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Replication in CALL CALL中的复制
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-04-14 DOI: 10.1017/S0958344023000083
C. Tschichold
Scholars are in agreement that replication studies are essential in the field of computer-assisted language learning (CALL), as well as in its cognate disciplines, if our aim is to establish a more robust evidence base and to strengthen the theoretical background of CALL. In order to justify the widespread adoption of technology in as well as out of the foreign language classroom, replication studies are essential, not just to enhance the reliability of empirical findings but also to ensure that at least a significant proportion of learners can benefit from the introduction of CALL in the curriculum. But despite this often-invoked need for more replications, the number of published replication studies remains relatively low (e.g. Marsden, Morgan-Short, Thompson & Abugaber, 2018; McManus, 2022). Why are these calls for more replications not heeded more widely? We easily understand that using a standardized language proficiency test is the better choice when grouping language learners into levels compared to using one that was created by the researcher for one study only; the results will be reliable and comparable beyond the small group tested. Replication studies simply take this principle a step further and apply it across most of the methodology of a study. Notwithstanding several calls for more replications specifically in CALL within the last decade (e.g. Handley, 2014; Plonsky, 2015; Smith & Schulze, 2013) as well as in other areas of second language acquisition (SLA), perhaps as few as 1 in 400 studies are ever replicated (Marsden et al., 2018). Even proponents of more replications recognize that there is still a certain lack of prestige (McManus, 2022) that may well contribute to the fact that, as a field, CALL does not have the number of replication studies it should have. Perhaps too many students are still taught that finding the “gap in the research” is essential to their own first research project, and that this gap cannot be filled by a replication study if they want to make their mark as aspiring researchers in their field. McManus’s (2022) survey shows that academic respondents agreed about the important contribution replications make to their field, but views on originality, innovation and the perceived contribution of replication studies to the author’s academic career progression were less clear. However, as long as journal editors accept submissions of replication studies – and, clearly, those who publish special issues on this topic do – such studies are an excellent tool to further one’s academic credentials. Marsden et al. (2018) even suggest that replication studies have an advantage over what they call “initial studies” where citations are concerned. In fact, the conditions for replication studies, both for conducting such studies and for publishing them, have never been better. There are excellent and easily accessible databases such as IRIS (https://www.iris-database.org/), detailed instructions on how to conduct replica
学者们一致认为,如果我们的目标是建立更有力的证据基础并加强计算机辅助语言学习的理论背景,那么复制研究在计算机辅助语言教学领域及其相关学科中是必不可少的。为了证明技术在外语课堂内外的广泛采用是合理的,复制研究至关重要,这不仅是为了提高实证结果的可靠性,也是为了确保至少有很大一部分学习者能够从课程中引入CALL中受益。但是,尽管这经常需要更多的复制,但已发表的复制研究数量仍然相对较低(例如,Marsden,Morgan Short,Thompson和Abugaber,2018;McManus,2022)。为什么这些要求更多复制的呼吁没有得到更广泛的重视?我们很容易理解,与只使用研究人员为一项研究创建的水平测试相比,在将语言学习者分组时,使用标准化语言能力测试是更好的选择;结果将是可靠的和可比的,超出了小组测试。复制研究只是将这一原则进一步应用于研究的大部分方法。尽管在过去十年中有几次呼吁进行更多的复制,特别是在CALL中(例如,Handley,2014;Plonsky,2015;Smith和Schulze,2013)以及第二语言习得(SLA)的其他领域,但可能只有1/400的研究被复制(Marsden et al.,2018)。即使是更多复制的支持者也认识到,仍然存在一定程度的声望不足(McManus,2022),这很可能导致CALL作为一个领域没有应有的复制研究数量。也许有太多的学生仍然被教导,找到“研究中的差距”对他们自己的第一个研究项目至关重要,如果他们想在自己的领域成为有抱负的研究人员,那么复制研究就无法填补这一差距。McManus(2022)的调查显示,学术受访者同意复制对其领域的重要贡献,但对原创性、创新性以及复制研究对作者学术生涯发展的感知贡献的看法并不明确。然而,只要期刊编辑接受复制研究的提交——很明显,那些发表关于这个主题的特刊的人也接受——这些研究就是提升一个人学术证书的绝佳工具。Marsden等人(2018)甚至认为,在引用方面,复制研究比他们所称的“初始研究”更有优势。事实上,复制研究的条件,无论是进行此类研究还是发表这些研究,都从未如此之好。有优秀且易于访问的数据库,如IRIS(https://www.iris-database.org/),关于如何进行复制的详细说明(Porte&McManus,2019),以及一个小但不断增长的已发表复制研究列表(例如,在《语言教学》杂志上),可以查阅这些列表以查看成功的复制出版物。各种各样的呼吁需要更多的复制研究和增加对复制的认识
