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Big Data Analytics and Competitive Advantage: Evidences from Healthcare Services Organistions in Lagos State, Nigeria 大数据分析和竞争优势:来自尼日利亚拉各斯州医疗服务组织的证据
IF 3 Q1 Social Sciences Pub Date : 2023-06-12 DOI: 10.53819/81018102t4149
A. Ibidun
This paper investigated the effect of big data analytics and its six sub-dimensions on the competitive advantage of healthcare service organisations. Big data analytics have six sub-dimensions: agility capability, data-driven decision making, business intelligence, information technology capability, Internet of Things (IoT) application software, and cloud computing. Big Data Analytics (BDA) refers to the advanced analytical techniques used to process and derive valuable knowledge from large datasets. While BDA has the potential to offer significant business insights and create immense value, many organisations struggle to fully capitalise on their BDA initiatives and gain a competitive advantage. Despite the opportunities presented by BDA, some firms face challenges in effectively leveraging and extracting value from their data analytics endeavours. The study adopted a survey research design. The population of the study comprised 3931 employees of accredited healthcare service firms in Lagos State. The study utilised mixed sampling techniques comprising purposive, proportionate, and random sampling techniques. A sample size of 676 participants was obtained using Cochran’s sample size formula (1977). An adapted questionnaire was used, and an 83.3% response rate was achieved. The Cronbach’s alpha reliability coefficients for various constructs ranged from 0.769 to 0.904. The data were analysed using inferential (regression) analysis. The findings revealed that big data analytics dimensions had a significant effect on competitive advantage (Adj.R2 = 0.937; (F (6, 556) = 0.937), p<0.05). The study concluded that big data analytics affected the competitive advantage of healthcare firms in Lagos State, Nigeria. Based on the findings of the study, it was recommended that the management of healthcare service organisations in Lagos State invest in the combination of Big Data Analytics (BDA) dimensions in order to achieve a long-term competitive advantage. Also, management should use BDA to support the operational activities of the firm to increase cost efficiencies and develop firm-specific BDA knowledge. Keywords: Big data analytics, Healthcare organisation, Competitive advantage, Internet of things application, Information technology capability, Lagos State
本文研究了大数据分析及其六个子维度对医疗服务组织竞争优势的影响。大数据分析有六个子维度:敏捷性能力、数据驱动决策、商业智能、信息技术能力、物联网(IoT)应用软件和云计算。大数据分析(BDA)是指用于处理和从大型数据集中获取有价值知识的先进分析技术。虽然BDA有潜力提供重要的业务见解并创造巨大的价值,但许多组织仍在努力充分利用其BDA计划并获得竞争优势。尽管BDA带来了机遇,但一些公司在有效利用和提取数据分析价值方面面临挑战。本研究采用调查研究设计。该研究的人口包括拉各斯州认可的医疗保健服务公司的3931名员工。本研究采用混合抽样技术,包括目的抽样、比例抽样和随机抽样技术。使用Cochran样本量公式(1977)获得676名参与者的样本量。采用改编问卷,回复率达83.3%。不同构式的Cronbach 's α信度系数在0.769 ~ 0.904之间。采用推理(回归)分析对数据进行分析。研究发现,大数据分析维度对企业竞争优势有显著影响(Adj.R2 = 0.937;(F (6,556) = 0.937), p<0.05)。该研究得出结论,大数据分析影响了尼日利亚拉各斯州医疗保健公司的竞争优势。根据研究结果,建议拉各斯州医疗保健服务组织的管理层投资于大数据分析(BDA)维度的组合,以实现长期的竞争优势。此外,管理层应该使用BDA来支持公司的运营活动,以提高成本效率并开发公司特定的BDA知识。关键词:大数据分析,医疗机构,竞争优势,物联网应用,信息技术能力,拉各斯州
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引用次数: 0
New perspective of learning objects in e-learning system 电子学习系统中学习对象的新视角
IF 3 Q1 Social Sciences Pub Date : 2023-05-19 DOI: 10.1108/ijilt-08-2022-0161
Meryem Amane, K. Aissaoui, M. Berrada
