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2023 Future of Educational Innovation-Workshop Series Data in Action最新文献

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Comparing the Use of Virtual Models vs. Fieldwork in Developing Geomatics Skills in Undergraduate Engineering Education During the COVID-19 Pandemic 在COVID-19大流行期间,比较使用虚拟模型与实地考察在培养本科工程教育中的测绘技能
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10104787
Laura M. Yeomans-Galli, M. P. Vela-Coiffier, Raquel V. Gutiérrez-Hernández, Romeo Ballinas-Gonzalez
Undergraduate students enrolled in Civil Engineering, Architecture, and Urban Planning (CAU) must develop competencies in Geomatics and Topography (G& T) as part of their learning process. During this time, theoretical concepts are traditionally taught with field practice using specialized tools such as a theodolite, laser level, and total station. Due to the environmental restrictions of the COVID-19 pandemic, traditional field practice (TFP) was suspended, preventing access to equipment and study areas. The use of Information and Communication Technologies (ICT), such as Building Information Modeling (BIM) and Virtual Reality (VR), have been explored in the last decade for educational purposes. This paper studies the benefits of using these tools for developing G& T skills. This research aimed to assess students’ learning outcomes using a traditional G& T teaching method and a new methodology based on Virtual Field Practice (VFP) for CAU students. The methodology provides a virtual study area for the CAU student by integrating point clouds derived from photogrammetry and terrestrial laser scanning. It also assesses their learning results and compares them against a control group using a validated instrument. Findings suggest continuing with fieldwork for a greater understanding and correct application of G& T concepts by students, and using virtual models as an efficient way to complement the acquisition of spatial information in the teaching-learning process. Until the publication of this article, we found no evidence in the literature at the undergraduate level of applying exercises like those proposed.
土木工程、建筑与城市规划专业(CAU)的本科生必须在学习过程中培养测绘学和地形学(g&t)方面的能力。在这段时间里,理论概念传统上是通过使用经纬仪、激光水平仪和全站仪等专业工具的实地实践来教授的。由于新冠肺炎大流行的环境限制,传统的野外实践(TFP)暂停,阻止人们进入设备和研究区域。信息和通信技术(ICT)的使用,如建筑信息模型(BIM)和虚拟现实(VR),在过去十年中已经被用于教育目的进行了探索。本文研究了使用这些工具开发g&t技能的好处。本研究旨在利用传统的g&t教学方法和基于虚拟现场实践(VFP)的新方法对CAU学生的学习成果进行评估。该方法通过整合来自摄影测量和地面激光扫描的点云,为CAU学生提供了一个虚拟的研究区域。它还评估他们的学习结果,并使用有效的工具将他们与对照组进行比较。研究结果建议继续进行实地考察,以便学生更好地理解和正确应用地理和技术概念,并在教学过程中使用虚拟模型作为有效的方式来补充空间信息的获取。在这篇文章发表之前,我们在文献中没有发现在本科生水平上应用这些建议的练习的证据。
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引用次数: 0
Tailor-Made Nutrition Education for University Students through Data Science 通过数据科学为大学生量身定制营养教育
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10104772
Katherina Gallardo, Rosa Elvia Díaz-Méndez, Jesús Aguilar González, Paola Mejía-Almada, H. Ceballos
This paper presents a study of daily food intake records with the help of educational technology. The aim was to analyze higher education students’ patterns of eating. The study took place in a private university in northern Mexico. Two phases were defined for this study. The first was to analyze a daily record of food consumption by 1,068 students. The second corresponded to a virtual reality supermarket where 3,189 students’ activities were registered from 2020 to 2022. Their food purchase decisions were studied based on each product’s nutritional information. Statistically significant differences were found in their eating habits in the variables of age, gender, and physical activity. The intake of sodium, sugar, saturated fats, and other fats consumption was also analyzed. This information is considered helpful for designing auxiliary educational material to promote well-being and food habit strategies for undergraduate students.