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引用次数: 0
The effectiveness of automatic speech recognition in ESL/EFL pronunciation: A meta-analysis 自动语音识别在ESL/EFL发音中的有效性:一项元分析
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-04-13 DOI: 10.1017/s0958344023000113
Thuy Thi-Nhu Ngo, Howard Hao-Jan Chen, Kuo-Wei Lai Kyle
This meta-analytic study explores the overall effectiveness of automatic speech recognition (ASR) on ESL/EFL student pronunciation performance. Data with 15 studies representing 38 effect sizes found from 2008 to 2021 were meta-analyzed. The findings of the meta-analysis indicated that ASR has a medium overall effect size (g = 0.69). Results from moderator analyses suggest that (1) ASR with explicit corrective feedback is largely effective, while ASR with indirect feedback (e.g. ASR dictation) is moderately effective; (2) ASR has a large effect on segmental pronunciation but a small effect on suprasegmental pronunciation; (3) medium to long treatment duration of ASR results in higher learning outcomes, but short duration offers no differential effect compared to a non-ASR condition; (4) practicing pronunciation with peers in an ASR condition produces a large effect, but the effect is small when practicing alone; (5) ASR is largely effective for adult (i.e. 18 years old and above) and intermediate English learners. Overall, ASR is a beneficial application and is recommended for assisting L2 student pronunciation development.
本荟萃分析研究探讨了自动语音识别(ASR)对ESL/EFL学生发音表现的整体效果。从2008年到2021年,我们对15项研究的38个效应量的数据进行了荟萃分析。荟萃分析的结果表明,ASR具有中等总体效应大小(g = 0.69)。调节分析结果表明:(1)显性纠正反馈的ASR效果显著,而间接反馈(如听写)的ASR效果中等;(2) ASR对音段发音的影响较大,对超音段发音的影响较小;(3)中长ASR治疗时间与非ASR治疗时间相比,学习效果较高,但短ASR治疗时间与非ASR治疗时间无差异;(4)与同伴在ASR条件下练习发音效果大,单独练习效果小;(5) ASR对成人(即18岁及以上)和中级英语学习者非常有效。总的来说,ASR是一个有益的应用,推荐用于帮助二语学生的发音发展。
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引用次数: 0
Effects of playing the video game Her Story on multiple dimensions of creativity in EFL writing – An international replication study 玩电子游戏《她的故事》对英语写作创造力多维度的影响——一项国际复制研究
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-03-20 DOI: 10.1017/S095834402300006X
Cristina A. Huertas-Abril, B. Muszyńska
Abstract This international replication study demonstrates how playing a video game is related to multiple dimensions of creativity in foreign language writing. In this research project, university students were asked to interact with a commercial murder mystery video game, Her Story, and produce a piece of creative writing, which was a replication with a new data collection of the original study by Lee (2019). The reason for using this digital game was to provide an authentic learning opportunity for students and analyze whether digital game-based learning facilitates creativity in EFL writing. This replication, involving 25 university students from Poland and 25 university students from Spain, is a media transfer study based on the students transforming one media format (video game) into another (writing). The results demonstrate that the use of a video game with an ambiguous storyline prompts discovery (specific curiosity) and could be the determining factor for producing original, quality ideas in writing even when holding a negative view of one’s creativity. The findings also indicate that the choice of genre and a viewpoint in writing may influence the level of elaboration in the texts produced by students.
