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Mediation/moderation effects of engagement, foreign language enjoyment, and ambiguity tolerance in metaverse-based foreign language learning 参与度、外语乐趣和模糊容忍度在基于元数据的外语学习中的中介/调节作用
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-09-18 DOI: 10.1186/s41239-024-00484-z
Qi Zhang

This study investigates how engagement (E), foreign language enjoyment (FLE), and ambiguity tolerance (AT) exert mediation/moderation in metaverse-based foreign language learning (FLL). Featuring augment/simulation-based experiences and self-fulfillment/external-control-oriented mechanics, metaverse provides virtualized interactive circumstances involving individuals’ embodied presence/behaviors, aligning with FLL that emphasizes social interaction. Based on the quantified survey data, partial least squares structural equation modeling (PLS-SEM) analyses investigate the significance and positivity of the mediation/moderation relations. According to the results, E exerts fully positive mediation in the effect of intrinsic motivation (IM) on learning effectiveness (LE), FLE exerts partially positive mediation in the effect of classroom social climate (CSC) on E, and AT exerts negative moderation in the positive effect of E on LE. Notably, FLE exerts insignificant mediation in the effect of growth mindset (GM) on E. Therefore, efficient metaverse-based FLL requires synergies of affective factors, i.e., intrinsic motivation, perceptions of classroom social climate, moderate degrees of ambiguity tolerance, and engagement, for sustainable and long-term language learning progress in virtual interactive experiences. At the theoretical level, the findings extend the FLL-related models and advance the understanding of FLL. At the practical level, the findings provide references for more efficient metaverse implementations in FLL.

本研究探讨了参与(E)、外语乐趣(FLE)和模糊容忍度(AT)如何在基于元虚拟的外语学习(FLL)中发挥中介/调节作用。以增强/模拟为基础的体验和以自我实现/外部控制为导向的机制为特点,元海外提供了涉及个人存在/行为的虚拟互动环境,与强调社交互动的 FLL 相吻合。基于量化的调查数据,偏最小二乘结构方程建模(PLS-SEM)分析研究了中介/调节关系的显著性和积极性。结果显示,内在动机(IM)对学习效果(LE)的影响中,E发挥了完全正向的中介作用;课堂社会氛围(CSC)对E的影响中,FLE发挥了部分正向的中介作用;E对LE的正向影响中,AT发挥了负向的调节作用。因此,要想在虚拟互动体验中实现可持续和长期的语言学习进步,高效的基于网络的 FLL 需要情感因素(即内在动机、课堂社会氛围感知、适度的模糊容忍度和参与度)的协同作用。在理论层面,研究结果扩展了 FLL 相关模型,推进了对 FLL 的理解。在实践层面,研究结果为在 FLL 中更有效地实施元数据提供了参考。
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引用次数: 0
Comparison of generative AI performance on undergraduate and postgraduate written assessments in the biomedical sciences 比较生成式人工智能在生物医学本科生和研究生书面评估中的表现
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-09-13 DOI: 10.1186/s41239-024-00485-y
Andrew Williams

The value of generative AI tools in higher education has received considerable attention. Although there are many proponents of its value as a learning tool, many are concerned with the issues regarding academic integrity and its use by students to compose written assessments. This study evaluates and compares the output of three commonly used generative AI tools, ChatGPT, Bing and Bard. Each AI tool was prompted with an essay question from undergraduate (UG) level 4 (year 1), level 5 (year 2), level 6 (year 3) and postgraduate (PG) level 7 biomedical sciences courses. Anonymised AI generated output was then evaluated by four independent markers, according to specified marking criteria and matched to the Frameworks for Higher Education Qualifications (FHEQ) of UK level descriptors. Percentage scores and ordinal grades were given for each marking criteria across AI generated papers, inter-rater reliability was calculated using Kendall’s coefficient of concordance and generative AI performance ranked. Across all UG and PG levels, ChatGPT performed better than Bing or Bard in areas of scientific accuracy, scientific detail and context. All AI tools performed consistently well at PG level compared to UG level, although only ChatGPT consistently met levels of high attainment at all UG levels. ChatGPT and Bing did not provide adequate references, while Bing falsified references. In conclusion, generative AI tools are useful for providing scientific information consistent with the academic standards required of students in written assignments. These findings have broad implications for the design, implementation and grading of written assessments in higher education.