本文介绍了一种利用教育技术研究每日食物摄入记录的方法。目的是分析高等教育学生的饮食模式。这项研究在墨西哥北部的一所私立大学进行。本研究分为两个阶段。第一项研究分析了1068名学生的每日食物消费记录。第二个与虚拟现实超市相对应,从2020年到2022年,有3189名学生注册了活动。他们的食品购买决定是根据每种产品的营养信息来研究的。在年龄、性别和体力活动等变量中,他们的饮食习惯存在统计学上的显著差异。对钠、糖、饱和脂肪和其他脂肪的摄入量也进行了分析。这些信息被认为有助于设计辅助教育材料,以促进大学生的健康和饮食习惯策略。
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引用次数: 0
Factors to improve online education: A study on the impact of COVID-19 on Delhi students 改善在线教育的因素:关于COVID-19对德里学生影响的研究
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10104773
Valeria V. Pineda-Romero, C. E. Orozco-Mora, H. Ceballos
Due to the COVID-19 outbreak, people worldwide had to self-quarantine in their homes, resulting in the youth having to continue their education online. The lockdown and the effects of the pandemic impacted students’ mental health, exhibiting frustration, stress, and depression. The latter is not ideal for a healthy learning environment, as it involves many coping mechanisms. This study analyzed a database compiling the habits of 1182 individuals in different age groups at various educational institutes in the Delhi-National Capital Region (NCR), India. It identifies factors leading to proposing recommendations to improve students’ online education experiences worldwide and facilitate their learning while caring for their mental health. A CRISP-DM methodology was followed to build a model capable of predicting students’ satisfaction ratings for online classes by analyzing the students’ demographic information and daily habits.
由于新冠肺炎疫情,世界各地的人们不得不在家中进行自我隔离,导致年轻人不得不继续在网上接受教育。封锁和疫情的影响影响了学生的心理健康,表现出沮丧、压力和抑郁。后者对于健康的学习环境来说并不理想,因为它涉及许多应对机制。本研究分析了印度德里-国家首都地区(NCR)不同教育机构1182名不同年龄组个人的习惯数据库。它确定了导致提出建议的因素,以改善全球学生的在线教育体验,促进他们的学习,同时关心他们的心理健康。采用CRISP-DM方法,通过分析学生的人口统计信息和日常习惯,建立了一个能够预测学生在线课程满意度评级的模型。
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引用次数: 0
Experimental Survey Results on Azure.DevOps Application for Management Student’s Projects Azure上的实验调查结果。管理专业学生项目的DevOps应用
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10104593
Antonio Carlos Bento, David Alonso Cantú Delgado, S. Camacho-Léon
This material presents the results of experimental studies carried out with the Azure.DevOps application in classrooms for computing projects between the years 2021 and 2022, in which the Agile and Scrum process models were applied, according to the needs of the project, the variables used in this research represent an assessment of students’ opinion, as well as the presentation of results according to their disciplines, innovation is represented by the use of this tool in internal disciplines of Instituto Tecnológico de Monterrey, presenting excellent results and satisfaction of the students. The results of this study allowed us to conclude on the efficiency of using the Azure.DevOps application in classrooms, allowing an empirical analysis to make decisions, the results presented were positive, allowing its application in classes for the computing area in which they need a project management to control student activities.
本材料介绍了用Azure进行的实验研究的结果。在2021年至2022年之间的计算项目中应用DevOps的课堂应用,其中应用了敏捷和Scrum过程模型,根据项目的需要,本研究中使用的变量代表了对学生意见的评估,以及根据他们的学科呈现的结果,创新是通过在Instituto Tecnológico de Monterrey内部学科中使用该工具来代表的。呈现优异的成绩和学生的满意度。这项研究的结果使我们能够得出使用Azure的效率的结论。DevOps在课堂上的应用,允许实证分析做出决策,结果是积极的,允许它在课堂上的应用,为计算领域,他们需要一个项目管理来控制学生的活动。
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引用次数: 0
The importance of statistics in data science, how to redesign classroom learning in the TEC21 educative model. 统计学在数据科学中的重要性,如何在TEC21教育模式下重新设计课堂学习。
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10105024
Verónica Saavedra Gastélum, Carlos Alberto González Almaguer, Eréndira Gabriela Avilés Rabanales, Ángeles Carolina Aguirre Acosta, Eduardo Caballero Montes, Claudia Zubieta Ramírez
In recent years we have seen an exponential increase in data science in any area of our lives, and it is a cornerstone of technological advances in the last decade. This advance in data science would not be possible without a rebirth of Statistics. Until a few years ago Statistics was considered a support course for engineering courses, Nowadays Statistics has taken a relevant role as a fundamental science for generating Data Science. Machine Learning would not be possible without analysing data patterns and approximating them to probability distributions to generate self-learning algorithms. A new vision of linear regression allows analysing the relationship between different variables under analysis that can predict the response variable. At the Tecnologico de Monterrey, subjects such as Design of experiments, Probability, and Statistics have been focused on supporting the analysis of data science, redesigning the way of learning in the classroom, and seeking a new mentality in students to develop their data analysis skills. Students can analyse complex situations through problem-solving and Statistics.