这项国际复制研究展示了玩电子游戏与外语写作创造力的多个维度之间的关系。在这个研究项目中,大学生被要求与商业谋杀悬疑电子游戏“她的故事”进行互动,并创作一篇创意写作,这是对Lee(2019)原始研究的新数据收集的复制。使用这个数字游戏的原因是为学生提供一个真实的学习机会,并分析基于数字游戏的学习是否有助于EFL写作的创造力。这项复制研究涉及25名来自波兰的大学生和25名来自西班牙的大学生,是一项基于学生将一种媒体格式(电子游戏)转换为另一种媒体格式(写作)的媒体迁移研究。结果表明,使用带有模糊故事情节的电子游戏可以促进发现(特定的好奇心),即使在对自己的创造力持负面看法的情况下,也可能成为写出原创、高质量想法的决定性因素。研究结果还表明,写作体裁和观点的选择可能会影响学生所写文章的阐述水平。
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引用次数: 0
Polish, Portuguese, and Turkish EFL teachers’ perceptions on the use of OER language processing technologies in MALL: A replication study 波兰、葡萄牙和土耳其英语教师对MALL中使用OER语言处理技术的看法:一项复制研究
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-03-17 DOI: 10.1017/S0958344023000058
Joanna Kic-Drgas, Gölge Seferoğlu, Ferit Kılıçkaya, Ricardo Pereira
Abstract This study replicates the research conducted by Pérez-Paredes, Ordoñana Guillamón and Aguado Jiménez (2018) on language teachers’ perceptions on the use of OER language processing technologies in mobile-assisted language learning. It expands the initial research study by adding Polish, Portuguese, and Turkish educational contexts, surveying 239 English as a foreign language teachers in these three countries. The main findings indicate that there are several differences among the three countries, including institutional support regarding the use of mobile devices and the training provided to the teachers. Based on the data collected in these countries, it was found that mobile devices are mainly used for teaching and learning on online platforms. Smartphones were one of the most used devices in English language teaching, while computer labs at schools seem to have lost their popularity. Regarding the technologies available, the results of the study reveal that the participants are most familiar with online dictionaries, spell checkers, and online collocation dictionaries, and the participants’ qualifications are linked to certain differences in familiarity and use of technologies in the classroom. Variables such as gender, age, and years of experience do not show any difference in the familiarity or frequency of use of those technologies. The main findings of the study point out the importance of institutional support and training regarding the use of mobile devices and open educational resources, which are no longer a choice but a necessity in education.
摘要本研究复制了Pérez Paredes、Ordoñana Guillamón和Aguado Jiménez(2018)对语言教师在移动辅助语言学习中使用OER语言处理技术的看法进行的研究。它通过添加波兰语、葡萄牙语和土耳其语的教育背景来扩展最初的研究,调查了这三个国家的239名英语教师。主要调查结果表明,这三个国家之间存在一些差异,包括在使用移动设备和向教师提供培训方面的机构支持。根据在这些国家收集的数据,发现移动设备主要用于在线平台上的教学。智能手机是英语教学中最常用的设备之一,而学校的计算机实验室似乎已经不受欢迎了。关于可用的技术,研究结果表明,参与者最熟悉在线词典、拼写检查器和在线搭配词典,参与者的资格与课堂上对技术的熟悉和使用存在一定差异有关。性别、年龄和经验年限等变量并没有显示出对这些技术的熟悉程度或使用频率有任何差异。该研究的主要发现指出了在使用移动设备和开放教育资源方面提供机构支持和培训的重要性,这在教育中不再是一种选择,而是一种必要。
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引用次数: 0
Assessing the effectiveness of machine translation in the Chinese EFL writing context: A replication of Lee (2020) 机器翻译在汉语英语写作语境中的有效性评估:Lee(2020)的复制
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-03-13 DOI: 10.1017/S0958344023000022
Yanxia Yang, Xiangqing Wei, Ping Li, Xuesong Zhai
Abstract With the dramatic improvement in quality, machine translation has emerged as a tool widely adopted by language learners. Its use, however, has been a divisive issue in language education. We conducted an approximate replication of Lee (2020) about the impact of machine translation on EFL writing. This study used a mixed-methods approach with automatic text analyzer Coh-Metrix and human ratings, supplemented with questionnaires, interviews, and screen recordings. The findings obtained support most of the original work, suggesting that machine translation can help language learners improve their EFL writing proficiency, specifically in strengthening lexical expressions. Students generally hold positive attitudes towards machine translation, despite some skeptical views regarding the values of machine translation. Most students express a strong wish to learn how to effectively use machine translation. Machine translation literacy instruction is therefore suggested for incorporation into the curriculum for language students.
