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Learning analytics in support of inclusiveness and disabled students: a systematic review. 支持包容性和残疾学生的学习分析:系统综述。
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-03-14 DOI: 10.1007/s12528-023-09363-4
Mohammad Khalil, Sharon Slade, Paul Prinsloo

This article maps considerations of inclusiveness and support for students with disabilities by reviewing articles within the field of learning analytics. The study involved a PRISMA-informed systematic review of two popular digital libraries, namely Clarivate's Web of Science, and Elsevier's Scopus for peer-reviewed journal articles and conference proceedings. A final corpus of 26 articles was analysed. Findings show that although the field of learning analytics emerged in 2011, none of the studies identified here covered topics of inclusiveness in education before the year of 2016. Screening also shows that learning analytics provides great potential to promote inclusiveness in terms of reducing discrimination, increasing retention among disadvantaged students, and validating particular learning designs for marginalised groups. Gaps in this potential are also identified. The article aims to provide valuable insight into what is known about learning analytics and inclusiveness and contribute knowledge to this particular nascent area for researchers and institutional stakeholders.

本文通过回顾学习分析领域的文章,阐述了包容和支持残疾学生的考虑因素。这项研究涉及对两个流行的数字图书馆的PRISMA系统综述,即Clarivate的科学网和Elsevier的Scopus,用于同行评审的期刊文章和会议记录。对26篇文章的最终语料库进行了分析。研究结果表明,尽管学习分析领域出现在2011年,但在2016年之前,这里确定的研究都没有涉及教育包容性的主题。筛选还表明,学习分析在减少歧视、提高弱势学生的保留率以及验证边缘化群体的特定学习设计方面,为促进包容性提供了巨大潜力。还发现了这一潜力方面的差距。这篇文章旨在为研究人员和机构利益相关者提供对学习分析和包容性的宝贵见解,并为这一特定的新生领域贡献知识。
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引用次数: 3
Open badges and achievement goal orientation: a study with high-performing student programmers 开放徽章与成就目标导向:对高绩效学生程序员的研究
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-03-08 DOI: 10.1007/s12528-023-09365-2
Bojan Tomić, J. Jovanović, Nikola Milikić, V. Devedzic
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引用次数: 0
Adopting distributed pair programming as an effective team learning activity: a systematic review. 将分布式结对编程作为一种有效的团队学习活动:系统综述。
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-02-15 DOI: 10.1007/s12528-023-09356-3
Fan Xu, Ana-Paula Correia

As online learning has become an inevitable trend in the post-peak era of the COVID-19 pandemic, distributed pair programming (DPP) is gaining momentum in both education and industry. DDP serves as a collaborative programming approach and also benefits the development of computational thinking, a fundamental skill in today's world. This study conducted a systematic review of studies on DPP published after 2010 to understand the themes and factors that impact the team effectiveness of DPP and thus inform future research and practices on how to better leverage this approach for teaching and learning. The results showed that individual characteristics attracted major investigations in the selected 23 studies, including prior programming experience, actual skill, perceived skill, gender, personality, time management, confidence, and self-esteem, with pair compatibility identified as a critical team design factor that significantly affects programmers' satisfaction. Although the feel-good factor in the team process was investigated, no significant impact was found. Under the team environment theme, we compared different opinions on the orientation (e.g., scripted roles) and the use of technology (e.g., integrated development environment tools). Future research should investigate how task structure influences team effectiveness of DPP and relates to computational thinking education. Additionally, because most studies were conducted in higher education contexts, more research in primary and secondary educational contexts is also needed.

在 COVID-19 大流行的后高峰时代,在线学习已成为一种必然趋势,分布式结对编程(DPP)在教育界和工业界的发展势头日益强劲。分布式结对编程是一种协作式编程方法,同时也有利于培养计算思维,这是当今世界的一项基本技能。本研究对 2010 年之后发表的有关 DPP 的研究进行了系统回顾,以了解影响 DPP 团队效率的主题和因素,从而为未来的研究和实践提供参考,以更好地利用这种方法进行教学。结果表明,在所选的 23 项研究中,个人特征吸引了主要的调查,包括先前的编程经验、实际技能、感知技能、性别、个性、时间管理、自信和自尊,配对兼容性被认为是显著影响程序员满意度的关键团队设计因素。虽然我们对团队过程中的 "好感 "因素进行了调查,但并未发现其有明显影响。在团队环境主题下,我们比较了对定位(如脚本角色)和技术使用(如集成开发环境工具)的不同意见。未来的研究应探讨任务结构如何影响 DPP 的团队效率,以及与计算思维教育的关系。此外,由于大多数研究都是在高等教育背景下进行的,因此还需要在中小学教育背景下开展更多研究。
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引用次数: 0
Understanding Chinese teachers' informal online learning continuance in a mobile learning community: an intrinsic-extrinsic motivation perspective. 了解中国教师在移动学习社区中的非正式在线学习持续性:内在-外在动机视角。
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-02-06 DOI: 10.1007/s12528-023-09352-7
Zhaokun Meng, Rui Li