近年来,我们看到数据科学在我们生活的任何领域都呈指数级增长,它是过去十年技术进步的基石。如果没有统计学的重生,数据科学的进步是不可能实现的。直到几年前,统计学还被认为是工程课程的辅助课程,而如今,统计学作为一门基础科学,在生成数据科学方面发挥了相关作用。如果不分析数据模式,并将其近似于概率分布,以生成自学习算法,机器学习就不可能实现。线性回归的新视角允许分析不同变量之间的关系,可以预测响应变量。在蒙特雷理工学院,实验设计、概率论和统计学等学科的重点是支持数据科学的分析,重新设计课堂学习方式,并寻求学生的新心态来发展他们的数据分析技能。学生可以通过解决问题和统计学分析复杂的情况。
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引用次数: 0
Semantic Data Engineering for Intelligent Educational Learning Systems through Process Mining 基于过程挖掘的智能教育学习系统语义数据工程
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10105072
Kingsley Okoye, Syed Islam, U. Naeem, S. Hosseini
Today, the growing technological turnaround from ‘‘big data’’ to ‘‘big analytics’’ has made it essential for process scientists and analysts to leverage more powerful techniques in analyzing and understanding the different types of data and formats, otherwise allied to the notion of‘‘semantic data engineering Technological advancement has provided data mining solutions capable of processing the data/information in formats that are conceptually comprehended by humans and computers in real-time or realworld settings, and facilitating building of systems and applications that inclusively manage the information or data they contain (machine-understandable systems). For this purpose, this study introduced a ‘‘semantic-based process mining’’ technique capable of discovering abstract or useful information or models from event logs of a learning process (educational domain), and then subsequently used to predict users’ patterns through the semantically-inclined modeling and exploration of the discovered process models. Technically, the study focused on improving the results/outcomes of the learning process and mining using the set of proposed algorithms and model that incorporates semantic annotation (labeling), semantic representations (ontology), and semantic reasoning (inference modules or reasoner) of the discovered models. In turn, the outcome of the method shows that data processing and models analyses provided by traditional process mining techniques in education can be enhanced by adding ‘‘semantic information’’ (properties description) to the discovered models or events $log$ about the processes and domain.
如今,从“大数据”到“大分析”的不断增长的技术转型使得流程科学家和分析师必须利用更强大的技术来分析和理解不同类型的数据和格式,技术进步提供了数据挖掘解决方案,能够以实时或现实环境中人类和计算机在概念上理解的格式处理数据/信息,并促进了系统和应用程序的构建,包括管理它们包含的信息或数据(机器可理解的系统)。为此,本研究引入了一种“基于语义的过程挖掘”技术,该技术能够从学习过程(教育领域)的事件日志中发现抽象或有用的信息或模型,然后通过对发现的过程模型进行语义倾向的建模和探索,用于预测用户的模式。从技术上讲,该研究的重点是改进学习过程的结果/结果,并使用包含发现模型的语义注释(标签)、语义表示(本体)和语义推理(推理模块或推理器)的提出的算法和模型集进行挖掘。反过来,该方法的结果表明,传统的教育过程挖掘技术提供的数据处理和模型分析可以通过向发现的关于过程和领域的模型或事件$log$中添加“语义信息”(属性描述)来增强。
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引用次数: 0
The Prospects for Advancing Adaptive Learning Technology through AI Methods 通过人工智能方法推进适应性学习技术的前景
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10105111
S. V. Singh
Almost every facet of modern life incorporates some form of AI. It is a rapidly developing field of study that promises to revolutionize every facet of human interaction. New methods of instruction and methods of assessing student progress will be developed and tested with the help of AI. With the use of modern educational technology, educational goals can be more effectively realized and managed. This research investigates the influence of Adaptive Learning (AL) on both students and educators via the lens of AGS implementation. Students who have received training in the use of technology are more likely to be self-directed and motivated to evaluate their own development as learners because of the usage of Automated Grading Learning Systems (AGLS). Teachers’ workloads are reduced by AGLS because it allows them to deliver timely and relevant feedback to students and because it opens more avenues for constructive student-teacher interaction.
