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Will generative AI replace teachers in higher education? A study of teacher and student perceptions 生成式人工智能会取代高等教育中的教师吗?对教师和学生看法的研究
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-29 DOI: 10.1016/j.stueduc.2024.101395
Cecilia Ka Yuk Chan, Louisa H.Y. Tsi

This paper evaluates the potential of generative artificial intelligence (AI) in higher education, specifically its capacity to replace or assist human teachers. By reviewing relevant literature and analysing survey data from students and teachers, this mixed-methods study provides a comprehensive perspective on the future role of educators in the face of advancing generative AI technologies. An online survey was conducted to explore the perceptions of 399 university students and 184 teachers across different disciplines in eight higher education institutions in Hong Kong concerning the use of generative AI technologies. Findings suggest that although some believed generative AI may eventually replace teachers, the majority of participants argued that human teachers possess unique qualities, including critical thinking and emotions, which make them irreplaceable. Similarly, findings also emphasized the importance of social-emotional competencies developed through human interactions, something which generative AI technologies cannot currently replicate. Crucially, this study further found that students value and respect their human teachers, even as generative AI becomes more prevalent. As such, the authors propose that teachers can seek to effectively integrate generative AI to enhance teaching and learning without viewing it as their replacement. To do so, they must understand how generative AI can work well with teachers and students, avoid potential pitfalls, develop AI literacy, and address practical issues including ethics and privacy. Recommendations are offered on how universities, teachers, and students can adopt generative AI technologies in an approach that balances the strengths of human educators with generative AI technologies. As the future of education lies in the synergy between human teachers and generative AI, teachers, students, and universities should all understand and refine their unique qualities in order to effectively navigate the integration of generative AI, ensuring well-rounded and impactful learning experiences.

本文评估了生成式人工智能(AI)在高等教育中的潜力,特别是其取代或协助人类教师的能力。通过回顾相关文献并分析来自学生和教师的调查数据,这项混合方法研究提供了一个全面的视角,探讨面对不断进步的生成式人工智能技术,教育工作者的未来角色。本研究进行了一项在线调查,以探讨香港八所高等教育机构不同学科的 399 名大学生和 184 名教师对使用生成式人工智能技术的看法。调查结果显示,虽然有些人认为人工智能最终可能会取代教师,但大多数参与者认为人类教师拥有独特的品质,包括批判性思维和情感,这使他们不可替代。同样,研究结果还强调了通过人际交往培养的社会情感能力的重要性,而这正是生成式人工智能技术目前无法复制的。最重要的是,这项研究进一步发现,即使在人工智能越来越普及的情况下,学生们仍然重视并尊重他们的人类教师。因此,作者建议教师可以设法有效地整合生成式人工智能,以提高教学效果,而不要将其视为教师的替代品。为此,他们必须了解生成式人工智能如何与教师和学生良好合作,避免潜在的陷阱,培养人工智能素养,并解决包括伦理和隐私在内的实际问题。本文就大学、教师和学生如何采用生成式人工智能技术提出了建议,以平衡人类教育工作者与生成式人工智能技术之间的优势。由于教育的未来在于人类教师与生成式人工智能之间的协同作用,教师、学生和大学都应了解并完善自身的独特品质,以便有效地驾驭生成式人工智能的整合,确保获得全面而有影响力的学习体验。
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引用次数: 0
A qualitative evaluation study of introducing game-based learning methods during pre-service teachers’ Internship 在职前教师实习期间引入游戏式学习方法的定性评估研究
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-22 DOI: 10.1016/j.stueduc.2024.101388
Cindy De Smet

This study presents the results of a qualitative evaluation of how pre-service teachers incorporate games into their classroom practices during internships. Two Game-Based Learning (GBL) methods, namely the PCaRD model and the GameChangers approach, were introduced to assist pre-service teachers in delivering game-based learning activities effectively within disciplines such as English and Sports, as part of their university course requirements. Data was collected from 48 pre-service teachers, highlighting the perceived benefits of both methods in teaching with games and emphasizing their complementarity. Essential competencies identified included prior gaming experience, training in game creation, digital skills, and understanding of student behavior and reactions. Main challenges encountered included time constraints, classroom equipment deficiencies, class management issues, pupil behavior, and aligning games with the curriculum.

