 知识中。然而,他们对 TPACK 的发展是不平衡的,是新兴的,往往是由个人主动性驱动的。研究得出结论,为了有效地进行技术整合,教师培训计划应包括 TPACK 的细微差别、背景和不断发展的方面。研究启示表明,指导和持续的专业发展对提高教师的技术整合技能至关重要,从而改善农村地区的教与学。启示强调持续的专业发展和建立支持性的学校文化对培养技术整合的重要性,从而促进南非农村学校的教学发展。
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引用次数: 0
Locating TPACK XK between theory and practice: Reflective practice, applied ethics, and technoskeptical dispositions 在理论与实践之间定位 TPACK XK:反思性实践、应用伦理和技术怀疑态度
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-05 DOI: 10.1016/j.caeo.2024.100204
Marie K. Heath , Stephanie Moore

The problem of context, contextualization, and XK has stalked TPACK since its inception. We suggest that efforts in education technology to deepen the theory and scholarship around this domain of knowing have run up against the field's tendency toward discrete interpretations of TPACK, its continued reluctance to explore socio-cultural influences on education and technology, and the inherent tensions between abstracted theoretical models and the realities of practice they represent. Additionally, context raises important ethical considerations that are deeply embedded in educational technology selection and use. In an attempt to reject the binary of theory and practice and also extend the relationships between contextual and ethical knowledge in TPACK, we propose ways the field can extend both research and practice related to XK through reflective practice, professional ethics, and technoskeptical dispositions. Using examples from classroom practices, we have developed reflective and critical questions to elicit connections between TPACK, XK, and ethics which include hyper-local and narrow contexts as well as broader socio-cultural contexts. Intersecting ethics with TPACK helps educators situate the profession of education within society; consider the broad social implications of technology, pedagogy, and content separately and as TPACK; and work toward commitments for learning and social justice through the actions of the good enough.

自TPACK诞生以来,情境、情境化和XK问题一直困扰着TPACK。我们认为,在教育技术领域,围绕这一知识领域深化理论和学术研究的努力遇到了以下问题:该领域倾向于对 TPACK 进行离散的解释,始终不愿探讨社会文化对教育和技术的影响,抽象的理论模型与它们所代表的实践现实之间存在固有的紧张关系。此外,情境还提出了深植于教育技术选择和使用中的重要伦理问题。为了摒弃理论与实践的二元对立,同时拓展 TPACK 中情境知识与伦理知识之间的关系,我们提出了本领域可以通过反思性实践、职业道德和技术怀疑态度来拓展与 XK 相关的研究与实践的方法。利用课堂实践中的实例,我们提出了反思性和批判性的问题,以引出 TPACK、XK 和伦理之间的联系,其中包括超本地和狭隘的背景以及更广泛的社会文化背景。将伦理与 TPACK 相结合,有助于教育工作者将教育职业置于社会之中;考虑技术、教学法和内容分别以及作为 TPACK 的广泛社会影响;并通过足够好的行动,努力实现对学习和社会正义的承诺。
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引用次数: 0
Accuracy and effectiveness of an orchestration tool on instructors’ interventions and groups’ collaboration 协调工具对教师干预和小组合作的准确性和有效性
IF 4.1 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-21 DOI: 10.1016/j.caeo.2024.100203
LuEttaMae Lawrence , Emma Mercier , Taylor Tucker Parks , Nigel Bosch , Luc Paquette

This paper presents the development of a novel orchestration tool that predicts collaborative problem-solving (CPS) behaviors of undergraduate engineering groups and investigates the use of that tool by instructors. We explore the impact of receiving real-time, machine-learning, model-based prompts on 1) instructors’ orchestration strategies, which are strategies instructors use to manage and facilitate collaborative activities, and 2) groups’ participation, including how groups are engaged in CPS activities. The orchestration tool is a dashboard that notifies instructors of—and advises them on—monitoring and intervening with groups who may need collaborative support and guidance. We describe the accuracy of the models in predicting CPS behaviors and of instructors in identifying these behaviors in the classroom. We then describe how real-time prompts from models can affect instructors’ orchestration strategies and students’ participation. Our findings show that there is variability in the accuracy of our machine learning models and that instructors are better at identifying predictive behaviors as compared to the models. Instructors in this context engaged in orchestration strategies, like monitoring and probing when using the orchestration tool, and groups of students were largely talking while on-task across classes. We triangulate across data sources to examine the effectiveness of the orchestration tool in the classroom and share pedagogical and technical implications for the field.

本文介绍了一种新型协调工具的开发情况,该工具可预测本科生工程小组的协作解决问题(CPS)行为,并研究了指导教师对该工具的使用情况。我们探讨了接收基于机器学习模型的实时提示对以下两个方面的影响:1)指导教师的协调策略,即指导教师用于管理和促进协作活动的策略;2)小组的参与情况,包括小组如何参与 CPS 活动。协调工具是一个仪表板,可通知指导教师并建议他们对可能需要协作支持和指导的小组进行监控和干预。我们介绍了模型预测 CPS 行为的准确性,以及教师在课堂上识别这些行为的准确性。然后,我们描述了模型的实时提示如何影响教师的协调策略和学生的参与。我们的研究结果表明,机器学习模型的准确性存在差异,与模型相比,教师更善于识别预测行为。在这种情况下,指导教师参与了协调策略,如在使用协调工具时进行监控和探查,而学生群体在跨班完成任务时基本上都在交谈。我们对各种数据源进行了三角测量,以检验协调工具在课堂上的有效性,并分享了该领域的教学和技术影响。
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引用次数: 0
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