生成式人工智能工具在高等教育中的价值受到了广泛关注。尽管有很多人支持其作为学习工具的价值,但也有很多人担心学术诚信问题以及学生使用它来撰写书面评估报告的问题。本研究对 ChatGPT、Bing 和 Bard 这三种常用的生成式人工智能工具的输出结果进行了评估和比较。每个人工智能工具都以本科(UG)4 级(1 年级)、5 级(2 年级)、6 级(3 年级)和研究生(PG)7 级生物医学课程中的作文题为提示。然后,由四名独立阅卷员根据指定的评分标准和英国高等教育资格框架(FHEQ)的等级描述进行匿名人工智能生成输出评估。对人工智能生成的论文的每个评分标准都给出了百分比分数和序数等级,使用肯德尔一致系数计算了评分者之间的可靠性,并对人工智能的生成性能进行了排名。在所有 UG 和 PG 级别中,ChatGPT 在科学准确性、科学细节和上下文方面的表现均优于 Bing 或 Bard。与 UG 水平相比,所有人工智能工具在 PG 水平上的表现都一直很好,但只有 ChatGPT 在所有 UG 水平上都一直达到高水平。ChatGPT 和 Bing 没有提供足够的参考文献,而 Bing 则伪造了参考文献。总之,生成式人工智能工具有助于提供符合学生书面作业学术标准的科学信息。这些发现对高等教育中书面评估的设计、实施和评分具有广泛的影响。
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引用次数: 0
Simple techniques to bypass GenAI text detectors: implications for inclusive education 绕过 GenAI 文本检测器的简单技术:对全纳教育的影响
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-09-09 DOI: 10.1186/s41239-024-00487-w
Mike Perkins, Jasper Roe, Binh H. Vu, Darius Postma, Don Hickerson, James McGaughran, Huy Q. Khuat

This study investigates the efficacy of six major Generative AI (GenAI) text detectors when confronted with machine-generated content modified to evade detection (n = 805). We compare these detectors to assess their reliability in identifying AI-generated text in educational settings, where they are increasingly used to address academic integrity concerns. Results show significant reductions in detector accuracy (17.4%) when faced with simple techniques to manipulate the AI generated content. The varying performances of GenAI tools and detectors indicate they cannot currently be recommended for determining academic integrity violations due to accuracy limitations and the potential for false accusation which undermines inclusive and fair assessment practices. However, these tools may support learning and academic integrity when used non-punitively. This study aims to guide educators and institutions in the critical implementation of AI text detectors in higher education, highlighting the importance of exploring alternatives to maintain inclusivity in the face of emerging technologies.

本研究调查了六种主要的生成式人工智能(GenAI)文本检测器在面对机器生成的、经过修改以逃避检测的内容(n = 805)时的功效。我们对这些检测器进行了比较,以评估它们在教育环境中识别人工智能生成文本的可靠性。结果表明,当使用简单的技术处理人工智能生成的内容时,检测器的准确率会大幅降低(17.4%)。GenAI 工具和检测器的不同表现表明,由于准确性的限制和可能出现的误判,它们目前还不能被推荐用于判定学术诚信违规行为,因为这有损于包容和公平的评估实践。不过,这些工具在非惩罚性使用时可能会支持学习和学术诚信。本研究旨在指导教育工作者和教育机构在高等教育中关键性地使用人工智能文本检测器,强调在面对新兴技术时探索替代方案以保持包容性的重要性。
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引用次数: 0
Understanding college students’ test anxiety in asynchronous online courses: the mediating role of emotional engagement 了解大学生在异步在线课程中的考试焦虑:情感投入的中介作用
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-16 DOI: 10.1186/s41239-024-00482-1
Kaili Lu, Jianrong Zhu, Feng Pang, Zhi Liu

