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LEARNING ENGAGEMENT, LEARNING OUTCOMES AND LEARNING GAINS: LESSONS FROM LA 学习参与、学习成果和学习收益:来自la的经验教训
Dirk T. Tempelaar, B. Rienties, Quan Nguyen
Learning analytic models are built upon traces students leave in technology-enhanced learning platforms as the digital footprints of their learning processes. Learning analytics uses these traces of learning engagement to predict performance and provide learning feedback to students and teachers when these predictions signal the risk of failing a course, or even dropping-out. But not all of these trace variables act as stable and reliable predictors of course performance. In previous research, the authors concluded that trace variables of product type, such as mastery, do a better job than trace variables of process type, such as clicks or time-on-task, in predicting performance. In this study, we extend this analysis by focusing on learning gains rather than learning outcomes as the most important performance dimension. Distinguishing two different levels of initial proficiency, our empirical analysis into the learning of mathematics by first-year university students indicates that the lack of stability of the engagement types of process type is mainly explained by learning pattern found in students of high initial proficiency. For these students, high levels of engagement lead to lower, rather than higher, predicted learning outcomes. Amongst students with lower initial proficiency, higher levels of engagement play a different role.
学习分析模型是建立在学生在技术增强的学习平台上留下的痕迹上的,作为他们学习过程的数字足迹。学习分析利用这些学习参与的痕迹来预测学生的表现,并在这些预测表明学生有挂科甚至退学的风险时,向学生和教师提供学习反馈。但并非所有这些跟踪变量都能作为航向性能稳定可靠的预测因子。在之前的研究中,作者得出结论,在预测绩效方面,产品类型的跟踪变量(如精通程度)比过程类型的跟踪变量(如点击次数或任务完成时间)做得更好。在本研究中,我们扩展了这一分析,将学习收益而不是学习成果作为最重要的绩效维度。区分两种不同的初始熟练程度,我们对大学一年级学生数学学习的实证分析表明,过程型投入类型缺乏稳定性主要是由高初始熟练程度学生的学习模式所解释的。对于这些学生来说,高水平的投入会导致更低而不是更高的预测学习结果。在初始熟练程度较低的学生中,较高的投入程度起着不同的作用。
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引用次数: 1
EMBEDDING VIRTUAL REALITY INTO COMPETENCE RECOGNITION 将虚拟现实嵌入到能力识别中
Merja Drake
Nearly every third present occupation will disappear by the year 2030. While today’s workplaces play a significant role in competence recognition, a degree is only one part of developing skills and competences (Ministry of Education and Culture 2019). Therefore, we need to shape the politics of lifelong learning’s core, which is expertise instead of degrees. Virtual reality (VR) can offer both educators and businesses an exciting possibility for optimising competences and learning processes (Melo, Bentley, McAllister & Cortez 2019). The use of VR has been studied to some extent, but mainly in school and university contexts. Its use has been limited in terms of employment training and competence recognition (Huang, Rauch & Liaw 2010); therefore, this area requires further study. The aim of this research is to develop and test the use of VR in identifying needed competences in working life and in supporting employment training so that language skills are a minimum constraint. The main target group is immigrants in Finland. This ongoing research will be conducted in a Living Lab.
到2030年,几乎三分之一的现有职业将消失。虽然今天的工作场所在能力识别方面发挥着重要作用,但学位只是培养技能和能力的一部分(Ministry of Education and Culture, 2019)。因此,我们需要塑造终身学习的核心政治,这是专业知识而不是学位。虚拟现实(VR)可以为教育工作者和企业提供优化能力和学习过程的令人兴奋的可能性(Melo, Bentley, McAllister & Cortez 2019)。VR的使用已经在一定程度上进行了研究,但主要是在学校和大学环境中。它的使用在就业培训和能力识别方面受到限制(Huang, Rauch & Liaw 2010);因此,这一领域需要进一步研究。这项研究的目的是开发和测试虚拟现实在识别工作生活所需能力和支持就业培训方面的应用,从而使语言技能成为最低限度的限制。主要目标群体是芬兰的移民。这项正在进行的研究将在一个生活实验室进行。
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引用次数: 3
EDUCATION SYSTEM FOR ELECTRONIC CIRCUIT CONSTRUCTION INVOLVING SOLDERING ON A CIRCUIT BOARD 包括在电路板上焊接的电子电路结构的教育系统
A. Takemura
This paper proposes a novel education system for learning electronic circuit construction involving soldering on a universal circuit-board. This system enables a student to efficiently design the layout of circuit components on a circuit board and helps the student securely construct the circuit by soldering the circuit components in accordance with the designed layout. Web-based instructions are utilized for wiring and soldering the circuit components on the lower surface of the circuit-board based on automated recognition of circuit images during the circuit construction. The effectiveness of the proposed system was verified by 40 undergraduate students at Tokyo University of Agriculture and Technology. The comparison tests between two groups that comprised students that used or did not use the proposed system demonstrated the effectiveness of the system.
