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Online simulation for information technology skills training in higher education. 高等教育中信息技术技能培训的在线模拟。
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-01 Epub Date: 2022-01-29 DOI: 10.1007/s12528-021-09303-0
Fatih Ari, Ismahan Arslan-Ari, Serdar Abaci, Fethi Ahmet Inan

The purpose of this study was to explore student's experiences when practicing information technology skills with an online simulation environment. After using the online simulation environment over a five-week period, 215 undergraduate students were surveyed regarding their usage-related experiences, satisfaction with the environment, and perceived learning. Both quantitative and qualitative data collection methods were employed. The quantitative results suggested that perceived ease of use had a direct effect on student's satisfaction with the online simulation environment, and that the satisfaction with the online simulation environment led to higher perceived learning. The qualitative findings revealed that technical problems, not being able to accomplish the objective of a step due to the precision required by the task, and the inflexibility of certain features of the online simulation environment were the commonly referenced issues, which might have impacted student's satisfaction and their perceived learning.

本研究的目的是探讨学生在网路模拟环境中练习资讯科技技能的经验。在使用了五周的在线模拟环境后,215名本科生接受了关于他们使用相关体验、对环境的满意度和感知学习的调查。采用定量和定性两种数据收集方法。定量结果表明,感知易用性直接影响学生对网络模拟环境的满意度,并且对网络模拟环境的满意度导致更高的感知学习。定性研究结果表明,技术问题、由于任务要求的精度而无法完成步骤的目标以及在线模拟环境的某些特征的不灵活性是常见的问题,这些问题可能会影响学生的满意度和他们的感知学习。
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引用次数: 1
The COVID-19 pandemic and E-learning: challenges and opportunities from the perspective of students and instructors. 2019冠状病毒病大流行与电子学习:从学生和教师的角度看挑战与机遇
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-01 Epub Date: 2021-05-03 DOI: 10.1007/s12528-021-09274-2
Abdelsalam M Maatuk, Ebitisam K Elberkawi, Shadi Aljawarneh, Hasan Rashaideh, Hadeel Alharbi

The spread of COVID-19 poses a threat to humanity, as this pandemic has forced many global activities to close, including educational activities. To reduce the spread of the virus, education institutions have been forced to switch to e-learning using available educational platforms, despite the challenges facing this sudden transformation. In order to further explore the potentials challenges facing learning activities, the focus of this study is on e-learning from students' and instructor's perspectives on using and implementing e-learning systems in a public university during the COVID-19 pandemic. The study targets the society that includes students and teaching staff in the Information Technology (IT) faculty at the University of Benghazi. The descriptive-analytical approach was applied and the results were analyzed by statistical methods. Two types of questionnaires were designed and distributed, i.e., the student questionnaire and the instructor questionnaire. Four dimensions have been highlighted to reach the expected results, i.e., the extent of using e-learning during the COVID-19 pandemic, advantages, disadvantages and obstacles of implementing E-learning in the IT faculty. By analyzing the results, we achieved encouraging results that throw light on some of the issues, challenges and advantages of using e-learning systems instead of traditional education in higher education in general and during emergency periods.

COVID-19的传播对人类构成威胁,因为这场大流行迫使许多全球活动关闭,包括教育活动。为了减少病毒的传播,教育机构被迫使用现有的教育平台转向电子学习,尽管这种突然的转变面临着挑战。为了进一步探讨学习活动面临的潜在挑战,本研究的重点是从学生和教师的角度来研究电子学习,以了解在COVID-19大流行期间公立大学使用和实施电子学习系统。这项研究的目标群体包括班加西大学信息技术学院的学生和教职员工。采用描述分析方法,并用统计方法对结果进行分析。设计并发放了两种类型的问卷,即学生问卷和教师问卷。为了达到预期结果,强调了四个方面,即在COVID-19大流行期间使用电子学习的程度,在IT教师中实施电子学习的优点、缺点和障碍。通过分析结果,我们取得了令人鼓舞的结果,揭示了在高等教育和紧急时期使用电子学习系统代替传统教育的一些问题、挑战和优势。
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引用次数: 331
The relationship among motivation, self-monitoring, self-management, and learning strategies of MOOC learners. MOOC学习者动机、自我监控、自我管理与学习策略的关系
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-01 Epub Date: 2021-11-02 DOI: 10.1007/s12528-021-09301-2
Meina Zhu, Min Young Doo