While extensive studies on informal online learning have been well documented to afford teachers' collaborative learning and knowledge sharing, little is still known about their motivational factors regarding the continuance intention of informal online learning. To this end, an extended expectation confirmation model (ECM) was proposed including intrinsic and extrinsic motivation. The proposed research model and several hypotheses were empirically evaluated using questionnaire surveys with the valid data collected from 231 Chinese in-service teachers in the shared mobile learning community. The results consolidate the appropriateness of the extended ECM to explain teachers' informal online learning continuance. Specifically, satisfaction is the major determinant of continuance intention, followed by perceived usefulness and intrinsic motivation. In addition, extrinsic motivation positively predicts perceived usefulness and confirmation. The results of this study provide some theoretical and practical implications into in-service teachers' continuance intention of informal online learning.

尽管对非正式在线学习的广泛研究已经为教师的协作学习和知识共享提供了充分的资料,但对教师继续进行非正式在线学习的动机因素仍然知之甚少。为此,我们提出了一个扩展的期望确认模型(ECM),包括内在动机和外在动机。通过对共享移动学习社区中 231 名中国在职教师的有效数据进行问卷调查,对提出的研究模型和若干假设进行了实证评估。研究结果证明,扩展的 ECM 适合解释教师非正式在线学习的持续性。具体来说,满意度是持续学习意向的主要决定因素,其次是感知有用性和内在动机。此外,外在动机对感知有用性和确认有正向预测作用。本研究的结果为在职教师继续非正式在线学习的意向提供了一些理论和实践启示。
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引用次数: 0
Adoption of open educational resources in the global south 发展中国家开放教育资源的采用
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-02-04 DOI: 10.1007/s12528-023-09351-8
José Dutra de Oliveira Neto, Victor Law, S. Kang
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引用次数: 0
Fostering autonomous motivation: a deeper evaluation of gamified learning 培养自主动机:对游戏化学习的更深层次评价
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-02-02 DOI: 10.1007/s12528-023-09358-1
A. Kam, I. N. Umar
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引用次数: 3
Learning analytics as data ecology: a tentative proposal 将分析学作为数据生态学:一个初步建议
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-26 DOI: 10.1007/s12528-023-09355-4
P. Prinsloo, M. Khalil, Sharon Slade
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引用次数: 3
ICT efficacy and response to different needs in university classrooms: effects on attitudes and active behaviour towards technology. 信息和通信技术在大学课堂上的效能和对不同需求的回应:对技术态度和积极行为的影响。
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-24 DOI: 10.1007/s12528-023-09357-2
Cecilia Latorre-Cosculluela, Verónica Sierra-Sánchez, Pilar Rivera-Torres, Marta Liesa-Orús

Digital competence is considered to be a crucial learning outcome in education in the 21st century. In this context, research highlights the fact that the perceptions that instructors manifest about different aspects of Information and Communication Technologies (ICTs) condition these professionals' behaviour towards these learning resources. In the same line, this study aims to analyse the effects that exist between a series of dimensions related to the perception of university teaching staff on the capacity of ICTs to respond to different needs of students, on perceived efficacy and attitudes towards these tools and, lastly, on active behaviour towards their use. To do so, 345 university instructors from the Spanish educational system filled in an online questionnaire. The application of a Structural Equation Model underscores the fact that the ability of ICTs to respond to the different needs of students in the university classroom and their perceived efficacy in the teaching-learning process both exert a positive effect on attitudes in favour of their incorporation into the classroom. In turn, these attitudes also have a significant effect on active behaviour with ICT resources. In addition, various mediating effects are seen to influence an active behaviour. All this gives rise to a discussion on the implications of these results to encourage the training of university teaching staff in the knowledge and management of ICTs. Increasing confidence in ICTs as effective tools to respond to different needs could significantly favour positive attitudes and behaviour so that these resources are actively integrated into the classroom.