摘要随着质量的显著提高,机器翻译已成为语言学习者广泛采用的工具。然而,它的使用在语言教育中一直是一个引起分歧的问题。我们对Lee(2020)关于机器翻译对英语写作的影响进行了近似复制。这项研究采用了一种混合方法,包括自动文本分析器Coh-Metrix和人类评分,并辅以问卷、访谈和屏幕记录。研究结果支持了大部分原始工作,表明机器翻译可以帮助语言学习者提高英语写作水平,特别是在强化词汇表达方面。学生们普遍对机器翻译持积极态度,尽管有些人对机器翻译的价值持怀疑态度。大多数学生都强烈希望学习如何有效地使用机器翻译。因此,建议将机器翻译识字教学纳入语言学生的课程中。
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引用次数: 0
Student satisfaction and perceived learning in an online second language learning environment: A replication of Gray and DiLoreto (2016) 在线第二语言学习环境中的学生满意度和感知学习:Gray和DiLoreto(2016)的复制
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-03-09 DOI: 10.1017/S0958344023000034
H. Shin, Sarah Sok
Abstract The current study is an approximate replication of Gray and DiLoreto’s (2016) study, which proposed a model predicting that course structure, learner interaction and instructor presence would influence students’ perceived learning and satisfaction in online learning, with student engagement acting as a mediator between two of the predictors and the outcome variables. Using mixed methods, the current study investigated whether Gray and DiLoreto’s model would be able to explain the relationships among the same variables in a computer-assisted language learning environment. A mediation analysis was conducted using survey responses from a sample of 215 college-level students, and qualitative analysis was conducted on the survey responses from a subsample of 50 students. Similar to Gray and DiLoreto’s study, positive correlational relationships emerged between the variables. However, the model proposed by Gray and DiLoreto did not fit our data well, leading us to suggest alternative path-analytic models with both student engagement and learner interaction as mediators. These models showed that the role of course organization and instructor presence were pivotal in explaining the variation in students’ perceived learning and satisfaction both directly and indirectly via student engagement and learner interaction. Moreover, qualitative analysis of students’ responses to open-ended questions suggested that from students’ perspectives, course structure was the most salient factor affecting their experiences within online language learning contexts, followed by learner interaction, and then by instructor presence.
摘要当前的研究近似复制了Gray和DiLoreto(2016)的研究,该研究提出了一个模型,预测课程结构、学习者互动和教师在场将影响学生在在线学习中的感知学习和满意度,学生参与度是两个预测因素和结果变量之间的中介。目前的研究使用混合方法,调查了Gray和DiLoreto的模型是否能够解释计算机辅助语言学习环境中相同变量之间的关系。使用215名大学水平学生的调查回答进行了中介分析,并对50名学生的子样本的调查答复进行了定性分析。与Gray和DiLoreto的研究类似,变量之间出现了正相关关系。然而,Gray和DiLoreto提出的模型与我们的数据不太吻合,导致我们提出了以学生参与和学习者互动为中介的替代路径分析模型。这些模型表明,课程组织和教师在场的作用在通过学生参与和学习者互动直接和间接解释学生感知学习和满意度的变化方面至关重要。此外,对学生对开放式问题的回答进行的定性分析表明,从学生的角度来看,课程结构是影响他们在在线语言学习环境中体验的最显著因素,其次是学习者互动,然后是教师在场。
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引用次数: 0
EFL learners dropping out of blended language learning classes: A replication of Stracke (2007) 从混合语言学习班辍学的EFL学习者:Stracke(2007)的复制
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-03-09 DOI: 10.1017/S0958344023000010
Elke Stracke, Giang Hong Nguyen, Vinh Phu Nguyen
Abstract Studies with an explicit focus on dropouts in blended language learning (BLL) are rare and non-existent in the Asian context. This study replicates the early qualitative interview study by Stracke (2007), who explored why foreign language learners drop out of a BLL class. While the 2007 study was carried out in the German higher education context, we conducted this study at a university in Vietnam, where we conducted semi-structured interviews with five students who had left their blended English course after the first semester of study. Our findings indicate that the successful complementarity and integration of the blend components, the crucial role of teacher support and feedback within a learner-centred environment, interactive learning materials, a high level of interaction, and a good relationship between students and teachers are key for students’ perception of a successful blended class and retention. The lack of complementarity between the components of the blend remains a major reason for students’ dissatisfaction that resulted in them leaving the course in both the 2007 study and this study. Our study allows for a deep understanding of the reasons why Vietnamese EFL students leave a BLL course, thus providing some evidence for pedagogical adjustments for the delivery of current BLL classes in Vietnam and similar contexts. Understanding the reasons why students drop out can help improve the effectiveness of these programs and lead to higher retention rates, a reduction of costs (both financial but also emotional), an increase in student satisfaction, and a better student experience.
