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Visual Analysis of Chinese E-commerce Talent Training Research Based on CiteSpace 基于CiteSpace的中国电子商务人才培养研究可视化分析
Lirong Dong, Jiandong Zhao, Peng Huang, Xiongna Deng, Tingting Lv
In recent years, the development of e-commerce has become more diversified, especially the development of cross-border e-commerce and rural e-commerce is particularly prominent. However, the talent training of e-commerce has not kept pace with the development of e-commerce. Therefore, it is necessary to sort out the development, research hotspots and development frontiers in e-commence talent training in China as a whole, so as to provide reference for policy makers to formulate policies and programs for e-commence talent training. By using the method of scientific knowledge mapping and CiteSpace software, this paper makes a visual analysis of 498 research articles on "e-commerce" and "talent training" in CNKI database. The results show that the number of research articles is growing rapidly and continuously, the published journals were concentrated in vocational education and economic journals, and the main research forces included Suzhou Institute of Trade & Commerce and other vocational schools. From the research focus, the keywords are e -commerce talent training, vocational education, cross-border e-commerce, rural e-commerce, Internet + and so on. In terms of research evolution, 1999-2004 is the preliminary development stage, 2005-2014 is the rising development stage, and 2015 to now is the vigorous development stage. In terms of research trend, due to the development of e-commerce and policy guidance, rural e-commerce and cross-border e-commerce have been fully developed, which has great research potential and value in recent years.
近年来,电子商务的发展更加多元化,特别是跨境电子商务和农村电子商务的发展尤为突出。然而,电子商务人才的培养并没有跟上电子商务发展的步伐。因此,有必要从整体上梳理中国电子商务人才培养的发展、研究热点和发展前沿,为政策制定者制定电子商务人才培养的政策和方案提供参考。运用科学知识图谱的方法和CiteSpace软件,对中国知网数据库中498篇关于“电子商务”和“人才培养”的研究论文进行了可视化分析。研究结果表明:研究论文数量持续快速增长,发表期刊集中在职业教育类和经济类期刊,主要研究力量包括苏州商贸学院等职业院校;从研究重点来看,关键词为电商人才培养、职业教育、跨境电商、农村电商、互联网+等。从研究演变来看,1999-2004年为初步发展阶段,2005-2014年为上升发展阶段,2015年至今为蓬勃发展阶段。在研究趋势上,由于电子商务的发展和政策的引导,农村电子商务和跨境电子商务得到了充分的发展,近年来具有很大的研究潜力和价值。
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引用次数: 0
Designing a C-STEAM Course for Enhancing Children's Positive Psychological Characters and Learning Performance: A Two-Stage Experiment: This study examines the effects of positive psychology education in cultural learning 设计C-STEAM课程提高儿童积极心理品质与学习表现:两阶段实验:本研究探讨积极心理学教育在文化学习中的作用
Xiaokang Guan, Zehui Zhan
Addressing the needs of advancing cultural education in China, this study presents a framework to integrate positive psychology education into C-STEAM education. We call the model P-CAR to emphasize a positive cognition-action-reflection procedure to cultivate subjective well-being during cultural learning. We conducted a pilot study and then a formal study to test the feasibility of the framework with technology-enhanced instruction and cultural creation activities. We found significant improvement for students’ subjective well-being, conceptual understanding, in-class performance, and program attitude. Hence, positive psychology seems to help promote more effective moral, virtue and cultural education. This paper paves the way for future “fusion” research and helps provide more data and discussion on positive psychology education, especially regarding its application in China. But more study would be needed to establish greater reliability, validity, and generalizability for this research direction.
针对中国推进文化教育的需要,本研究提出了一个将积极心理学教育融入C-STEAM教育的框架。我们称该模型为P-CAR,以强调在文化学习过程中积极的认知-行动-反思过程来培养主观幸福感。我们先进行了初步研究,然后进行了正式研究,以测试该框架与科技强化教学和文化创作活动的可行性。我们发现学生的主观幸福感、概念理解、课堂表现和课程态度都有显著改善。因此,积极心理学似乎有助于促进更有效的道德、美德和文化教育。本文为未来的“融合”研究铺平了道路,并有助于为积极心理学教育,特别是在中国的应用提供更多的数据和讨论。但需要更多的研究来建立更大的信度、效度和推广这一研究方向。
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引用次数: 5
A Learning Assessment Applying Pomodoro Technique as A Productivity Tool for Online Learning 应用番茄工作法作为在线学习生产力工具的学习评估
Jefferson A. Costales, Janice A. Abellana, J. S. Gracia, M. Devaraj
In this era of openness, educational achievement is a top priority for students at all levels; however, what worked in the past to promote accountability in face-to-face settings does not necessarily work in online environments. The need to define and incorporate best evaluation practices in online learning environments is growing as a result of the proliferation of online learning environments and the resulting continued demand for answerability. Assessment is a structured method of documenting learning by concrete data. It is used to improve all facets of student learning by assessing comprehension, skills, dispositions, and beliefs learned from instructional sequences.