While test anxiety is a problem in asynchronous online courses, few studies have systematically investigated learning factors influencing test anxiety in asynchronous online courses. Additionally, emotional engagement has been identified as a mediator between learning factors and test anxiety. Therefore, this study clarified the mediating role of emotional engagement between learning factors (i.e., self-efficacy, instructor-learner interaction, learner-learner interaction, perceived ease-of-use, and perceived usefulness) and test anxiety in college-level asynchronous online courses. Overall, 316 college students participated in this study. Structural equation modeling analysis examined the relationships between learning factors and test anxiety. Self-efficacy, instructor-learner interaction, and perceived ease of use had direct and significant negative influences on test anxiety. Self-efficacy, instructor-learner interaction, learner-learner interaction and perceived usefulness had indirect negative effects on test anxiety mediated by emotional engagement. The current findings indicated that instructors should consider self-efficacy, instructor-learner interaction, learner-learner interaction, perceived ease of use, and perceived usefulness when designing and conducting asynchronous online courses to reduce college students’ test anxiety.

虽然考试焦虑是异步在线课程中的一个问题,但很少有研究系统地调查了影响异步在线课程中考试焦虑的学习因素。此外,情感投入被认为是学习因素与考试焦虑之间的中介。因此,本研究阐明了在大学异步在线课程中,情感投入在学习因素(即自我效能感、教师与学习者互动、学习者与学习者互动、感知易用性和感知有用性)与考试焦虑之间的中介作用。共有 316 名大学生参与了这项研究。结构方程建模分析检验了学习因素与考试焦虑之间的关系。自我效能感、教师与学生的互动以及感知到的易用性对考试焦虑有直接且显著的负面影响。自我效能感、指导者与学习者之间的互动、学习者与学习者之间的互动以及感知到的有用性对考试焦虑有间接的负面影响,而这种影响是通过情感投入来中介的。目前的研究结果表明,教师在设计和开展异步在线课程时,应考虑自我效能感、教师与学习者互动、学习者与学习者互动、感知易用性和感知有用性,以降低大学生的考试焦虑。
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引用次数: 0
Rethinking assessment strategies to improve authentic representations of learning: using blogs as a creative assessment alternative to develop professional skills 反思评估策略,改进学习的真实表征:利用博客作为发展专业技能的创造性评估替代方案
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-12 DOI: 10.1186/s41239-024-00483-0
Mark O’Rourke, Andreanne Doyon

This research explores using blogs as an innovative assessment tool to enhance authentic learning and professional skill development in students. Unlike traditional methods, blogs foster active knowledge building and peer interaction, making learning more engaging and aligned with industry contexts. The study involved third-year planning students, in the course Governance and Planning, and utilised questionnaires, focus groups, and blog post analyses. Results indicated that blogs promoted reflective practice, facilitated peer review, and improved learning efficiencies. Despite some initial resistance and concerns about academic rigor, students found that blogging enhanced their understanding of course content and professional practices. Teacher support and peer feedback played a crucial role in this process. The literature supports blogs’ effectiveness in motivating students and aligning learning activities with real-world applications. However, assumptions about students’ familiarity with blogging were challenged, highlighting the need for thorough induction and support. Overall, blog-based assessments proved beneficial in creating authentic learning experiences and preparing students for their future careers. Future research should consider long-term studies on graduate outcomes and further explore peer review mechanisms.

本研究探讨了将博客作为一种创新的评估工具,以加强学生的真实学习和专业技能发展。与传统方法不同的是,博客促进了积极的知识积累和同伴互动,使学习更有吸引力,更符合行业背景。这项研究涉及《治理与规划》课程的三年级规划专业学生,采用了问卷调查、焦点小组和博文分析等方法。结果表明,博客促进了反思性实践,推动了同行评议,提高了学习效率。尽管最初存在一些抵触情绪和对学术严谨性的担忧,但学生们发现,博客增强了他们对课程内容和专业实践的理解。在这一过程中,教师的支持和同伴的反馈起到了至关重要的作用。文献支持博客在激励学生和将学习活动与实际应用相结合方面的有效性。然而,关于学生是否熟悉博客的假设受到了质疑,这就突出了全面引导和支持的必要性。总之,基于博客的评估被证明有利于创造真实的学习体验,为学生未来的职业生涯做好准备。未来的研究应考虑对毕业生的成果进行长期研究,并进一步探索同行评审机制。
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引用次数: 0
Interactions with educational chatbots: the impact of induced emotions and students’ learning motivation 与教育聊天机器人的互动:诱导情绪和学生学习动机的影响
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-05 DOI: 10.1186/s41239-024-00480-3
Jiaqi Yin, Tiong-Thye Goh, Yi Hu