摘要明确关注混合语言学习(BLL)中的辍学者的研究在亚洲背景下是罕见且不存在的。这项研究复制了Stracke(2007)早期的定性访谈研究,他探讨了外语学习者为什么会退出BLL课程。虽然2007年的研究是在德国高等教育背景下进行的,但我们在越南的一所大学进行了这项研究,在那里我们对五名在第一学期学习后离开混合英语课程的学生进行了半结构化访谈。我们的研究结果表明,混合成分的成功互补和整合、教师支持和反馈在以学习者为中心的环境中的关键作用、互动学习材料、高水平的互动以及学生和教师之间的良好关系,是学生对成功的混合课堂和留级的关键。在2007年的研究和本次研究中,混合物成分之间缺乏互补性仍然是学生不满的主要原因,导致他们离开了课程。我们的研究使我们能够深入了解越南EFL学生离开BLL课程的原因,从而为越南和类似背景下当前BLL课程提供一些教学调整的证据。了解学生辍学的原因有助于提高这些项目的有效性,并提高保留率,降低成本(包括经济成本和情感成本),提高学生满意度,改善学生体验。
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引用次数: 0
Untangling the relationship between pre-service teachers’ development of intercultural effectiveness and their experiences in virtual exchange 职前教师跨文化有效性的发展与其虚拟交流体验之间的关系
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-03-09 DOI: 10.1017/S0958344023000046
Irina Rets, B. Rienties, T. Lewis
Abstract Several studies have found that virtual exchange (VE) has a positive impact on intercultural effectiveness (IE) development. However, few VE studies have measured and unpacked perceived learning gains from VE in this area using data from multiple VEs and mixed-methods approaches. In this study, we explored the impact of VE on perceived IE development among pre-service teachers in two exchanges. Using k-means cluster analysis of reported gains in IE, we identified three groups of students who reported high-medium-low IE gains. Cluster analysis informed our qualitative analysis of students’ reflections on VE. Having analysed data from 486 diary entries at four successive time measurements, we identified three factors critical to students’ perceived IE development: students’ ability to overcome challenges during VE, level of engagement with their partners, and engagement with cultural difference. These findings shed light on what experiences in VE influence participants’ perceptions of their intercultural learning. The study provides recommendations for the design of online collaborative learning programmes, such as VE, that might help address students’ diverse needs.
一些研究发现,虚拟交流(VE)对跨文化有效性(IE)的发展具有积极的影响。然而,很少有VE研究使用来自多个VE和混合方法的数据来衡量和解释VE在这一领域的感知学习收益。在本研究中,我们在两次交流中探讨了VE对职前教师感知IE发展的影响。使用k-均值聚类分析报告的IE收益,我们确定了三组报告高-中-低IE收益的学生。聚类分析为我们定性分析学生对VE的反思提供了依据。在分析了486篇日记中连续四次时间测量的数据后,我们确定了三个对学生感知IE发展至关重要的因素:学生在VE期间克服挑战的能力,与合作伙伴的互动程度,以及对文化差异的参与。这些发现揭示了VE的经历如何影响参与者对跨文化学习的看法。该研究为在线协作学习课程(如VE)的设计提供了建议,这可能有助于满足学生的多样化需求。
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引用次数: 0
LMOOC research 2014 to 2021: What have we done and where are we going next? 2014年至2021年LMOOC研究:我们做了什么,下一步要去哪里?