本研究介绍了对职前教师在实习期间如何将游戏融入课堂实践的定性评估结果。作为大学课程要求的一部分,研究引入了两种基于游戏的学习(GBL)方法,即 PCaRD 模式和 GameChangers 方法,以帮助职前教师在英语和体育等学科中有效开展基于游戏的学习活动。收集了 48 名职前教师的数据,突出了这两种方法在游戏教学中的优势,并强调了它们的互补性。所确定的基本能力包括先前的游戏经验、游戏创作培训、数字技能以及对学生行为和反应的理解。遇到的主要挑战包括时间限制、教室设备不足、班级管理问题、学生行为以及游戏与课程的协调。
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引用次数: 0
Circumventing construct-irrelevant variance in international assessments using cognitive diagnostic modeling: A curriculum-sensitive measure 利用认知诊断模型规避国际评估中与建构无关的差异:对课程敏感的测量方法
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-19 DOI: 10.1016/j.stueduc.2024.101393
Hannah Heister , Rolf Strietholt , Philipp Doebler , Purya Baghaei

International large-scale assessments such as TIMSS administer achievement tests that are based on an analysis of national curricula to compare student achievement across countries. The organizations that coordinate these studies use Rasch or more generalized item response theory (IRT) models in which all test items are assumed to measure a single latent ability. The test responses are then used to estimate this ability, and the ability scores are used to compare countries.

A central but yet-to-be-contested assumption of this approach is that the achievement tests measure an unobserved unidimensional continuous variable that is comparable across countries. One threat to this assumption is the fact that countries and even regions or school tracks within countries have different curricula. When seeking to fairly compare countries, it seems legitimate to account for the fact that applicable curricula differ and that some students may not have been taught the full test content yet. When seeking to fairly compare countries, it seems imperative to account for the fact that national curricula differ and that some countries may not have taught the full test content yet. Nevertheless, existing IRT-based rankings ignore such differences.

The present study proposes a direct method to deal with differing curricula and create a fair ranking of educational quality between countries. The new method compares countries solely on test content that has already been taught; it uses information on whether students have mastered skills taught in class or not and does not consider contents that have not been taught yet. Mastery is assessed via the deterministic-input, noisy, “and” gate (DINA) model, an interpretable and tractable cognitive diagnostic model. To illustrate the new method, we use data from TIMSS 1995 and compare it to the IRT-based scores published in the international study report. We find a mismatch between the TIMSS test contents and national curricula in all countries. At the same time, we observe a high correlation between the scores based on the new method and the conventional IRT scores. This finding underscores the robustness of the performance measures reported in TIMSS despite existing differences across national curricula.

国际大规模评估(如 TIMSS)在分析国家课程的基础上进行成绩测试,以比较各国 学生的成绩。协调这些研究的组织使用 Rasch 或更广义的项目反应理论(IRT)模型,其中所有测试项目都被假定为测量一种潜在能力。这种方法的一个核心但尚待争议的假设是,成绩测验测量的是一个未观察到的单维度连续变量,这种变量在各国之间具有可比性。对这一假设的一个威胁是,各国,甚至各国国内的地区或学校都有不同的课程。在寻求对各国进行公平比较时,考虑到适用的课程不同,以及一些学生可能尚未学习全部测试内容,似乎是合理的。在寻求对各国进行公平比较时,似乎必须考虑到各国的课程设置不同,而且有些国家可能尚未教授全部测试内容。然而,现有的基于 IRT 的排名忽略了这些差异。本研究提出了一种直接的方法来处理不同的课程,并对各国的教育质量进行公平排名。新方法仅根据已教授的测试内容对各国进行比较;它使用的信息是学生是否掌握了课堂上教授的技能,而不考虑尚未教授的内容。掌握程度通过确定性输入、噪声、"和 "门(DINA)模型进行评估,该模型是一种可解释、可操作的认知诊断模型。为了说明这一新方法,我们使用了 1995 年国际数学与科学教育峰会(TIMSS)的数据,并将其与国际研究报告中公布的基于 IRT 的分数进行了比较。我们发现,所有国家的 TIMSS 测试内容与国家课程之间都存在不匹配。与此同时,我们发现基于新方法的分数与传统的 IRT 分数之间具有很高的相关性。这一发现突出表明,尽管各国课程之间存在差异,但 TIMSS 报告的成绩衡量标准是可靠的。
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引用次数: 0
Bridging perspectives: Insights from different stakeholders on data coaching in education 沟通观点:不同利益攸关方对教育数据指导的见解
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-12 DOI: 10.1016/j.stueduc.2024.101392
Iris Decabooter , Ariadne Warmoes , Els Consuegra , Roos Van Gasse , Evelyn Goffin , Katrien Struyven

This study focuses on the role of data coaches in data-based decision-making (DBDM) in education. Interviews and focus groups with academics and practitioners were conducted to understand the needs and challenges regarding data coaching. The study highlights the collaborative nature of data coaching and suggests the involvement of multiple coaches, both internal and external to the school. Distinctions between primary and secondary education contexts are revealed. The practitioners encountered challenges in articulating the specific practices, knowledge, and skills required for a data coach. Despite these challenges, the study provides valuable insights for future research and contributes to a comprehensive understanding of data coaching in education. This study increases the understanding of the various requirements and preferences related to the role of data coaches in promoting effective data-based decision making practices, as data coaches and school teams collaborate closely.