本文提出了一种新的学习通用电路板上焊接的电子电路构造的教学系统。该系统使学生能够有效地设计电路板上电路元件的布局,并帮助学生根据设计的布局焊接电路元件,从而安全地构建电路。基于电路构建过程中对电路图像的自动识别,利用基于web的指令在电路板的下表面上布线和焊接电路元件。东京农业技术大学的40名本科生验证了该系统的有效性。两组使用或未使用该系统的学生之间的比较测试证明了该系统的有效性。
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引用次数: 1
FINANCIAL LITERACY AS A PART OF LIFELONG EDUCATION 金融知识是终身教育的一部分
Hana Mohelská, Vaclav Zubr
This article is focused on the financial literacy of elementary students as a part of a lifelong education. The introduction covers the concept of financial literacy and the development of financial education in EU countries and in the Czech Republic. It also presents the strategic documents that have been gradually published. It turns out that there is a gap for research in the field of financial education strategy for elementary and school students and its coherence with lifelong education. The national strategic plan focuses mainly on the high school students, but the practice show that it should start with students that are in the compulsory education. The results of the OECD’s research called Program for International Student Assessment (PISA) show educators and policy makers the quality and equity of learning outcomes achieved elsewhere and allow them to learn from the policies and practices applied in other countries. The goal of this article is to evaluate the project of financial education and analyze the current situation in the financial literacy of the elementary school students in Czech Republic in comparison with foreign countries. The article searches for the strengths, opportunities and threats using the method of SWOT analysis. Based on the obtained results it formulates conclusions and recommendations.
本文的重点是作为终身教育的一部分的小学生的金融素养。绪论部分包括金融素养的概念以及欧盟国家和捷克的金融教育发展。它还介绍了逐步出版的战略文件。结果表明,我国对中小学生理财教育策略及其与终身教育的关联性的研究还存在一定的空白。国家战略规划的重点主要是高中生,但实践表明,它应该从义务教育阶段的学生开始。经合组织国际学生评估项目(PISA)的研究结果向教育工作者和政策制定者展示了其他国家取得的学习成果的质量和公平性,并使他们能够从其他国家的政策和实践中学习。本文的目的是对金融教育项目进行评价,并与国外进行比较,分析捷克共和国小学生金融素养的现状。本文运用SWOT分析法寻找优势、机会和威胁。根据所得结果,提出结论和建议。
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引用次数: 0
DESIGN OF LEARNING ANALYTICS DASHBOARD SUPPORTING METACOGNITION 支持元认知的学习分析仪表板设计
Li Chen, M. Lu, Yoshiko Goda, M. Yamada
Metacognition is an aspect in self-regulated learning and is necessary to achieve such learning in an effective and efficient manner. However, it is not always easy and accurate for learners to monitor or assess their own metacognition. In this study, we designed a learning analytics dashboard to improve self-regulated learning in online environments through the collection and analysis of learning log data. There are two separate dashboards used in our system: a knowledge monitoring dashboard and a strategy use dashboard. The knowledge monitoring dashboard is designed to support the knowledge monitoring skills of learners, allowing them to monitor their prior knowledge, whereas the strategy use dashboard is designed to help learners develop metacognitive skills of planning, monitoring, and regulation.