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-04 DOI: 10.1017/S0958344022000246
Yining Zhang, Ruoxi Sun
Abstract This study reviews 71 high-quality studies of massive open online courses focused on languages (LMOOCs) that were published from the inception of LMOOCs to 2021. The purpose of this study is to gain a deeper understanding of the current state of research and identify fruitful directions for future LMOOC research. First, we reviewed three basic sets of characteristics of these studies: (1) research trends – for example, publication types and years; (2) research contexts – for example, countries in which the studies were conducted, the subjects’ target languages, language-ability levels, skills, and whether the focal courses are for specific purposes; and (3) research design, including data collection, data analysis, and theoretical frameworks. We then utilized a text-mining approach called Latent Dirichlet Allocation that uses machine-learning techniques to identify research-topic commonalities underlying the collected studies. In this way, a total of nine topics were identified. They were: (1) core elements of LMOOCs; (2) interaction and communication in LMOOCs; (3) innovative LMOOC teaching practices; (4) LMOOC standards and quality assurance; (5) LMOOC implementation, participation, and completion; (6) LMOOC teaching plans; (7) LMOOC learning effectiveness and its drivers/obstacles; (8) learners and learning in LMOOCs; and (9) inclusiveness in LMOOCs. These were then diagrammed as a ThemeRiver, which showed the evolutionary trend of the nine identified topics. Specifically, scholarly interest in Topics 5, 7, and 9 increased over time, whereas for Topics 1 and 6, it decreased. Based on our results, we highlighted specific directions for future LMOOC research on each of the identified research topics.
摘要本研究回顾了从语言开放在线课程成立到2021年发表的71项关于语言开放在线在线课程的高质量研究。本研究的目的是更深入地了解研究现状,并为未来LMOOC研究确定富有成效的方向。首先,我们回顾了这些研究的三组基本特征:(1)研究趋势——例如,发表类型和年份;(2) 研究背景——例如,进行研究的国家、受试者的目标语言、语言能力水平、技能,以及重点课程是否有特定目的;以及(3)研究设计,包括数据收集、数据分析和理论框架。然后,我们使用了一种称为潜在狄利克雷分配的文本挖掘方法,该方法使用机器学习技术来识别所收集研究的研究主题共性。通过这种方式,总共确定了九个主题。它们是:(1)LMOOCs的核心要素;(2) LMOOC中的互动和交流;(3) 创新LMOOC教学实践;(4) LMOOC标准和质量保证;(5) LMOOC的实施、参与和完成;(6) LMOOC教学计划;(7) LMOOC学习有效性及其驱动因素/障碍;(8) 学习者和LMOOC学习;以及(9)LMOOC的包容性。然后将其绘制为主题河流,显示了九个已确定主题的进化趋势。具体而言,对主题5、7和9的学术兴趣随着时间的推移而增加,而对主题1和6的兴趣则有所下降。根据我们的研究结果,我们强调了未来LMOOC研究的具体方向。
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引用次数: 0
Charting the landscape of data-driven learning using a bibliometric analysis 使用文献计量分析绘制数据驱动学习的前景
IF 4.5 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-11-22 DOI: 10.1017/S0958344022000222
Jihua Dong, Yanan Zhao, L. Buckingham
Abstract This study employs a bibliometric approach to analyse common research themes, high-impact publications and research venues, identify the most recent transformative research, and map the developmental stages of data-driven learning (DDL) since its genesis. A dataset of 126 articles and 3,297 cited references (1994–2021) retrieved from the Web of Science was analysed using CiteSpace 6.1.R2. The analysis uncovered the principal research themes and high-impact publications, and the most recent transformative research in the DDL field. The following evolutionary stages of DDL were determined based on Shneider’s (2009) scientific model and the timeline generated by CiteSpace, namely, the conceptualising stage (1980s–1998), the maturing stage (1998–2011), and the expansion stage (2011–now), with Stage 4 just emerging. Finally, the analysis discerned potential future research directions, including the implementation of DDL in larger-scale classroom practice and the role of variables in DDL.
摘要本研究采用文献计量方法分析常见的研究主题、高影响力的出版物和研究场所,确定最新的变革性研究,并绘制数据驱动学习(DDL)自诞生以来的发展阶段图。使用CiteSpace 6.1.R2分析了从科学网检索的126篇文章和3297篇引用文献(1994-2021)的数据集。该分析揭示了主要的研究主题和高影响力的出版物,以及DDL领域最新的变革性研究。DDL的以下进化阶段是根据Shneider(2009)的科学模型和CiteSpace生成的时间线确定的,即概念化阶段(1980年代至1998年)、成熟阶段(1998年至2011年)和扩展阶段(2011年至现在),第4阶段刚刚出现。最后,该分析确定了未来潜在的研究方向,包括DDL在大规模课堂实践中的实施以及变量在DDL中的作用。
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引用次数: 4
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