Educational chatbots (EC) have shown their promise in providing instructional support. However, limited studies directly explored the impact of EC on learners’ emotional responses. This study investigated the induced emotions from interacting with micro-learning EC and how they impact learning motivation. In this context, the EC interactions encompassed greetings, biology learning content delivery, self-evaluation, and feedback. This study employed a between-subject experimental design involving 62 college students. Participants were randomly assigned to either the Metacognitive EC group, receiving metacognitive feedback, or the Neutral EC group, receiving neutral feedback. The results of T-tests demonstrated significant differences in specific induced emotions between the two groups while some similarities exist. Importantly, it unveiled that both Metacognitive EC and Neutral EC interactions evoked a spectrum of positive, negative, and ambivalent emotions, in which positive emotions surpassed the induced negative emotions. In general, metacognitive feedback induced fewer negative emotions than neutral feedback. PLS analysis supported the relationships between induced emotions and intrinsic motivation, with positive emotion, ambivalent emotions, and negative emotions influencing interest motivation, which, in turn, shaped other motivational components, including perceived competence, perceived value, and perceived pressure. However, the influence of positive emotion on interest was weaker in the Metacognitive than in the Neutral EC. In conclusion, the study revealed how induced emotions impact motivations and showed that the presence of metacognitive feedback reduced negative emotions and promoted motivation. These findings highlight the need for positive emotion element design and appropriate feedback that will impact learning motivations during educational chatbot interactions.

教育聊天机器人(EC)在提供教学支持方面大有可为。然而,直接探讨教育聊天机器人对学习者情绪反应的影响的研究还很有限。本研究调查了与微型学习聊天机器人互动时诱发的情绪,以及这些情绪如何影响学习动机。在这种情况下,EC 互动包括问候、生物学习内容交付、自我评价和反馈。本研究采用了主体间实验设计,共有 62 名大学生参与。参与者被随机分配到元认知EC组(接受元认知反馈)或中立EC组(接受中立反馈)。T 检验结果表明,两组在特定诱发情绪方面存在显著差异,但也有一些相似之处。重要的是,元认知反馈和中性反馈都能唤起积极、消极和矛盾的情绪,其中积极情绪超过了消极情绪。总体而言,元认知反馈比中性反馈诱发的负面情绪更少。PLS 分析支持诱导情绪与内在动机之间的关系,积极情绪、矛盾情绪和消极情绪影响兴趣动机,而兴趣动机又影响其他动机成分,包括感知能力、感知价值和感知压力。然而,积极情绪对兴趣的影响在 "元认知 "EC中弱于 "中性EC"。总之,这项研究揭示了诱导情绪如何影响学习动机,并表明元认知反馈的存在能减少消极情绪,促进学习动机。这些发现突出表明,在教育聊天机器人交互过程中,积极情绪元素设计和适当的反馈将影响学习动机。
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引用次数: 0
ChatGPT awareness, acceptance, and adoption in higher education: the role of trust as a cornerstone 高等教育对 ChatGPT 的认识、接受和采用:信任的基石作用
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-31 DOI: 10.1186/s41239-024-00478-x
Muhammad Farrukh Shahzad, Shuo Xu, Iqra Javed

As technology continues to advance, the integration of generative artificial intelligence tools in various sectors, including education, has gained momentum. ChatGPT, an extensively recognized language model created by OpenAI, has gained significant importance, particularly in education. This study investigates the awareness, acceptance, and adoption of ChatGPT, a state-of-the-art language model developed by OpenAI, in higher education institutions across China. This study applies the partial least squares structural equation modeling (PLS-SEM) method for examining data collected from 320 Chinese university students. The study’s conceptual framework integrates key determinants from the Technology Acceptance Model (TAM) and extends it by incorporating perceived intelligence as a critical factor in the adoption process. The study findings reveal that ChatGPT awareness significantly influences the intention to adopt ChatGPT. Perceived ease of use, usefulness, and intelligence significantly mediate the association between ChatGPT awareness and adoption intention of ChatGPT. Additionally, perceived trust significantly moderates the relationship between ChatGPT awareness and perceived ease of use, usefulness, and intelligence. Moving forward, in order to maintain students’ critical thinking skills and inventiveness in their assessment writing, assessments must promote the safe use of ChatGPT. Therefore, educators will be crucial in ensuring that artificial intelligence tools are used in assessments ethically and suitably by providing clear guidelines and instructions.