本研究侧重于数据指导在教育领域基于数据的决策(DBDM)中的作用。研究人员与学者和从业人员进行了访谈和焦点小组讨论,以了解数据指导方面的需求和挑战。研究强调了数据指导的协作性质,并建议学校内外的多位指导者参与其中。研究揭示了小学和中学教育背景之间的区别。实践者在阐明数据指导所需的具体实践、知识和技能方面遇到了挑战。尽管存在这些挑战,本研究仍为今后的研究提供了宝贵的见解,有助于全面了解教育领域的数据指导。随着数据教练和学校团队的密切合作,这项研究加深了人们对数据教练在促进有效的数据决策实践中的作用所涉及的各种要求和偏好的理解。
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引用次数: 0
Investigating behavioral patterns to facilitate performance predictions during online peer assessment through learning analytics approach 调查行为模式,通过学习分析方法促进在线互评期间的绩效预测
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-10 DOI: 10.1016/j.stueduc.2024.101394
Meiling Jin , Qiang Jiang , Weiyan Xiong , Qi Li , Yanan Feng , Wei Zhao

Insights into student behavioral patterns yield benefits for both educators and learners. Nevertheless, only a few studies have investigated the behavioral patterns of high-scoring (HS) and low-scoring (LS) students to facilitate predictions during peer assessment (PA). Therefore, we performed learning analytics to explore the behavioral patterns of HS and LS students in 52 university students from affective, cognitive, and metacognitive perspectives as these students engage in online PAs. The results indicated that on the affective dimension, HS students tended to exhibit negative affection while LS students tended to display positive affection. On the cognitive dimension, HS students demonstrated more intricate transformations compared to the LS students. Regarding the metacognitive dimension, LS students more likely reflected upon and accepted the reviews provided by others than the HS. Additionally, the findings also revealed that HS students were supported by focused social networks and overall stable activity engagement, whereas the LS students were less engaged at the beginning of the activity but had evolving social networks and were more engaged in the later stages of the activity. These findings offer valuable insights for educators in effectively predicting student performance based on behavioral patterns while providing new perspectives to support instructional decision-making processes.

了解学生的行为模式对教育者和学习者都有好处。然而,只有少数研究调查了高分学生(HS)和低分学生(LS)的行为模式,以便在同伴评价(PA)过程中进行预测。因此,我们对 52 名大学生进行了学习分析,从情感、认知和元认知角度探讨了高分学生和低分学生在参与在线互评时的行为模式。结果表明,在情感维度上,HS 学生倾向于表现出消极的情感,而 LS 学生则倾向于表现出积极的情感。在认知维度上,与通识教育学生相比,高中生表现出更复杂的转变。在元认知维度上,通识教育科学生比高等教育科学生更倾向于反思和接受他人的评价。此外,研究结果还显示,高年级学生有集中的社交网络和整体稳定的活动参与度,而低年级学生在活动初期参与度较低,但社交网络不断发展,在活动后期参与度较高。这些发现为教育工作者根据行为模式有效预测学生成绩提供了宝贵的见解,同时也为支持教学决策过程提供了新的视角。
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引用次数: 0
Understanding changes in learner engagement with peer feedback giving in EFL writing: A longitudinal study 了解 EFL 写作中学习者参与同伴反馈的变化:纵向研究
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-10 DOI: 10.1016/j.stueduc.2024.101391
Jing Li , Lianjiang Jiang

This longitudinal case study investigates three EFL learners’ engagement changes with peer feedback giving from affective, behavioral and cognitive perspectives over an academic year. Data were collected from multiple sources, including learners’ texts, feedback messages, open-ended questionnaire, stimulated recalls, and semi-structured interviews. The findings show that the three dimensions of learner engagement with peer feedback giving interacted with each other dynamically during the academic year. While learners’ positive affective engagement promoted their cognitive and behavioral engagement, their negative feelings did not necessarily restrain the enhancement of the other two aspects. In turn, learners’ cognitive and behavioral engagement could either promote or hinder their affective engagement. This study advances our understanding of the multifaceted and dynamic nature of learner engagement with peer feedback giving. It provides pedagogical implications for writing educators to develop teaching strategies to promote learner engagement and maximize learning opportunities in the feedback giving process.