In massive open online learning courses (MOOCs) with a low instructor-student ratio, students are expected to have self-directed learning abilities. This study investigated the relationship among motivation, self-monitoring, self-management, and MOOC learners' use of learning strategies. An online survey was embedded at the end of three MOOCs with large enrollments asking for learners' voluntary participation in the study. The survey results from 470 participants indicated that motivation positively influenced self-monitoring, self-management, and learning strategies. In addition, self-monitoring and self-management did not affect the utilization of learning strategies. This underscores learners' motivation and the need to encourage them to adopt appropriate learning strategies for successful learning. The results also revealed that self-monitoring positively affected self-management. The findings highlight the critical need to enhance self-monitoring skills to further promote self-management skills in MOOCs. In addition, self-monitoring and self-management did not encourage learners to use related learning strategies in this study. This study should be extended to investigate practical ways to encourage MOOC learners to adopt learning strategies.

在大规模在线开放学习课程(mooc)中,教师与学生的比例很低,学生需要有自主学习的能力。本研究探讨了动机、自我监控、自我管理与MOOC学习者学习策略使用之间的关系。在三门大规模mooc课程结束时,我们进行了一项在线调查,要求学习者自愿参与这项研究。对470名参与者的调查结果表明,动机对自我监督、自我管理和学习策略有积极影响。此外,自我监控和自我管理对学习策略的使用没有影响。这强调了学习者的动机和鼓励他们采用适当的学习策略以获得成功学习的必要性。研究结果还显示,自我监控对自我管理有积极影响。研究结果强调了在mooc中提高自我监控技能以进一步提高自我管理技能的迫切需要。此外,在本研究中,自我监控和自我管理并没有鼓励学习者使用相关的学习策略。本研究应进一步扩展,探索鼓励MOOC学习者采用学习策略的实际方法。
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引用次数: 20
What should learning designers learn? 学习型设计师应该学习什么?
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-01 Epub Date: 2021-06-30 DOI: 10.1007/s12528-021-09286-y
Keith Heggart, Camille Dickson-Deane

There is widespread interest in employing designers who focus on learning, performance and education technology in many industries at a global level. In Australia, learning designers are in demand in Education, Corporate Training, Finance, Charity, Non-Government Sectors, and also in Start-Ups and Entrepreneurial arenas. This demand is despite the fact that the role of the Learning Designer is incredibly varied, contextually-based, and also unclear to many employers - and students! This suggests that there is currently an opportunity for learning designers and academics who deliver learning design content to define what it means to be a learning designer. This paper presents an Australian case study which uses design-based research methods in a pre-production mode to identify the key principles that informed the development of a course of study (what others may refer to as a program). How those principles were operationalised within the course design and more are discussed in an effort to reposition understandings of knowledge, skills and abilities for this field.

在全球范围内,许多行业都对雇用专注于学习、绩效和教育技术的设计师产生了广泛的兴趣。在澳大利亚,教育、企业培训、金融、慈善、非政府部门以及初创企业和创业领域都需要学习型设计师。尽管事实上,学习设计师的角色是难以置信的多样化,基于上下文,而且对许多雇主和学生来说也不清楚!这表明,目前学习型设计师和提供学习型设计内容的学者有机会定义什么是学习型设计师。本文介绍了一个澳大利亚的案例研究,该案例研究在预生产模式中使用基于设计的研究方法来确定告知学习课程发展的关键原则(其他人可能会将其称为程序)。这些原则是如何在课程设计中运作的,以及更多的讨论,以重新定位对这一领域的知识、技能和能力的理解。
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引用次数: 11
Improving the portability of predicting students' performance models by using ontologies. 通过使用本体提高预测学生成绩模型的可移植性。
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-01 Epub Date: 2021-03-24 DOI: 10.1007/s12528-021-09273-3
Javier López-Zambrano, Juan A Lara, Cristóbal Romero

One of the main current challenges in Educational Data Mining and Learning Analytics is the portability or transferability of predictive models obtained for a particular course so that they can be applied to other different courses. To handle this challenge, one of the foremost problems is the models' excessive dependence on the low-level attributes used to train them, which reduces the models' portability. To solve this issue, the use of high-level attributes with more semantic meaning, such as ontologies, may be very useful. Along this line, we propose the utilization of an ontology that uses a taxonomy of actions that summarises students' interactions with the Moodle learning management system. We compare the results of this proposed approach against our previous results when we used low-level raw attributes obtained directly from Moodle logs. The results indicate that the use of the proposed ontology improves the portability of the models in terms of predictive accuracy. The main contribution of this paper is to show that the ontological models obtained in one source course can be applied to other different target courses with similar usage levels without losing prediction accuracy.