PurposeTogether, learning objects (LOs) and e-pedagogical practices have the potential to improve the performance of e-learning systems in several ways. They can make e-learning more personalised and adaptable, providing students with a more engaging and effective learning experience.Design/methodology/approachThe development of LOs and e-pedagogical practices have significantly influenced and changed the performance of e-learning systems. LOs are self-contained, reusable units of instructional content that create instructional materials, such as online courses, tutorials and assessments. They provide a flexible and modular approach to designing and delivering e-learning content, allowing educators to easily customise and adapt their materials to the needs of their students. e-pedagogical practices refer to the use of technology to enhance and support the teaching and learning process. They include strategies such as online collaboration, gamification and adaptive learning to improve student engagement, motivation and achievement.FindingsTo achieve this objective, this study consists of two main phases. First, the authors extract metadata from LOs using latent semantic analysis algorithms, which are considered a strong tool in web-mining exploration techniques. Second, they identify LOs according to a particular form of similarity using fuzzy c-means (FCM) algorithms. To improve classification accuracy, the FCM is used as a clustering algorithm.Originality/valueFinally, in order to assess the effectiveness of LOs with FCM, a series of experimental studies using a real-world dataset are conducted. The results of this study indicate that the proposed approach exceeds the traditional approach and produces good results.
学习对象(LOs)和电子教学实践结合在一起,有可能以多种方式改善电子学习系统的性能。它们可以使电子学习更加个性化和适应性强,为学生提供更有吸引力和更有效的学习体验。设计/方法/途径LOs和电子教学实践的发展显著影响和改变了电子学习系统的性能。LOs是独立的、可重用的教学内容单元,用于创建教学材料,如在线课程、教程和评估。它们提供了一种灵活和模块化的方法来设计和交付电子学习内容,使教育工作者能够轻松地根据学生的需求定制和调整他们的材料。电子教学实践是指利用技术来加强和支持教学过程。其中包括在线协作、游戏化和适应性学习等策略,以提高学生的参与度、积极性和成就。为了实现这一目标,本研究包括两个主要阶段。首先,作者使用潜在语义分析算法从LOs中提取元数据,该算法被认为是web挖掘探索技术中的强大工具。其次,他们使用模糊c均值(FCM)算法根据特定形式的相似性来识别LOs。为了提高分类精度,采用FCM作为聚类算法。原创性/价值最后,为了评估使用FCM的LOs的有效性,使用真实数据集进行了一系列实验研究。研究结果表明,该方法优于传统方法,取得了较好的效果。
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引用次数: 2
Conducting educational escape rooms during a global pandemic 在全球大流行期间开展教育逃生室
IF 3 Q1 Social Sciences Pub Date : 2023-05-16 DOI: 10.1108/ijilt-12-2021-0188
R. Ross, Richard Hall, Sarah Ross
PurposeEscape room-based learning is a new educational game-based learning trend which embeds student learning within an exciting escape room scenario. Ordinarily these educational escape rooms are in a table-top format which involves learners decoding clues together around a table. In the age of a global pandemic [coronavirus disease 2019 (COVID-19)] with stringent social distancing and lock-downs, this normal game modality was not possible and so an alternate online approach was required. Thus, this paper aims to study escape room activities during global pandemics.Design/methodology/approachIn this paper, the authors outline how these escape room activities have been taken online, in an synchronous virtual environment and evaluate the student perception of these escape rooms, in contrast to previous cohorts of students who completed escape rooms together in person.FindingsThe authors' results indicate that although students enjoy the escape room game-based learning environment, the remote nature of the activity means the students take longer to solve the puzzles. The students are also more likely to struggle in the activity and find them less engaging than the in-person escape room challenges.Originality/valueAlthough educational escape rooms have been devised for a variety of subjects and can be run through several different modalities (table-top, full rooms and online), this study compares different modalities (online vs table-top) for identical puzzles taken over different cohorts of students.