现代生活的方方面面几乎都融入了某种形式的人工智能。这是一个迅速发展的研究领域,有望彻底改变人类互动的方方面面。在人工智能的帮助下,新的教学方法和评估学生进步的方法将被开发和测试。利用现代教育技术,可以更有效地实现和管理教育目标。本研究从AGS实施的角度探讨了适应性学习对学生和教育者的影响。由于使用了自动评分学习系统(AGLS),接受过技术使用培训的学生更有可能自我指导,更有动力评估自己作为学习者的发展。AGLS减少了教师的工作量,因为它允许他们向学生提供及时和相关的反馈,因为它为建设性的师生互动开辟了更多的途径。
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引用次数: 0
A Model for Improving Communication in Manufacturing and Services Companies in an Industry 4.0 Environment. 工业4.0环境下制造业和服务业企业沟通改善模型
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10105031
Francisco Javier Moctezuma Montano
Currently, several operations management philosophies, tools, and techniques support continuous improvement processes in manufacturing and services companies operating under Industry 4.0 standards. One of the main factors in achieving implementation success is effective communication. The problem is that these continuous improvement solutions often only provide the companies with the procedures, guidelines, success factors, technical skills, and performance measures pertinent to each company. However, effective communication is a critical success factor that, most of the time, is not considered in implementing those solutions. For this reason, an effective communication model is needed to support implementing continuous improvement solutions and new approaches within Industry 4.0. This paper aims to present an effective communication model for implementing continuous improvement solutions in Industry 4.0 manufacturing and services companies. The model was implemented in several organizations with measurements of its impact. The final idea is to export this model to other types of organizations with other approaches to increase the implementation of continuous improvement solutions. The theoretical framework is based on coaching concepts and tools, including effective communication factors.
目前,有几种运营管理理念、工具和技术支持在工业4.0标准下运营的制造业和服务业公司的持续改进流程。实现实施成功的主要因素之一是有效的沟通。问题是,这些持续改进解决方案通常只向公司提供与每个公司相关的程序、指导方针、成功因素、技术技能和绩效度量。然而,有效的沟通是一个关键的成功因素,大多数时候,在实施这些解决方案时没有考虑到这一点。因此,需要一个有效的沟通模型来支持在工业4.0中实施持续改进解决方案和新方法。本文旨在为工业4.0制造和服务公司实施持续改进解决方案提供一种有效的沟通模式。该模型已在几个组织中实施,并对其影响进行了测量。最后的想法是将该模型导出到其他类型的组织,使用其他方法来增加持续改进解决方案的实现。理论框架是基于教练的概念和工具,包括有效的沟通因素。
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引用次数: 0
Emerging Perspectives on Sustainability in Business Schools: A Systematic Literature Review of Pedagogical Tools in Teaching Sustainability 商学院可持续发展的新观点:可持续发展教学工具的系统文献综述
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10104976
A. Ar, Yaprak Dalat Ward, E. H. García, A. Abbas
This study investigates and critically assesses the reported pedagogical strategies for teaching sustainability in business schools and looks into Modern Responsible Management Education (MRME) evolving as a central part of business education curricula, mainly supported by digital teaching tools and virtual reality. The study utilizes the ‘‘Preferred Reporting Items for Systematic Reviews and Meta-Analyses’’ (PRISMA) framework to answer the following two research questions: (1) What are the state-of-the-art practices in business schools in terms of sustainability? (2) What digital tools are most commonly used to support sustainability-related learning concepts? Data was curated from the Web of Science Core Collection databases from the last five years. The initial search keywords included ‘‘Sustainability’’ + ‘‘Business Education’’ +$primeprime Technolog mathrm{y}$” and yielded 1,477 scholarly works. However, after the PRISMA technique was employed, 286 scholarly sources were identified as eligible for the scope of the study. The findings highlight three main critical points: (1) gamitication techniques can enhance student learning outcomes in sustainability and, in particular, critical thinking; (2) e-platforms and other digital tools can support students’ sustainabilityrelated skills development while emphasizing the importance of sustainability; and (3) e-platforms and virtual pedagogical tools can generate a collaborative and integrated learning environment leading to community-centric mindset. Furthermore, the literature indicated that sustainability-related courses raised awareness of various socio-economic factions and changes in industrial structures toward environmentally friendly organizations and led to betterjob prospects.