本纵向案例研究从情感、行为和认知角度,调查了三名英语学习者在一学年中参与同伴反馈的变化。数据收集来自多个渠道,包括学习者的文本、反馈信息、开放式问卷、激励回忆和半结构式访谈。研究结果表明,在这一学年中,学习者参与同伴反馈的三个维度是动态互动的。虽然学习者的积极情感参与促进了他们的认知和行为参与,但他们的消极情绪并不一定会抑制其他两个方面的提升。反过来,学习者的认知和行为参与也会促进或阻碍他们的情感参与。这项研究加深了我们对学习者参与同伴反馈的多面性和动态性的理解。它为写作教育工作者提供了教学启示,帮助他们制定教学策略,在反馈过程中促进学习者的参与并最大限度地增加学习机会。
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引用次数: 0
Research on the effect of mixed teaching strategies on students' ambidextrous innovation 混合式教学策略对学生灵巧创新能力的影响研究
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-05 DOI: 10.1016/j.stueduc.2024.101390
Xiao Meng , Deqiang Niu , Lili Ding , Lei Wang

Mixed teaching strategies have caused a fierce debate about teaching quality in China's higher education. Based on theories of constructivism and self-regulation, we examine the impact of mixed teaching strategies on learners' ambidextrous innovation capacities. Utilizing a questionnaire survey of 412 undergraduate and graduate students from 36 Chinese higher education institutions, this research demonstrates that combining metacognitive strategies with motivational and collaborative approaches enhances exploratory innovation ability, while the pairing of metacognitive and collaborative strategies promotes exploitative innovation. Furthermore, the study identifies significant differences in the effectiveness of mixed teaching strategies based on students' self-efficacy and teaching acceptance levels. These findings highlight the importance of tailoring mixed teaching strategies to individual characteristics for optimal learning outcomes and fostering students' innovative potential. This research contributes to the discourse on effective teaching practices in Chinese higher education by proposing a mixed teaching strategies matrix informed by self-efficacy and teaching acceptance, offering valuable guidance for educators seeking to cultivate students' innovative abilities.

混合式教学策略在中国高等教育中引起了关于教学质量的激烈讨论。基于建构主义和自我调节理论,我们研究了混合教学策略对学习者双向创新能力的影响。通过对来自 36 所中国高等院校的 412 名本科生和研究生进行问卷调查,本研究表明,将元认知策略与激励和协作方法相结合能提高探索性创新能力,而元认知策略与协作策略的搭配则能促进开发性创新。此外,研究还发现,基于学生的自我效能感和教学接受程度,混合教学策略的效果存在显著差异。这些发现凸显了根据个人特点调整混合教学策略以获得最佳学习效果和培养学生创新潜能的重要性。本研究提出了以自我效能感和教学接受度为基础的混合教学策略矩阵,为教育工作者培养学生的创新能力提供了有价值的指导,从而为中国高等教育的有效教学实践做出了贡献。
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引用次数: 0
Improving sensitivity to change in self-report items: The role of alignment and item formulation in a longitudinal evaluation 提高自我报告项目对变化的敏感度:纵向评估中调整和项目制定的作用
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-05 DOI: 10.1016/j.stueduc.2024.101387
Sonja Hahn , Samuel Merk , Olga Kunina-Habenicht

The capability of scales to detect change, i.e. sensitivity to change, is important in longitudinal studies. We present a quantitative study comparing the effects of alignment to course content and item granularity (generic vs. concrete wording) on the capability of different scales to capture changes in ICT self-efficacy. In an evaluation of a course on teaching with ICT, we used ICT self-report questionnaires for pre-service teachers at the beginning and end of a one-semester in a treatment and a control group (Nintervention = 278 vs. Ncontrol = 395). After propensity score matching on the imputed data, we applied descriptive, frequentist, and Bayesian methods to examine differential scale behavior. Results show more pronounced longitudinal changes for scales on instructional ICT self-efficacy, especially for scales formulated for concrete tasks. Our results suggest that better alignment and specific formulation enhance sensitivity to change in self-reports, and relate to scale construction and selection in educational evaluations.