目的基于密室逃生的学习是一种新的基于教育游戏的学习趋势,它将学生的学习嵌入到一个令人兴奋的密室逃生场景中。通常,这些教育逃生室都是桌面式的,学习者围坐在桌子旁解码线索。在全球大流行(冠状病毒病2019 (COVID-19))、严格保持社交距离和封锁的时代,这种正常的游戏模式是不可能的,因此需要一种替代的在线方式。因此,本文旨在研究全球流行病期间的密室逃生活动。设计/方法/方法在本文中,作者概述了这些密室逃生活动是如何在同步的虚拟环境中进行的,并评估了学生对这些密室逃生活动的看法,与之前一起完成密室逃生的学生群体形成对比。作者的研究结果表明,尽管学生们喜欢密室逃生游戏式的学习环境,但这种活动的远程性质意味着学生们需要更长的时间来解决谜题。学生们也更有可能在这种活动中挣扎,觉得它们不如面对面的密室逃生挑战有吸引力。原创性/价值虽然教育逃生室已经为各种科目设计,并且可以通过几种不同的模式(桌面,满室和在线)运行,但本研究比较了不同模式(在线与桌面)对不同学生群体进行相同谜题的不同模式。
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引用次数: 0
Technology enablement of the skills ecosystem 技能生态系统的技术支持
IF 3 Q1 Social Sciences Pub Date : 2023-05-10 DOI: 10.1108/ijilt-12-2022-0229
N. Boyer, M. Griffith
PurposeAs the skills economy becomes the norm, learning focused on skills, learners who understand those skills and can iterate the learners to potential employers, and hiring personnel who prioritize skills when making personnel decisions create a visible currency that can be leveraged by all the stakeholders. This paper seeks to analyze those emergent skills, show the skills' impact on the self-organizing skills ecosystem and illustrate how the skills provide a conduit to wholesale global change by creating a talent pipeline designed to generate economic vitality.Design/methodology/approachThrough a system thinking lens and by exploring related skills ecosystem literature, this paper explores the concept of the self-organizing learn-earn skills ecosystem and the role technology plays in the development, implementation and continuation of the process. Tools such as customer, actor, transformation, worldview, owner and environment (CATWOE) and levers have been implemented to probe the maturity, challenges and opportunities the emerging ecosystem provides.FindingsAs the ecosystem evolves, there is much to be done to align stakeholders to reach the ecosystem's full potential. However, by applying a systems lens to the work in progress, greater clarity and definition can be achieved, thereby generating more forward momentum to propel the skills movement toward the intended outcomes.Originality/valueWhile there are many recent publications that define the elements, parameters and attributes of the referenced skills ecosystem, this article aggregates information, through a system thinking lens, to provide a deeper, more cohesive analysis.
随着技能经济成为常态,学习专注于技能,理解这些技能的学习者可以将学习者迭代到潜在的雇主,以及在做出人事决策时优先考虑技能的招聘人员,创造了一种可见的货币,可以被所有利益相关者利用。本文试图分析这些新兴技能,展示这些技能对自组织技能生态系统的影响,并说明这些技能如何通过创建旨在产生经济活力的人才管道,为大规模的全球变革提供渠道。设计/方法/途径通过系统思维视角,通过对相关技能生态系统文献的探索,本文探讨了自组织学习-学习技能生态系统的概念,以及技术在该过程的发展、实施和延续中所扮演的角色。客户、参与者、转换、世界观、所有者和环境(CATWOE)等工具和杠杆已经被实施,以探测新兴生态系统提供的成熟度、挑战和机遇。随着生态系统的发展,要使利益相关者保持一致,充分发挥生态系统的潜力,还有很多工作要做。然而,通过将系统视角应用于进行中的工作,可以获得更大的清晰度和定义,从而产生更多的前进动力,推动技能运动朝着预期的结果发展。原创性/价值虽然最近有许多出版物定义了参考技能生态系统的元素、参数和属性,但本文通过系统思维镜头汇总了信息,以提供更深入、更有凝聚力的分析。
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引用次数: 0
Virtual communication adoption by educational leaders: moderating role of perceived risk and benefits 教育领导者对虚拟沟通的采用:感知风险和收益的调节作用
IF 3 Q1 Social Sciences Pub Date : 2023-05-02 DOI: 10.1108/ijilt-03-2022-0044
Saurabh Gupta, Nidhi Mathur