数字化能力被认为是 21 世纪教育的一项重要学习成果。在这一背景下,研究强调,教师对信息与传播技术(ICTs)不同方面的认知,决定了这些专业人员对这些学习资源的行为。本着同样的思路,本研究旨在分析大学教职员工对信息与传播技术满足学生不同需求的能力的看法、对这些工具的感知效能和态度,以及最后对使用这些工具的积极行为之间存在的一系列影响。为此,西班牙教育系统的 345 名大学教师填写了一份在线问卷。结构方程模型的应用强调了这样一个事实,即信息和传播技术在大学课堂上满足学生不同需求的能力,以及在教学过程中对其功效的认知,都对将其纳入课堂的态度产生了积极影响。反过来,这些态度也会对使用信息与传播技术资源的积极行为产生重要影响。此外,各种中介效应也会对积极行为产生影响。所有这些都促使我们讨论这些结果对鼓励对大学教职员工进行信息与传播技术知识和管理培训的影响。增强对信息和传播技术作为满足不同需求的有效工具的信心,可以极大地促进积极的态度和行为,从而使这些资源积极地融入课堂。
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引用次数: 0
Wild brooms and learning analytics. 野生扫帚和学习分析
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-24 DOI: 10.1007/s12528-023-09353-6
Benjamin A Motz, Anastasia S Morrone

In this commentary we present an analogy between Johann Wolfgang Von Goethe's classic poem, The Sorcerer's Apprentice, and institutional learning analytics. In doing so, we hope to provoke institutions with a simple heuristic when considering their learning analytics initiatives. They might ask themselves, "Are we behaving like the sorcerer's apprentice?" This would be characterized by initiatives lacking faculty involvement, and we argue that when initiatives fit this pattern, they also lack consideration of their potential hazards, and are likely to fail. We join others in advocating for institutions to, instead, create ecosystems that enable faculty leadership in institutional learning analytics efforts.

在这篇评论中,我们将约翰-沃尔夫冈-冯-歌德的经典诗作《魔法师的学徒》与机构学习分析进行了类比。我们希望通过这种方式,让各机构在考虑其学习分析计划时有一个简单的启发。他们可能会问自己:"我们的行为像巫师的学徒吗?"这种做法的特点是缺乏教师的参与,我们认为,当举措符合这种模式时,它们也缺乏对其潜在危害的考虑,很可能会失败。我们和其他人一样,主张各院校创建生态系统,让教师在院校的学习分析工作中发挥领导作用。
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引用次数: 0
Non-traditional students' preferences for learning technologies and impacts on academic self-efficacy. 非传统学生对学习技术的偏好及其对学术自我效能感的影响。
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-24 DOI: 10.1007/s12528-023-09354-5
Karen Sutherland, Ginna Brock, Margarietha J de Villiers Scheepers, Prudence M Millear, Sherelle Norman, Tim Strohfeldt, Terri Downer, Nicole Masters, Alison L Black

Blended Learning (BL) as a pedagogical approach has increased in significance during the COVID-19 pandemic, with blended and online learning environments becoming the new digital norm for higher educational institutions around the globe. While BL has been discussed in the literature for thirty years, a common approach has been to categorise learner cohorts to support educators in better understanding students' relationships with learning technologies. This approach, largely unsupported by empirical evidence, has failed to adequately address the challenges of integrating learning technologies to fit with non-traditional students' preferences, their BL self-efficacy and the associated pedagogical implications. Focusing on student preference, our study presents findings from a pre-COVID survey of undergraduate students across four campuses of an Australian regional university where students shared their learning technology preferences and the self-regulated learning that influenced their academic self-efficacy in a BL context. Findings show students want consistency, relevance, and effectiveness with the use of BL tools, with a preference for lecture recordings and video resources to support their learning, while email and Facebook Messenger were preferred for communicating with peers and academic staff. Our study suggests a quality BL environment facilitates self-regulated learning using fit-for-purpose technological applications. Academic self-efficacy for BL can increase when students perceive the educational technologies used by their institution are sufficient for their learning needs.

在 COVID-19 大流行期间,混合式学习(BL)作为一种教学方法的重要性与日俱增,混合式和在线学习环境已成为全球高等教育机构的新数字规范。虽然学习方法在文献中已经讨论了三十年,但常见的方法是对学习者群体进行分类,以帮助教育者更好地了解学生与学习技术之间的关系。这种方法在很大程度上缺乏经验证据的支持,未能充分应对整合学习技术以适应非传统学生的偏好、他们的基本法自我效能感以及相关的教学影响等挑战。我们的研究以学生的偏好为重点,介绍了对澳大利亚一所地区大学四个校区的本科生进行的COVID前调查的结果,学生们在调查中分享了他们对学习技术的偏好,以及在基本法背景下影响他们学术自我效能的自我调节学习。研究结果表明,学生希望使用基础教育工具的一致性、相关性和有效性,偏好使用讲座录音和视频资源来支持他们的学习,而电子邮件和 Facebook Messenger 则是与同学和教职员工交流的首选。我们的研究表明,优质的基础教育环境有利于学生利用适合目的的技术应用进行自我调节学习。当学生认为他们所在学校使用的教育技术足以满足他们的学习需求时,他们对基本法的学术自我效能感就会提高。
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Journal of Computing in Higher Education
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