在这个开放的时代,教育成就是各级学生的头等大事;然而,过去在面对面环境中促进问责制的方法在网络环境中不一定有效。由于在线学习环境的激增以及随之而来的对责任的持续需求,在在线学习环境中定义和纳入最佳评估实践的需求正在增长。评估是一种用具体数据记录学习的结构化方法。它通过评估从教学序列中学到的理解、技能、性格和信念来提高学生学习的各个方面。
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引用次数: 4
Intelligent Diagnosis of Classroom Teaching Structure under TESTII Framework testi框架下课堂教学结构的智能诊断
Feiyun Xu, Zhong Sun
Analyzing and diagnosing the classroom teaching structure is the fundamental way to improve the quality of education and teaching. However, traditional analysis methods have limitations such as over-reliance on experts, low analysis efficiency, and difficulty in scale. The purpose of this study is to use artificial intelligence technology to improve the efficiency of classroom teaching diagnosis. Based on the TESTII (Teaching Events, SPS, Time coding, Interpretation, Improvement) framework, using such as speech recognition, natural language understanding, combined with artificial labeling and proofreading, identifying teaching events, dividing teaching stages, and exploring whole-class teaching methods The order of the structure. The study found that text extraction can greatly improve the analysis efficiency of the teaching event coding method, and the analysis results can directly serve as a reference for ST coding and ITIAS coding; the Sequencing of Pedagogical Structure matches the role tags of teachers and students, which is a necessary supplement to SPS and aso forms a classroom The premise of the results of teaching analysis; This study conducted a small sample analysis of 12 course examples, and the results were very similar to the award distribution results evaluated by human experts.
对课堂教学结构进行分析与诊断是提高教育教学质量的根本途径。然而,传统的分析方法存在着过分依赖专家、分析效率低、难以规模化等局限性。本研究的目的是利用人工智能技术提高课堂教学诊断的效率。基于TESTII (Teaching Events, SPS, Time coding, Interpretation, Improvement)框架,运用语音识别、自然语言理解等方法,结合人工标注和校对,识别教学事件,划分教学阶段,探索课堂教学方法的顺序结构。研究发现,文本提取可以大大提高教学事件编码方法的分析效率,分析结果可以直接作为ST编码和ITIAS编码的参考;教学结构的排序匹配了教师和学生的角色标签,是对SPS的必要补充,也构成了课堂教学分析结果的前提;本研究对12个课程实例进行了小样本分析,结果与人类专家评估的奖项分配结果非常相似。
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引用次数: 0
Bibliometric Analysis of Instructional Design in Online Education Based on Citespace 基于Citespace的在线教育教学设计的文献计量学分析
Zijie Li, Jun Wang, Shuang Shi
With the advancement of education informatization in China, online education has begun to take shape, and the research on online education is increasing year by year. Instructional design is an important part of teaching in online education. In order to adapt to the new form of online education, researchers began to study instructional design of online education. Therefore, Citespace software is used to review the literature related to online education teaching design in WoS database and CNKI. The research popularity in this field can be shown through the publication time distribution of literature, and the domestic research situation and the influence of various countries can be shown through the country and institution distribution of literature. Keywords co-occurrence analysis can show the hot research content in this field. After comparing the analysis of Chinese and foreign literature, this paper discusses the development of online education instructional design, and discusses the hot spots and frontiers in this field in the future.