量表检测变化的能力,即对变化的敏感性,在纵向研究中非常重要。我们介绍了一项定量研究,比较了与课程内容的一致性和项目细化(通用措辞与具体措辞)对不同量表捕捉 ICT 自我效能变化的能力的影响。在对一门信息与传播技术教学课程的评估中,我们使用了信息与传播技术自我报告问卷,在一个学期开始和结束时,分别对治疗组和对照组(= 278 对 = 395)的职前教师进行了问卷调查。在对估算数据进行倾向得分匹配后,我们采用了描述性、频数主义和贝叶斯方法来研究不同的量表行为。结果显示,教学信息与通信技术自我效能感量表的纵向变化更为明显,尤其是针对具体任务制定的量表。我们的研究结果表明,更好的配准和具体的表述可以提高对自我报告变化的敏感度,并与教育评价中的量表构建和选择有关。
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引用次数: 0
Evaluating technological interventions for developing teamwork competency in higher education: A systematic review and meta-ethnography 评估高等教育中培养团队合作能力的技术干预措施:系统回顾和元民族志
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-30 DOI: 10.1016/j.stueduc.2024.101382
Wenjie Hu , Cecilia Ka Yuk Chan

Recent years have seen a surge in higher education educators employing technology to support students' holistic competency development. A rigorous evaluation is essential to ensure these technological interventions achieve their intended outcomes. This systematic review of 37 studies from January 2008 to March 2024 evaluates how technology assists in enhancing teamwork competencies in higher education. Using meta-ethnography, it synthesizes qualitative student feedback to assess the effectiveness and challenges of technology use. The findings reveal that technology integration helps students realize the importance of teamwork, understand team dynamics, develop practical skills, and foster team spirit. Additionally, technology's contribution to teamwork training includes boosting student engagement, facilitating the execution of team tasks, and advancing student self-reflection. However, technological interventions also present challenges, including increased training complexity, deviation from learning objectives, and negative impacts on motivation. These findings are crucial for educators aiming to develop effective technology-enhanced training programs to improve teamwork competencies.

近年来,高等教育教育工作者采用技术手段来支持学生综合能力发展的情况激增。要确保这些技术干预措施达到预期效果,必须进行严格的评估。本系统性综述对 2008 年 1 月至 2024 年 3 月期间的 37 项研究进行了评估,探讨了技术如何协助提高高等教育中的团队协作能力。它采用元人类学方法,综合了学生的定性反馈,以评估技术使用的有效性和挑战。研究结果表明,技术整合有助于学生认识到团队合作的重要性,了解团队动态,发展实践技能,培养团队精神。此外,技术对团队合作培训的贡献还包括提高学生的参与度、促进团队任务的执行以及推动学生的自我反思。然而,技术干预也带来了挑战,包括增加培训的复杂性、偏离学习目标以及对学习动机的负面影响。这些发现对于旨在开发有效的技术强化培训项目以提高团队合作能力的教育工作者来说至关重要。
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引用次数: 0
Moderation effects of teacher support and disciplinary climate on SES and reading relation in high and low globally competitive economies 在全球竞争力高和全球竞争力低的经济体中,教师支持和学科氛围对社会经济地位和阅读关系的调节作用
IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-29 DOI: 10.1016/j.stueduc.2024.101389
Leifeng Xiao , Aohua Ni , Kit-Tai Hau

We examined how teacher support and disciplinary climate may have additional benefits for students from low (or high) socioeconomic status (SES) families in high and low globally competitive economies. Multilevel regression analyses on 184102 students from 6397 schools from diversified globally competitive economies in the Programme for International Student Assessment (PISA) showed that: (a) students in high SES families benefited more in reading in higher than lower globally competitive economies; (b) greater teacher support improved reading in high than low globally competitive economies; (c) teacher support would alleviate the negative impact of low SES on reading; and (d) a positive disciplinary climate enhances reading performance in both high and low globally competitive economies, with SES effects being more pronounced in schools with a positive disciplinary climate, especially in low globally competitive economies. Practical implications, limitations, and future research directions are discussed.

我们研究了在全球竞争力较高和较低的经济体中,教师支持和纪律氛围如何为来自社会经济地位(SES)较低(或较高)家庭的学生带来额外的益处。在国际学生评估项目(PISA)中,我们对来自 6397 所全球竞争力多元化经济体学校的 184102 名学生进行了多层次回归分析,结果表明(a) 在全球竞争力较高的经济体中,高社会经济地位家庭的学生比低社会经济地位家庭的学生在阅读方面受益更多;(b) 在全球竞争力较高的经济体中,教师的更多支持比低社会经济地位家庭的学生在阅读方面受益更多;(c) 教师的支持会减轻低社会经济地位对阅读的负面影响;以及 (d) 在全球竞争力较高和较低的经济体中,积极的纪律氛围都会提高学生的阅读成绩,而在纪律氛围积极的学校中,社会经济地位的影响更为明显,尤其是在全球竞争力较低的经济体中。本研究还讨论了实际意义、局限性和未来研究方向。
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引用次数: 0
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Studies in Educational Evaluation
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