元认知是自我调节学习的一个方面,是有效、高效地实现自我调节学习的必要条件。然而,学习者监控或评估自己的元认知并不总是容易和准确的。在这项研究中,我们设计了一个学习分析仪表板,通过收集和分析学习日志数据来提高在线环境下的自我调节学习。我们的系统中使用了两个独立的仪表板:一个是知识监控仪表板,一个是策略使用仪表板。知识监控仪表板旨在支持学习者的知识监控技能,使他们能够监控自己的先验知识,而策略使用仪表板旨在帮助学习者培养规划、监控和调节的元认知技能。
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引用次数: 15
USING KAHOOT TO IMPROVE STUDENTS' ACHIEVEMENT AND CRITICAL THINKING IN UNDERGRADUATE OF PSYCHOLOGY STUDENTS 运用kahoot提高心理学本科学生的学习成绩和批判性思维
J. Warsihna, Z. Ramdani, Bagus Hary Prakoso
Kahoot is one of the most popular evaluation methods used as an effective instrument in the learning process. As a platform of digital-based media, there are many advantages that can be gotten by using it, such as making easier and faster for teacher and lecturer in getting assessment results, reducing of the cost in making and duplicating a couple of questions, and psychologically improving students’ attention in understanding material actively and openly. This is a preliminary study which is conducted using experimental design toward 60 of psychology students who attended the research methodology and psychometric courses. The purposes of this study are to explore the psychological factors that might happen during learning Kahoot media and to identify the effect of Kahoot learning in improving student achievement and creating a critical thinking character. The results of this study show that there is a significant difference between pretest and posttest score during the experimental period. Therefore, this preliminary study gives important information about the effectiveness of using Kahoot in the learning process.
Kahoot是最流行的评估方法之一,在学习过程中被用作有效的工具。作为一个数字媒体的平台,使用它可以获得很多好处,比如让老师和讲师更容易、更快地获得评估结果,降低制作和复制几个问题的成本,从心理上提高学生在积极、开放地理解材料时的注意力。本研究采用实验设计对60名参加了研究方法论和心理测量学课程的心理学专业学生进行初步研究。本研究旨在探讨在学习Kahoot媒介过程中可能发生的心理因素,并确定Kahoot学习在提高学生学习成绩和培养批判性思维品质方面的作用。本研究结果表明,在实验期间,前测和后测得分存在显著差异。因此,这项初步研究提供了关于在学习过程中使用Kahoot的有效性的重要信息。
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引用次数: 7
EXPLORING THE EFFECTS OF STRUCTURAL TRANSPARENCY AND EXPLORATORY GUIDANCE IN SIMULATION-BASED LEARNING ENVIRONMENTS 探索结构透明度和探索性指导在基于模拟的学习环境中的作用
Carlos Capelo, Ana Lorga
Simulation-based learning environments are used extensively to support learning on complex business systems. Nevertheless, there exist studies that identify problems and limitations due to cognitive processing difficulties. Particularly, previous research addressed some aspects of model transparency and instructional strategy and produced inconclusive results about their impact on learning effectiveness. This study investigates the learning effects of using transparent simulations (that is, showing users the internal structure of models), and exploratory guidance (that is, guiding learners so they are able to explore the simulation by themselves, supported by specific cognitive aids). We present a set of hypotheses about the influence of the degree of simulator transparency and the degree of exploratory guidance on participants’ model comprehension which is assessed in terms of mental model structure and behaviour similarities. A test based on a simulation experiment with a system dynamics model, representing a supply chain system, was performed. Participants are required to use the simulator to investigate on some issues related to the bullwhip effect and other supply chain coordination concepts. Participants provided with the more transparent strategy and offered the more exploratory guidance demonstrated better understanding of the structure and behaviour of the underlying model. However, our results suggest that while exploratory guidance is a beneficial method for both model structure and behaviour understanding, making solely the model transparent is more limited in its effect.