随着中国教育信息化的推进,在线教育已经初具规模,对在线教育的研究也逐年增多。教学设计是网络教育教学的重要组成部分。为了适应网络教育的新形式,人们开始研究网络教育的教学设计。因此,本文利用Citespace软件对WoS数据库和CNKI中有关在线教育教学设计的相关文献进行了梳理。通过文献的出版时间分布可以显示该领域的研究普及程度,通过文献的国家和机构分布可以显示国内的研究情况和各国的影响。关键词共现分析可以显示出该领域的研究热点内容。本文通过对中外文献的比较分析,探讨了网络教育教学设计的发展,并探讨了未来该领域的热点和前沿。
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引用次数: 1
MOOC Analytics on Teachers’ Students Centered Teaching Strategies Training: A Study Based on TPD Core Features MOOC对教师以学生为中心的教学策略训练的分析:基于TPD核心特征的研究
Carina Titus Swai, Qingtang Liu, Linjing Wu
This study investigated the impact of using the Desimone framework features as TPD core features to analyse Peer Instruction (PI) and Think Pair Share (TPS) Students Centered teaching strategies training on the MOOC platform for teachers. Data were collected quantitatively and qualitatively from 163 teachers enrolled on training in MOOC for TPD. The features used for analytics were extracted from pre-survey data, discussion forum responses, MOOC report analytics, and face to face class work snapshots. The study results revealed that based on TPD core features from Desimone, the MOOC platform for TPD training encouraged teachers to collaborate and communicate with one another on different strategies and challenges encountered in their face to face classroom. There were also advances in teachers’ face-to-face interaction with students on using Students Centered teaching strategies in their classroom from the analysis of classwork snapshots on the MOOC platform. Despite the challenges of using MOOCs for TPD for some of the teachers, it is observed that implementing TPD based on core features from Desimone increases teachers’ knowledge and skills and improves their students’ learning.
本研究考察了使用Desimone框架特征作为TPD核心特征对教师在MOOC平台上进行Peer Instruction (PI)和Think Pair Share (TPS)以学生为中心的教学策略培训的影响。本研究从163名参加TPD MOOC培训的教师中收集了定量和定性数据。用于分析的特征是从预调查数据、论坛回复、MOOC报告分析和面对面的课堂工作快照中提取出来的。研究结果表明,基于Desimone的TPD核心特征,面向TPD培训的MOOC平台鼓励教师就面对面课堂中遇到的不同策略和挑战进行协作和交流。从MOOC平台的课堂作业快照分析来看,教师与学生面对面互动在课堂上使用以学生为中心的教学策略方面也取得了进展。尽管对一些教师来说,使用MOOCs进行TPD存在挑战,但我们发现,基于Desimone的核心功能实施TPD增加了教师的知识和技能,提高了学生的学习效果。
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引用次数: 0
Investigating Online Learning Experience of Chinese University Students during the COVID-19 新冠肺炎疫情期间中国大学生在线学习体验调查
Shuang Zhang, Yuehua Wang, T. Yi, Chili Li
This study reports the results of an investigation into online learning experiences among a group of Chinese university students during the COVID-19. Specifically, it aims to understand the students' perceived online learning experiences, teacher caring behavior, and resilience. Dates were collected by a questionnaire upon 189 undergraduate students from a local university in China. Analysis of the collected data reveals that the participants were satisfied at their online learning experiences, displaying a strong resilience, and receiving adequate support from their teachers, though a small part of them still thought that their teachers could have done better. The results are implicative for improving better online learning and support the students during the hard time in China and other similar contexts. © 2021 ACM.
本研究报告了对一组中国大学生在新冠肺炎期间在线学习经历的调查结果。具体而言,它旨在了解学生感知的在线学习体验、教师关怀行为和弹性。通过对189名中国地方大学本科生进行问卷调查,收集数据。对收集数据的分析显示,参与者对自己的在线学习体验感到满意,表现出较强的适应力,并得到了老师的充分支持,尽管一小部分人仍然认为老师可以做得更好。研究结果对提高在线学习质量具有重要意义,并为中国和其他类似国家的学生在困难时期提供支持。©2021 acm。
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引用次数: 2
Thinking on the Cultivation of Innovative Talents in Computer Majors Facing Big Data Applications 面向大数据应用的计算机专业创新型人才培养的思考
G. Jiao, Lang Li, H. Deng, Guangyong Zheng, Yi Zou, Junxia Zhao
In order to solve the problems in the training of big data talents in colleges and universities, such as unclear training objectives, not close combination of practical teaching and industrial enterprises, and low training quality, this paper proposes a training mode of innovative computer talents oriented to the application of big data. The mode to train applied talents as the goal, USES the OBE's education idea, through the revision of the talent training scheme, optimizing curriculum system, reforming teaching methods, practical teaching system construction, improve teachers' skills, reform the assessment content and ways to improve the quality of talent training, meet the social demand for big data and technical personnel.