当前教育数据挖掘和学习分析的主要挑战之一是为特定课程获得的预测模型的可移植性或可转移性,以便它们可以应用于其他不同的课程。为了应对这一挑战,最重要的问题之一是模型过度依赖用于训练它们的低级属性,这降低了模型的可移植性。为了解决这个问题,使用具有更多语义的高级属性(如本体)可能非常有用。沿着这条线,我们建议使用本体,该本体使用动作分类来总结学生与Moodle学习管理系统的交互。我们将这种方法的结果与之前使用直接从Moodle日志获得的低级原始属性的结果进行比较。结果表明,该本体的使用在预测精度方面提高了模型的可移植性。本文的主要贡献是证明了在一个源课程中获得的本体模型可以应用于具有相似使用水平的其他不同目标课程,而不会失去预测精度。
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引用次数: 1
An exploratory study on fade-in versus fade-out scaffolding for novice programmers in online collaborative programming settings. 关于在线协作编程环境中为程序员新手提供淡入淡出支架的探索性研究。
IF 4.5 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-01 Epub Date: 2022-01-21 DOI: 10.1007/s12528-021-09307-w
Lanqin Zheng, Yuanyi Zhen, Jiayu Niu, Lu Zhong

Programming skills have gained increasing attention in recent years because digital technologies have become an indispensable part of life. However, little is known about the roles of fade-in and fade-out scaffolding in online collaborative programming settings. To close this research gap, the present study aims to examine the roles of fade-in and fade-out scaffolding for novice programmers in online collaborative programming. A total of 90 undergraduate students participated in the exploratory study and were assigned to 15 fade-in groups and 15 fade-out groups. All of the participants completed the same programming task. The findings reveal that fade-in scaffolding can significantly improve collaborative knowledge building, programming skills, metacognitive behaviors, emotions, and collective efficacy. Goal setting, planning, monitoring and control, enacting strategies, and evaluation and reflection are identified as the crucial metacognitive behaviors. The main contribution of this exploratory study is to shed light on how to design and implement scaffolding for novice programmers.

近年来,编程技能越来越受到关注,因为数字技术已经成为生活中不可或缺的一部分。然而,人们对淡入淡出支架在在线协作编程环境中的作用知之甚少。为了填补这一研究空白,本研究旨在探讨淡入淡出支架在在线协作编程中对程序员新手的作用。共有 90 名本科生参与了这项探索性研究,并被分配到 15 个淡入组和 15 个淡出组。所有参与者都完成了相同的编程任务。研究结果表明,淡入支架可以显著改善协作知识构建、编程技能、元认知行为、情感和集体效能。目标设定、规划、监测和控制、制定策略以及评估和反思被认为是关键的元认知行为。这项探索性研究的主要贡献在于阐明了如何为新手程序员设计和实施支架。
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引用次数: 0
A case study on the usage of lecture capture: perceptions of students, faculty members and administrators 讲座捕捉使用的案例研究:学生、教师和管理人员的看法
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-11-13 DOI: 10.1007/s12528-021-09302-1
Evrim Ustunluoglu, F. Mumcu, N. A. Uslu, P. Aşkar
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引用次数: 0
Peer assessment using soft computing techniques 使用软计算技术的同行评估
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-11-06 DOI: 10.1007/s12528-021-09296-w
Maricela Pinargote-Ortega, Lorena Bowen-Mendoza, J. Meza, Sebastián Ventura
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引用次数: 3
Improving prediction of students’ performance in intelligent tutoring systems using attribute selection and ensembles of different multimodal data sources 利用属性选择和不同多模式数据源的集合改进智能辅导系统中学生表现的预测
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-10-28 DOI: 10.1007/s12528-021-09298-8
Wilson Chango, Rebeca Cerezo, Miguel Sánchez-Santillán, R. Azevedo, C. Romero
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引用次数: 10
IoT text analytics in smart education and beyond 智能教育及其他领域的物联网文本分析
IF 5.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-08-31 DOI: 10.1007/s12528-021-09295-x
Abdul Hanan K. Mohammed, Hrag Jebamikyous, Dina Nawara, R. Kashef
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引用次数: 10
期刊
Journal of Computing in Higher Education
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