PurposeThe objective of this study was to analyse the effects of major determinants on VCT adoption intention among higher educational leaders. Also, this study aims to investigate how perceived risk and perceived benefits influence the educational leaders, VCT actual use intention.Design/methodology/approachThe authors used the online survey method to collect the 440 responses through purposive sampling procedure. Structural equation modelling (SEM) technique and Multi Group Analysis procedure were used to test the proposed model and moderating effects.FindingsThe findings revealed that all the four determinants (PE, EE, SI and FC) based on UTAUT model have positive and significant effects on intention to use VCT. Besides this there is a significant and positive effect of intention to use VCT on actual usage of VCT by the educational leaders. The moderating effect of perceived risk and perceived benefits on actual usage of virtual communication also found significant.Research limitations/implicationsThis paper makes its contribution to the literature related to virtual communication technology adoption by including two moderator variables (perceived risk and benefits) that are expected to affect educational leaders' actual usage of VCT. The results can also help researchers and practitioners better understanding the factors that influence higher educational leaders to adopt VCT.Originality/valueThis study proposed a model incorporating the perceived risk and perceived benefits in the UTAUT model to predict the actual use of VCT. The study endeavours to investigate the moderating effects of perceived risk and perceived benefits between ITUVCT and AUVCT in Indian educational context.
目的本研究的目的是分析主要决定因素对高等教育领导者采用VCT意愿的影响。此外,本研究旨在调查感知风险和感知利益如何影响教育领导者的VCT实际使用意图。设计/方法/方法作者使用在线调查方法,通过有目的的抽样程序收集了440份回复。采用结构方程建模(SEM)技术和多组分析程序对所提出的模型和调节效果进行了测试。研究结果表明,基于UTAUT模型的所有四个决定因素(PE、EE、SI和FC)对使用VCT的意愿都有积极而显著的影响。除此之外,使用VCT的意图对教育领导者实际使用VCT也有显著而积极的影响。感知风险和感知收益对虚拟通信实际使用的调节作用也很显著。研究局限性/含义本文通过纳入两个调节变量(感知风险和收益),对与虚拟通信技术采用相关的文献做出了贡献,这两个变量预计会影响教育领导者对VCT的实际使用。研究结果还可以帮助研究人员和从业者更好地了解影响高等教育领导者采用VCT的因素。Originality/value本研究提出了一个模型,将感知风险和感知收益纳入UTAUT模型,以预测VCT的实际使用。本研究试图调查印度教育背景下ITUVCT和AUVCT之间感知风险和感知收益的调节作用。
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引用次数: 0
Application of microcredentials to validate human capabilities in a large telecommunications organisation: strategic transformation to a future-ready workforce 应用微观经验验证大型电信组织的人力能力:向未来劳动力的战略转型
IF 3 Q1 Social Sciences Pub Date : 2023-05-02 DOI: 10.1108/ijilt-05-2022-0102
M. Bowles, B. Brooks, S. Curnin, H. Anderson
PurposeThe value of transverse skills, including human capabilities, has been acknowledged for a significant period of time by major organisations such as UNESCO and the World Economic Forum. This paper reports on the application of microcredentials linked to the Human Capability Framework in a major telecommunications organisation that has a vision to establish a baseline to develop the levels of capability for both individual employees and the entire workforce. In this case study, capability is evidenced through learning and applied performance specified in a microcredential that carries a credit-entry score into higher education qualifications. The value of the microcredentials lies not in recognising learning outcomes; rather, it lies in an individual's ability to validate their full potential, open sustainable employment opportunities and prepare for emergent new roles.Design/methodology/approachThis commentary offers a case study of how a major Australian telecommunications organisation implemented microcredentials that are aligned to the Human Capability Framework Standards reference model.FindingsThe approach in this case study demonstrates how a company that confidently invests in non-traditional learning approaches that increase the value of human capital can tangibly grow the capacity of the workforce to deliver not only its strategy but also its cultural values.Originality/valueThe multi-award-winning model described in this case study is novel and clearly informs current research and thinking addressing this topic.