基于模拟的学习环境被广泛用于支持复杂业务系统的学习。然而,已有研究发现了认知加工困难带来的问题和局限性。特别是,以前的研究解决了模型透明度和教学策略的某些方面,并没有得出关于它们对学习效果影响的结论性结果。本研究考察了使用透明模拟(即向用户展示模型的内部结构)和探索性指导(即在特定的认知辅助工具的支持下引导学习者自己探索模拟)的学习效果。我们提出了一组关于模拟器透明度和探索性指导程度对参与者模型理解的影响的假设,这些模型是根据心理模型结构和行为相似性来评估的。以供应链系统动力学模型为例,在仿真实验的基础上进行了测试。参与者需要使用模拟器来研究与牛鞭效应和其他供应链协调概念相关的一些问题。参与者提供了更透明的策略,并提供了更具探索性的指导,表明对底层模型的结构和行为有了更好的理解。然而,我们的研究结果表明,虽然探索性指导对模型结构和行为理解都是一种有益的方法,但仅仅使模型透明在其效果上更为有限。
{"title":"EXPLORING THE EFFECTS OF STRUCTURAL TRANSPARENCY AND EXPLORATORY GUIDANCE IN SIMULATION-BASED LEARNING ENVIRONMENTS","authors":"Carlos Capelo, Ana Lorga","doi":"10.33965/celda2019_201911l019","DOIUrl":"https://doi.org/10.33965/celda2019_201911l019","url":null,"abstract":"Simulation-based learning environments are used extensively to support learning on complex business systems. Nevertheless, there exist studies that identify problems and limitations due to cognitive processing difficulties. Particularly, previous research addressed some aspects of model transparency and instructional strategy and produced inconclusive results about their impact on learning effectiveness. This study investigates the learning effects of using transparent simulations (that is, showing users the internal structure of models), and exploratory guidance (that is, guiding learners so they are able to explore the simulation by themselves, supported by specific cognitive aids). We present a set of hypotheses about the influence of the degree of simulator transparency and the degree of exploratory guidance on participants’ model comprehension which is assessed in terms of mental model structure and behaviour similarities. A test based on a simulation experiment with a system dynamics model, representing a supply chain system, was performed. Participants are required to use the simulator to investigate on some issues related to the bullwhip effect and other supply chain coordination concepts. Participants provided with the more transparent strategy and offered the more exploratory guidance demonstrated better understanding of the structure and behaviour of the underlying model. However, our results suggest that while exploratory guidance is a beneficial method for both model structure and behaviour understanding, making solely the model transparent is more limited in its effect.","PeriodicalId":385382,"journal":{"name":"Proceedings of the 16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019)","volume":"59 1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130744079","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
INVESTIGATING K-2 STUDENTS’ COMPUTATIONAL THINKING SKILLS DURING A PROBLEM-SOLVING ACTIVITY ABOUT THE WATER CYCLE USING EDUCATIONAL ROBOTICS 在利用教育机器人解决水循环问题的活动中,调查k-2学生的计算思维能力
C. Angeli, Eftychia Xerou, M. Nicolaou
The main purpose of the study was to investigate K-2 children’s development of computational thinking skills through an activity with Blue-Bot, a floor programmable robot. Twenty children between six and seven years old participated in the study. Children were engaged in problem-solving activities with the Blue-Bot to learn how to program it and about the water cycle. The results of the study reported statistically significant learning gains between the initial and final assessment of children’s computational thinking skills as they were measured holistically with a rubric that was developed for the purposes of this study. In addition, the results showed that learning with robotics activities was an effective way to teach children about the water cycle.
本研究的主要目的是通过一种可编程地板机器人Blue-Bot的活动来调查K-2年级儿童计算思维技能的发展。20名6至7岁的儿童参加了这项研究。孩子们与蓝色机器人一起参与解决问题的活动,学习如何编程和水循环。研究结果表明,在对儿童计算思维能力的初步评估和最终评估之间,统计学上有显著的学习收益,因为他们是用为本研究目的而开发的一个指标进行整体测量的。此外,研究结果还表明,通过机器人活动进行学习是一种有效的方式来教授孩子们关于水循环的知识。
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引用次数: 2
A DISTRIBUTED CONTENT ADDRESSABLE NETWORK FOR OPEN EDUCATIONAL RESOURCES 面向开放教育资源的分布式内容可寻址网络
S. Downes
We introduce Content Addressable Resources for Education (CARE) as a method for addressing issues of scale, access, management and distribution that currently exist for open educational resources (OER) as they are currently developed in higher education. CARE is based on the concept of the distributed web (dweb) and, using (for example) the Interplanetary File System (IPFS) provides a means to distributed OER in such a way that they cannot be blocked or paywalled, can be associated with each other (for example, as links in a single site, or as newer versions of existing resources) creating what is essentially an open resource graph (ORG), and when accessed through applications such as Beaker Browser, can be cloned and edited by any user to create and share new resources.