随着技术的不断进步,生成式人工智能工具在包括教育在内的各行各业中的整合势头日益强劲。ChatGPT是由OpenAI创建的一种广受认可的语言模型,在教育领域尤其受到重视。本研究调查了中国高等院校对OpenAI开发的先进语言模型ChatGPT的认知、接受和采用情况。本研究采用偏最小二乘结构方程建模(PLS-SEM)方法,对从 320 名中国大学生那里收集到的数据进行了分析。研究的概念框架整合了技术接受模型(TAM)中的关键决定因素,并将感知智能作为采用过程中的关键因素加以扩展。研究结果表明,对 ChatGPT 的认知极大地影响了采用 ChatGPT 的意愿。感知易用性、有用性和智能性在很大程度上调节了 ChatGPT 感知与 ChatGPT 采用意向之间的关联。此外,感知到的信任在很大程度上调节了 ChatGPT 意识与感知到的易用性、有用性和智能之间的关系。展望未来,为了保持学生在评估写作中的批判性思维能力和创造力,评估必须促进 ChatGPT 的安全使用。因此,教育工作者必须提供明确的指导和说明,确保人工智能工具在测评中的使用符合道德规范,并且恰到好处。
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引用次数: 0
Using learning analytics to explore peer learning patterns in asynchronous gamified environments 利用学习分析探索异步游戏化环境中的同伴学习模式
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-12 DOI: 10.1186/s41239-024-00476-z
Jewoong Moon, Laura McNeill, Christopher Thomas Edmonds, Seyyed Kazem Banihashem, Omid Noroozi

This study explored the dynamics of students' knowledge co-construction in an asynchronous gamified environment in higher education, focusing on peer discussions in college business courses. Utilizing epistemic network analysis, sequence pattern mining, and automated coding, we analyzed the interactions of 1,319 business students. Our findings revealed that externalization and epistemic activity were prevalent, demonstrating a strong link between problem-solving and conceptual understanding. Three primary discussion types were observed: argumentative, epistemic, and social, each with unique patterns of engagement and idea integration. Effective knowledge co-construction patterns included open-ended questions with an epistemic focus, debates serving as intense knowledge co-construction arenas, and social interactions fostering a supportive and collaborative learning environment. The introduction of gamification elements led to increased student engagement and participation. Our findings emphasize the significance of structured analysis, collaboration, and argumentation in promoting effective knowledge co-construction in peer learning settings. This study offers insights into the temporal interplay of discourse dimensions and their potential for collaborative learning, enhancing our understanding of how learning analytics can be employed to discover ways in which students co-construct knowledge in asynchronous gamified environments.

本研究探讨了高等教育异步游戏化环境中学生知识共建的动态,重点是大学商科课程中的同伴讨论。利用认识网络分析、序列模式挖掘和自动编码,我们分析了 1319 名商科学生的互动。我们的研究结果表明,外部化和认识活动非常普遍,这表明问题解决和概念理解之间存在紧密联系。我们观察到三种主要的讨论类型:争论型、认识型和社交型,每种类型都有独特的参与和想法整合模式。有效的知识共建模式包括以认识论为重点的开放式问题、作为激烈的知识共建舞台的辩论以及促进支持性协作学习环境的社交互动。游戏化元素的引入提高了学生的参与度。我们的研究结果强调了结构化分析、协作和论证对于促进同伴学习环境中有效的知识共建的重要意义。这项研究提供了关于话语维度的时间相互作用及其协作学习潜力的见解,增强了我们对如何利用学习分析来发现学生在异步游戏化环境中共同建构知识的方式的理解。
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引用次数: 0
Unveiling the dynamics and impact of emotional presence in collaborative learning 揭示协作学习中情感存在的动力和影响
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-02 DOI: 10.1186/s41239-024-00477-y
Siaw Eng Tan, Insung Jung