目的包括人的能力在内的横向技能的价值在很长一段时间内得到了联合国教科文组织和世界经济论坛等主要组织的认可。本文报告了与人力能力框架相关的微观要素在一家主要电信组织中的应用,该组织的愿景是建立一个基线,以发展员工个人和整个劳动力的能力水平。在本案例研究中,能力是通过微学历中规定的学习和应用表现来证明的,该微学历具有进入高等教育资格的学分。微缺牙的价值不在于识别学习成果;相反,这取决于个人是否有能力充分发挥自己的潜力,提供可持续的就业机会,并为新出现的角色做好准备。设计/方法论/方法本评论提供了一个案例研究,说明澳大利亚一家主要电信组织如何实施与人力能力框架标准参考模型相一致的小额创新。发现本案例研究中的方法表明,一家自信地投资于提高人力资本价值的非传统学习方法的公司,如何切实提高员工的能力,不仅实现其战略,还实现其文化价值。独创性/价值本案例研究中描述的屡获殊荣的模式新颖,清晰地反映了当前针对该主题的研究和思考。
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引用次数: 0
Detecting AI-generated essays: the ChatGPT challenge 检测人工智能生成的文章:ChatGPT的挑战
IF 3 Q1 Social Sciences Pub Date : 2023-05-01 DOI: 10.1108/ijilt-03-2023-0043
Ilker Cingillioglu
PurposeWith the advent of ChatGPT, a sophisticated generative artificial intelligence (AI) tool, maintaining academic integrity in all educational settings has recently become a challenge for educators. This paper discusses a method and necessary strategies to confront this challenge.Design/methodology/approachIn this study, a language model was defined to achieve high accuracy in distinguishing ChatGPT-generated essays from human written essays with a particular focus on “not falsely” classifying genuinely human-written essays as AI-generated (Negative).FindingsVia support vector machine (SVM) algorithm 100% accuracy was recorded for identifying human generated essays. The author discussed the key use of Recall and F2 score for measuring classification performance and the importance of eliminating False Negatives and making sure that no actual human generated essays are incorrectly classified as AI generated. The results of the proposed model's classification algorithms were compared to those of AI-generated text detection software developed by OpenAI, GPTZero and Copyleaks.Practical implicationsAI-generated essays submitted by students can be detected by teachers and educational designers using the proposed language model and machine learning (ML) classifier at a high accuracy. Human (student)-generated essays can and must be correctly identified with 100% accuracy even if the overall classification accuracy performance is slightly reduced.Originality/valueThis is the first and only study that used an n-gram bag-of-words (BOWs) discrepancy language model as input for a classifier to make such prediction and compared the classification results of other AI-generated text detection software in an empirical way.