本研究调查并批判性地评估了商学院可持续性教学的教学策略,并研究了现代负责任管理教育(MRME)作为商业教育课程核心部分的演变,主要由数字教学工具和虚拟现实支持。本研究利用“系统评价和荟萃分析的首选报告项目”(PRISMA)框架来回答以下两个研究问题:(1)商学院在可持续性方面的最新实践是什么?(2)最常用于支持与可持续发展相关的学习概念的数字工具是什么?数据是从过去五年的Web of Science Core Collection数据库中整理出来的。最初的搜索关键词包括“可持续发展”+“商业教育”+“$primeprime technology mathrm{y}$”,得到1477篇学术论文。然而,在采用PRISMA技术后,286个学术来源被确定为符合研究范围的。研究结果强调了三个关键点:(1)游戏化技术可以提高学生在可持续性方面的学习成果,尤其是批判性思维;(2)电子平台和其他数字工具可以在强调可持续性重要性的同时支持学生的可持续发展相关技能发展;(3)电子平台和虚拟教学工具可以产生协作和整合的学习环境,从而形成以社区为中心的思维模式。此外,文献表明,与可持续性有关的课程提高了各种社会经济派别和工业结构向环境友好组织的变化的认识,并导致更好的就业前景。
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引用次数: 0
Experimental Survey’s results for IoT Projects with Tinkercad Circuits Prototypes for Virtual Classes 物联网项目的实验调查结果与虚拟类的修补电路原型
Pub Date : 2023-01-16 DOI: 10.1109/IEEECONF56852.2023.10104663
Antonio Carlos Bento, Daniel Couto Gatti
This document presents experimental results about an applied survey on Internet of Things (IoT) projects, applying resources and developing solutions for create prototypes using Tinkercad Circuits application for computing classes. The results of this experiment were able to prove the capability of online solutions for share the development and to managing the operations and process while working with IoT applications. The results of this studies allowed to see and show the viability to build online solutions, which can contribute for a physical solution, practical and applicable for real projects, the prototype allowed to verify the functionality of a physical solution, avoiding issues as device damages, costs, other devices attachment and loss of time for solutions development. These results will allow the development of the solutions with no cost, fast, practical and with a professional point of view, helping professionals, students, experts, and others individual which need to develop IoT solutions and with low code and remotely. Qualitative and quantitative variables used for comparisons and result analysis on the participants’ opinion, which pointed to consistent and valuable results for the development of solutions using the tool.
本文介绍了一项关于物联网(IoT)项目应用调查的实验结果,利用Tinkercad Circuits应用程序在计算类中创建原型,应用资源和开发解决方案。该实验的结果能够证明在线解决方案在与物联网应用程序一起工作时共享开发和管理操作和流程的能力。这项研究的结果可以看到并显示构建在线解决方案的可行性,这可以为物理解决方案做出贡献,实用且适用于实际项目,原型可以验证物理解决方案的功能,避免设备损坏,成本,其他设备附件和解决方案开发时间损失等问题。这些结果将允许以无成本,快速,实用和专业的角度开发解决方案,帮助专业人士,学生,专家和其他需要开发物联网解决方案的个人,并使用低代码和远程。用于对参与者意见进行比较和结果分析的定性和定量变量,这些变量指向使用该工具开发解决方案的一致和有价值的结果。
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引用次数: 0
期刊
2023 Future of Educational Innovation-Workshop Series Data in Action
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