针对目前高校大数据人才培养中存在的培养目标不明确、实践教学与产业企业结合不紧密、培养质量低等问题,本文提出了一种面向大数据应用的创新型计算机人才培养模式。该模式以培养应用型人才为目标,采用OBE的教育理念,通过修订人才培养方案、优化课程体系、改革教学方法、实践教学体系建设、提高教师技能、改革考核内容和方式等提高人才培养质量,满足社会对大数据技术人才的需求。
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引用次数: 1
Understanding Learners’ Interests in Cybersecurity Competitions on Reddit 了解学习者对Reddit网络安全竞赛的兴趣
Brock Floyd, Jared Jackson, E. Probst, Hong Liu, Nischal Mishra, Chen Zhong
Cybersecurity competitions have been recognized as an effective approach to engaging students with real-world challenges. This work aims to explore the cybersecurity competition contestants’ interests and opinions by collecting and analyzing Reddit data. Reddit is a leading hub for students and professionals to exchange information and share experience. We identified a list of keywords of interest and gathered over three thousand relevant public posts. Both qualitative and quantitative data analysis methods are employed to gain insight into learners’ interests and opinions from the data. Our results of analyzing Reddit posts provide a complementary understanding of learners’ interests and opinions compared with the existing survey studies of cybersecurity competitions. The frequency analysis results show that the popular topics include training tools, career advice, penetration testing, CTF, and certifications. Although survey studies are more targeted, our analysis of Reddit posts provides a more complete picture of how learners’ sentiment is impacted by competitions. In the end, our analysis results enable us to discuss several practical implications of the findings and directions of future work.
网络安全竞赛已被认为是让学生参与现实挑战的有效途径。这项工作旨在通过收集和分析Reddit数据来探索网络安全竞赛选手的兴趣和观点。Reddit是学生和专业人士交流信息和分享经验的主要中心。我们确定了一个感兴趣的关键词列表,并收集了3000多个相关的公开帖子。采用定性和定量的数据分析方法,从数据中了解学习者的兴趣和观点。我们对Reddit帖子的分析结果与现有的网络安全竞赛调查研究相比,提供了对学习者兴趣和观点的补充理解。频率分析结果显示,流行的话题包括培训工具、职业建议、渗透测试、CTF和认证。虽然调查研究更有针对性,但我们对Reddit帖子的分析提供了一个更完整的图片,说明学习者的情绪是如何受到竞争的影响的。最后,我们的分析结果使我们能够讨论研究结果的几个实际意义和未来工作的方向。
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引用次数: 0
Automatic Classroom Question Classification Based on Bloom's Taxonomy 基于Bloom分类法的课堂问题自动分类
Jiamin Huang, Zhao Zhang, Jian-jua Qiu, Li Peng, Dongmei Liu, Peng Han, Kaiqing Luo
Asking questions is usually used by teachers to guide students to think and to interact with students. Bloom's Taxonomy has been used widely in the educational field to assess students’ intellectual abilities and skills. However, most questions lack a scientific basis and design; too many low-level questions constrain students’ thought. Some works classify these questions manually, which is inefficient. To improve the efficiency and provide implications for teachers to design curriculums, this study utilized machine learning to automatically classify teachers’ questions by building up keywords and extracting TF-IDF (Term frequency inverse document frequency) features. The result showed that keywords are significant in classifying questions, and we obtained an accuracy of 86.0%.
提问通常是教师引导学生思考和与学生互动的方式。布鲁姆分类法被广泛应用于教育领域,用来评估学生的智力和技能。然而,大多数问题缺乏科学依据和设计;太多的低级问题束缚了学生的思维。有些作品手动对这些问题进行分类,效率很低。为了提高效率并为教师的课程设计提供参考,本研究利用机器学习技术,通过建立关键词和提取TF-IDF (Term frequency inverse document frequency)特征,对教师的问题进行自动分类。结果表明,关键词在问题分类中有显著的作用,我们获得了86.0%的准确率。
{"title":"Automatic Classroom Question Classification Based on Bloom's Taxonomy","authors":"Jiamin Huang, Zhao Zhang, Jian-jua Qiu, Li Peng, Dongmei Liu, Peng Han, Kaiqing Luo","doi":"10.1145/3498765.3498771","DOIUrl":"https://doi.org/10.1145/3498765.3498771","url":null,"abstract":"Asking questions is usually used by teachers to guide students to think and to interact with students. Bloom's Taxonomy has been used widely in the educational field to assess students’ intellectual abilities and skills. However, most questions lack a scientific basis and design; too many low-level questions constrain students’ thought. Some works classify these questions manually, which is inefficient. To improve the efficiency and provide implications for teachers to design curriculums, this study utilized machine learning to automatically classify teachers’ questions by building up keywords and extracting TF-IDF (Term frequency inverse document frequency) features. The result showed that keywords are significant in classifying questions, and we obtained an accuracy of 86.0%.","PeriodicalId":273698,"journal":{"name":"Proceedings of the 13th International Conference on Education Technology and Computers","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114744432","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: 2
期刊
Proceedings of the 13th International Conference on Education Technology and Computers
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