随着ChatGPT(一种复杂的生成式人工智能(AI)工具)的出现,在所有教育环境中保持学术诚信最近成为教育工作者面临的挑战。本文探讨了应对这一挑战的方法和必要的策略。设计/方法/方法在本研究中,定义了一种语言模型,以在区分chatgpt生成的论文和人类撰写的论文方面实现高精度,特别关注“不错误地”将真正的人类撰写的论文分类为人工智能生成的(否定)。通过支持向量机(SVM)算法对人工生成的文章进行识别,准确率达到100%。作者讨论了Recall和F2分数用于衡量分类性能的关键用途,以及消除假阴性的重要性,并确保没有实际的人类生成的文章被错误地分类为AI生成的。将所提出模型的分类算法与OpenAI、GPTZero和Copyleaks开发的人工智能生成文本检测软件的分类结果进行对比。教师和教育设计师可以使用提出的语言模型和机器学习(ML)分类器以高精度检测学生提交的ai生成的论文。人类(学生)生成的文章可以并且必须以100%的准确率正确识别,即使整体分类精度性能略有降低。独创性/价值这是第一个也是唯一一个使用n-gram bag-of-words (bow)差异语言模型作为分类器的输入进行预测,并对其他人工智能生成的文本检测软件的分类结果进行实证比较的研究。
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引用次数: 3
A multidimensional approach for enhancing and measuring creative thinking and cognitive skills 提高和衡量创造性思维和认知技能的多维方法
IF 3 Q1 Social Sciences Pub Date : 2023-04-28 DOI: 10.1108/ijilt-12-2022-0227
Y. Rosen, Garrett J. Jaeger, M. Newstadt, Sara Bakken, I. Rushkin, Maneeza Dawood, C. Purifoy
PurposeDespite the fact that research on creativity and cognition have garnered the attention of researchers and practitioners for decades, there is a lack of valid, reliable, and accessible instruments for enhancing and measuring these critical skills. Leveraging research from The LEGO Foundation and in collaboration with BrainPOP and the Learning Economy Foundation, this paper introduces an assessment framework for holistic skills and reports evidence from the 2022 validation study.Design/methodology/approachThe complexities associated with both competencies such as multidimensionality, authenticity, and domain specificity pose a major issue for its measurement and credentialing. This paper provides evidence-based insights on promising ways to measure and provide actionable insights on holistic skills.FindingsPreliminary evidence supports the assessment framework for holistic skills.Research limitations/implicationsFuture directions for further development of the assessment are discussed.Practical implicationsThe framework should also be of help for practitioners looking for research-based guiding principles for the design of learning-through-play activities aimed to help develop holistic skills across a wide range of digital, physical, and hybrid modalities.Social implicationsThe framework provides new instruments and insights for evaluating the social and educational impact of learning-through-play programs and initiatives.Originality/valueThe learning progressions and formative assessment for holistic skills development are novel and clearly needed in research and practice of learning-through-play.
尽管几十年来,关于创造力和认知的研究已经引起了研究人员和实践者的关注,但缺乏有效、可靠和可访问的工具来增强和测量这些关键技能。利用乐高基金会的研究,并与BrainPOP和学习经济基金会合作,本文介绍了一个全面技能的评估框架,并报告了2022年验证研究的证据。设计/方法论/方法与这两种能力相关的复杂性,如多维性、真实性和领域特异性,为其测量和认证提出了一个主要问题。本文提供了基于证据的见解,有希望的方法来衡量和提供整体技能的可操作的见解。初步证据支持整体技能的评估框架。研究的局限性/意义讨论了进一步发展评估的未来方向。实践意义:该框架还应有助于从业者寻找基于研究的指导原则,以设计旨在帮助在广泛的数字、物理和混合模式中开发整体技能的“通过游戏学习”活动。社会影响该框架为评估“在游戏中学习”项目和倡议的社会和教育影响提供了新的工具和见解。创新/价值整体技能发展的学习递进和形成性评估是新颖的,在游戏中学习的研究和实践中是明显需要的。
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引用次数: 0
The emergence of digital learning in higher education: a lesson from the COVID-19 pandemic 数字学习在高等教育中的兴起:新冠肺炎疫情的教训
IF 3 Q1 Social Sciences Pub Date : 2023-04-28 DOI: 10.1108/ijilt-08-2022-0176
Abdullah Al Masud, Md. Alamgir Hossain, Sukanta Biswas, Afroza Parvin Ruma, K. Rahman, Saurabh Tagore
PurposeThe coronavirus disease 2019 (COVID-19) has a significant influence on many aspects of life, including education. As a result, the education system in emerging nations such as Bangladesh needs a rapid transition from conventional to technology-based distance learning. This study looks at the current state of higher education and how well online courses that use technology work.Design/methodology/approachThis study used a structural equation model (SEM) to analyze the 392 student records taken from several universities in Bangladesh.FindingsThis research showed that students are more likely to use a digital higher education system if faculty are willing, students are eager and the economy is stable. Students who have had a bad experience with digital learning should know that a virtual evaluation system is needed. The willingness of students to use technology also plays a significant role in whether or not the students will take online classes. The research shows that combining traditional classroom and online learning is the best way to create a long-term learning system.Originality/valueThe model suggested in this study has a big effect, and Bangladesh policymakers should consider this model when planning a new kind of technology-based education.