This study aims to understand the dynamics and impact of emotional presence in a collaborative learning environment and its effects on the learning process and outcomes. Emotional presence, defined as the experience of emotion arising from cognitive appraisals in learner-environment interactions, encompasses four dimensions: interest-curiosity, emotional regulation, expression management, and emotional awareness. Using a mixed-methods approach, we surveyed 33 Japanese college students engaged in collaborative learning activities and conducted in-depth interviews with 10 participants to gather qualitative insights. The study revealed that emotional presence evolves throughout the collaborative process, with increased emotional regulation in response to complex tasks, reflecting learners’ adaptations to varying task demands. It highlighted the importance of emotional regulation in shaping the learning process and improving outcomes in collaborative learning. Our findings suggest that heightened emotional presence, with increased emotional awareness and regulation, fosters cognitive development and learner well-being, supporting more effective and fulfilling collaborative learning experiences. The study also emphasizes the crucial role of cognitive appraisal in shaping emotional experiences, significantly influencing outcomes in technology-enhanced environments. The study concludes by proposing future research directions, such as examining the longitudinal impacts of emotional presence and exploring interventions to enhance emotional regulation skills in diverse learning contexts.

本研究旨在了解协作学习环境中情感存在的动态和影响,及其对学习过程和结果的影响。情感临场感被定义为学习者与环境互动中由认知评价产生的情感体验,包括四个维度:兴趣-好奇心、情感调节、表达管理和情感意识。我们采用混合方法,对参与协作学习活动的 33 名日本大学生进行了调查,并对 10 名参与者进行了深度访谈,以收集定性见解。研究显示,情绪存在在整个协作过程中不断演变,在应对复杂任务时情绪调节能力增强,这反映了学习者对不同任务需求的适应性。研究强调了情绪调节在塑造学习过程和提高协作学习成果方面的重要性。我们的研究结果表明,随着情绪意识和情绪调节能力的提高,情绪临场感的增强能促进认知发展和学习者的幸福感,从而支持更有效、更充实的协作学习体验。本研究还强调了认知评价在塑造情绪体验方面的关键作用,它对技术强化环境中的学习成果产生了重大影响。研究最后提出了未来的研究方向,如研究情绪存在的纵向影响,探索在不同学习环境中提高情绪调节技能的干预措施。
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引用次数: 0
An empirical analysis of EFL teachers’ digital literacy in Chinese higher education institutions 中国高等院校英语教师数字素养的实证分析
IF 8.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-06-21 DOI: 10.1186/s41239-024-00474-1
Lei Feng, Piyapong Sumettikoon

In 2022, China’s Educational Ministry, for the first time, released an industry standard for teachers’ digital literacy. This standard provides a holistic framework for teachers’ digital literacy (TDL) in five dimensions. Since few studies have investigated EFL teachers’ digital literacy, the relationships among the five dimensions proposed for EFL teachers’ digital literacy remain unknown. Therefore, this research applied a quantitative method using a five-point Likert questionnaire designed based on TDL. Ninety-two EFL teachers from two universities and one higher vocational college in China participated in this questionnaire research. Partial least squares structural equation modeling was used to assess the relationships between these five dimensions. The relationships between the five TDL dimensions were highlighted by the findings, which supported the proposed model. In addition, implications for enhancing EFL teachers’ future digital literacy have been provided to facilitate and favor EFL teachers’ digital literacy development.

2022 年,中国教育部首次发布了教师数字素养行业标准。该标准从五个维度提出了教师数字素养(TDL)的整体框架。由于很少有研究对 EFL 教师的数字素养进行调查,因此提出的 EFL 教师数字素养的五个维度之间的关系仍然未知。因此,本研究采用量化方法,设计了基于 TDL 的五点李克特问卷。来自中国两所大学和一所高职院校的92名EFL教师参与了问卷调查。研究采用偏最小二乘法结构方程模型来评估这五个维度之间的关系。研究结果表明,TDL 五个维度之间的关系支持所提出的模型。此外,还提出了提高英语教师未来数字素养的启示,以促进和推动英语教师数字素养的发展。
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引用次数: 0
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International Journal of Educational Technology in Higher Education
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