我们介绍了教育内容可寻址资源(CARE),作为解决开放教育资源(OER)目前在高等教育中开发时存在的规模、访问、管理和分布问题的方法。CARE基于分布式网络(dweb)的概念,使用(例如)星际文件系统(IPFS)提供了一种分布式OER的方法,使它们不能被阻止或付费,可以相互关联(例如,作为单个站点的链接,或作为现有资源的更新版本)创建本质上是开放资源图(ORG),并且当通过Beaker Browser等应用程序访问时,可由任何用户克隆和编辑,以创建和共享新资源。
{"title":"A DISTRIBUTED CONTENT ADDRESSABLE NETWORK FOR OPEN EDUCATIONAL RESOURCES","authors":"S. Downes","doi":"10.33965/celda2019_201911c063","DOIUrl":"https://doi.org/10.33965/celda2019_201911c063","url":null,"abstract":"We introduce Content Addressable Resources for Education (CARE) as a method for addressing issues of scale, access, management and distribution that currently exist for open educational resources (OER) as they are currently developed in higher education. CARE is based on the concept of the distributed web (dweb) and, using (for example) the Interplanetary File System (IPFS) provides a means to distributed OER in such a way that they cannot be blocked or paywalled, can be associated with each other (for example, as links in a single site, or as newer versions of existing resources) creating what is essentially an open resource graph (ORG), and when accessed through applications such as Beaker Browser, can be cloned and edited by any user to create and share new resources.","PeriodicalId":385382,"journal":{"name":"Proceedings of the 16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019)","volume":"72 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124441435","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
WHAT PREDICTS CHEATING AMONG STUDENTS? A CROSS CULTURAL COMPARISON BETWEEN ONLINE AND FACE-TO-FACE COURSES 如何预测学生的作弊行为?在线课程和面对面课程的跨文化比较
Y. Eshet, Y. Peled, K. Grinautski, C. Barczyk
Many researchers have dwelled on the phenomenon of academic dishonesty (AD) or unethical behaviors within the academic environment. While this phenomenon can be explained by various factors, the current study investigates and presents a new structural model for determinants of AD. The predictors of AD that were found in the context of traditional and distance-learning courses in higher education are types of motivation, students' attitudes, personality traits, and cultural backgrounds (presented by country according to Hofstede's cultural dimensions theory). This study was conducted using a survey method of 2,357 students studying in six different academic institutes. Using structural equation modeling (SEM) the results indicate that the surveyed students tend to engage less in AD in online courses than in face-to-face courses. This notion is contrary to the traditional views and the research literature, therefore, having important practical implications for educators, institution and researchers dealing with course design development and institutional policy concerning pedagogical uses of digital technology.
学术不诚信(AD)或学术环境中的不道德行为是许多研究者关注的问题。虽然这种现象可以由多种因素解释,但本研究调查并提出了一种新的AD决定因素结构模型。在高等教育的传统和远程学习课程的背景下,AD的预测因素是动机类型、学生态度、人格特征和文化背景(根据Hofstede的文化维度理论由国家呈现)。本研究采用问卷调查的方法,对在六个不同的学术机构学习的2357名学生进行了调查。运用结构方程模型(SEM)分析结果表明,受访学生在网络课程中的AD参与程度低于面授课程。这一概念与传统观点和研究文献相反,因此,对于处理课程设计开发和有关数字技术教学使用的制度政策的教育工作者、机构和研究人员具有重要的实际意义。
{"title":"WHAT PREDICTS CHEATING AMONG STUDENTS? A CROSS CULTURAL COMPARISON BETWEEN ONLINE AND FACE-TO-FACE COURSES","authors":"Y. Eshet, Y. Peled, K. Grinautski, C. Barczyk","doi":"10.33965/celda2019_201911l004","DOIUrl":"https://doi.org/10.33965/celda2019_201911l004","url":null,"abstract":"Many researchers have dwelled on the phenomenon of academic dishonesty (AD) or unethical behaviors within the academic environment. While this phenomenon can be explained by various factors, the current study investigates and presents a new structural model for determinants of AD. The predictors of AD that were found in the context of traditional and distance-learning courses in higher education are types of motivation, students' attitudes, personality traits, and cultural backgrounds (presented by country according to Hofstede's cultural dimensions theory). This study was conducted using a survey method of 2,357 students studying in six different academic institutes. Using structural equation modeling (SEM) the results indicate that the surveyed students tend to engage less in AD in online courses than in face-to-face courses. This notion is contrary to the traditional views and the research literature, therefore, having important practical implications for educators, institution and researchers dealing with course design development and institutional policy concerning pedagogical uses of digital technology.","PeriodicalId":385382,"journal":{"name":"Proceedings of the 16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019)","volume":"63 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127387337","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Proceedings of the 16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019)
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