目的2019冠状病毒病(新冠肺炎)对生活的许多方面都有重大影响,包括教育。因此,孟加拉国等新兴国家的教育系统需要从传统远程教育迅速过渡到基于技术的远程教育。这项研究着眼于高等教育的现状以及使用技术的在线课程的效果。设计/方法/方法本研究使用结构方程模型(SEM)分析了来自孟加拉国几所大学的392份学生记录。在数字学习方面有过糟糕经历的学生应该知道,需要一个虚拟评估系统。学生使用技术的意愿也对学生是否参加在线课程起着重要作用。研究表明,将传统课堂和在线学习相结合是创建长期学习系统的最佳方式。独创性/价值本研究中提出的模式有很大的影响,孟加拉国决策者在规划一种新的技术教育时应该考虑这种模式。
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引用次数: 0
Student satisfaction and intention to use e-learning during the Covid-19 pandemic 新冠肺炎大流行期间学生使用电子学习的满意度和意图
IF 3 Q1 Social Sciences Pub Date : 2023-04-24 DOI: 10.1108/ijilt-05-2022-0119
I.I. Nedeljkovic, Dragana Rejman Petrović
PurposeThe aim of this paper is to determine the differences in students' attitudes related to online and traditional teaching, then to determine the level of student satisfaction with online teaching, factors affecting it as well as to examine the problems students most often face during online teaching.Design/methodology/approachThe survey method is used to collect primary data. In the empirical research participate 312 students on the territory of the Republic of Serbia who used e-learning during the Covid-19 pandemic. Descriptive statistical analysis, paired samples t-test, reliability analysis, confirmatory factor analysis and structural equations modeling are applied in the paper.FindingsResearch has shown that students are generally more satisfied with traditional than online teaching. Then, the analysis shows that professors' activities and the quality of e-learning have ? Significant positive effects on student satisfaction with online teaching, as well as on student motivation, then perceived usefulness has a positive impact on motivation and intention to use e-learning and student motivation has statistically significant effects on satisfaction with online teaching. The biggest shortcomings of online teaching are: monotonous teaching, lack of interaction with professors, lack of interaction with other students as well as lack of socialization.Originality/valueAlthough a large number of studies have studied e-learning and student satisfaction, this paper has studied e-learning in the specific conditions of the Covid-19 pandemic. Of particular value to this paper is the comparison of student satisfaction with online teaching during the pandemic and student satisfaction with traditional teaching.
目的本文旨在确定学生对网络教学和传统教学的态度差异,进而确定学生对在线教学的满意度水平、影响因素,并考察学生在网络教学中最常面临的问题。设计/方法/方法调查方法用于收集初步数据。在实证研究中,参与了塞尔维亚共和国境内在新冠肺炎大流行期间使用电子学习的312名学生。本文采用描述性统计分析、配对样本t检验、信度分析、验证性因素分析和结构方程模型。FindingsResearch研究表明,学生通常对传统教学比在线教学更满意。然后,分析表明,教授的活动和电子学习的质量有哪些?对学生对在线教学的满意度和学生动机有显著的正向影响,那么感知有用性对使用电子学习的动机和意图有积极影响,学生动机对在线教学满意度有统计学上显著的影响。在线教学最大的缺点是:教学单调,缺乏与教授的互动,缺乏与其他学生的互动,以及缺乏社会化。原创/价值尽管大量研究研究了电子学习和学生满意度,但本文研究的是新冠肺炎大流行特定条件下的电子学习。本文特别有价值的是比较疫情期间学生对在线教学的满意度和学生对传统教学的满意度。
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引用次数: 2
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International Journal of Information and Learning Technology
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