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A framework for teaching an undergraduate data analytics class 本科数据分析课程的教学框架
Pub Date : 2021-04-26 DOI: 10.1504/IJIOME.2021.114719
David R. Firth, Jason H. Triche, David J. Lucus
The explosive growth of data analytics has led to a large demand for analytical skills which is outstripping the supply of this skillset. Business schools across the world are responding to this challenge by offering graduate and undergraduate programs in data analytics. There is a growing body of literature covering the graduate level programs, but very little literature covers the undergraduate courses. This article covers the basic topics, themes and universal issues in teaching the undergraduate introduction to the data analytics course. We provide an over-arching framework on how to deliver an introduction course. We examine three different introduction classes at three AACSB accredited schools. We conclude with common issues, mitigation plans, and lessons learned.
数据分析的爆炸式增长导致了对分析技能的巨大需求,而这一需求已经超过了这种技能的供应。为了应对这一挑战,世界各地的商学院都在提供数据分析的研究生和本科生课程。有越来越多的文献涉及研究生水平的课程,但很少有文献涉及本科课程。本文涵盖了本科数据分析课程导论教学中的基本主题、主题和普遍问题。我们提供了一个关于如何提供入门课程的总体框架。我们考察了三所AACSB认证学校的三个不同的入门课程。我们总结了常见问题、缓解计划和经验教训。
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引用次数: 0
Lean production teaching methods and learning assessment: a literature review 精益生产教学方法与学习评价:文献综述
Pub Date : 2021-04-26 DOI: 10.1504/IJIOME.2021.114718
Ana Paula Lista, G. Tortorella, D. Jurburg, R. Sawhney
Lean production (LP) is widely acknowledged as an approach to establish an organisational culture of continuous improvement for superior performance results. Despite the fact that there are different LP training courses for facilitating its implementation, the effectiveness of their results is not clearly known. Thus, the aim of this paper is to identify the main LP teaching methods and their learning assessment approaches. For that, we performed a systematic literature review in the main databases and analysed the retrieved articles' content both quantitatively and qualitatively. Such identification helps researchers and practitioners interested in LP implementation to select and adapt the most appropriate LP teaching method according to the desired objectives, since there is no consensus on the best approach.
精益生产(LP)被广泛认为是一种建立持续改进的组织文化以获得卓越绩效结果的方法。尽管有不同的LP培训课程促进其实施,但其结果的有效性尚不清楚。因此,本文的目的是确定主要的LP教学方法及其学习评估方法。为此,我们在主要数据库中进行了系统的文献综述,并对检索到的文章内容进行了定量和定性分析。这种识别有助于对LP实施感兴趣的研究人员和实践者根据期望的目标选择和适应最合适的LP教学方法,因为对最佳方法没有共识。
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引用次数: 1
Computer self-efficacy in global contexts: appraising Chinese and Indian non-specialists' attitudes to common and advanced computer tasks 全球背景下的计算机自我效能:评价中国和印度非专业人员对普通和高级计算机任务的态度
Pub Date : 2016-04-23 DOI: 10.1504/IJIOME.2016.076054
C. DeCoursey
Most studies of computing self-efficacy among non-specialists have used Westerners as participants, and identify affect as an important element of self-efficacy. Chinese and Indian non-specialists comprise an increasing proportion of western and global tertiary students. They have different attitudes towards learning computing than westerners, due to their different backgrounds. This study compares the attitudes of Chinese and Indian tertiary non-specialists to learning ordinary and advanced computing tasks, while learning animation and business English. Quantitative data was obtained from a survey. Qualitative data was obtained from student blogs. Appraisal analysis was used to determine areas of positive and negative attitude. Results show that Indians reported higher gains than Chinese participants; both groups focus more on cognitive mastery than personal emotions in assessing the value of the learning experience; increased exposure to computing may decrease their interest in learning computing tasks; but relatively lower previous exposure does not disadvantage non-specialists.
大多数非专业人士自我效能感的研究以西方人为研究对象,并将情感作为自我效能感的重要组成部分。中国和印度的非专业学生在西方和全球高等教育学生中所占的比例越来越大。由于他们的背景不同,他们对学习计算机的态度与西方人不同。本研究比较了中国和印度的高等教育非专业人员在学习动画和商务英语的同时,对学习普通和高级计算机任务的态度。定量数据是从调查中获得的。定性数据来自学生博客。评估分析用于确定积极和消极态度的领域。结果显示,印度人报告的收益高于中国参与者;在评估学习经验的价值时,两组人都更关注认知掌握而不是个人情绪;增加对计算的接触可能会降低他们学习计算任务的兴趣;但相对较低的先前接触并不不利于非专业人士。
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引用次数: 0
Facilitative learning model for student engagement in a project management course: a case study 项目管理课程中学生参与的促进学习模式:个案研究
Pub Date : 2016-04-23 DOI: 10.1504/IJIOME.2016.076059
Dana M. Johnson, L. Wanless
Ample research exists in the area of instructor-led facilitation, which is typically conducted by those trained in pedagogical approaches and as such their primary profession may be that of faculty, instructor, or professional trainer. Prior research on student-led pedagogy has focused on tutoring, problem-solving teams, and similar activities. This exploratory case study focused on student-led facilitation for active student engagement in an undergraduate project management course and its impact on student learning measured by engagement, average exam score, and overall course average. Data was gathered through observations, exam scores, student survey, and final grades. In the second year of application, a voluntary survey was completed by students to supplement existing data. It was uncovered that students are more engaged through increased class participation in discussion, have greater retention of material as demonstrated through higher exam scores, and improved performance in final course averages. Based on this case study, it can be inferred that student-led facilitation is an effective pedagogical approach for this course and may be applied in the context of other courses. This is believed to be the first contribution in the area of student-led facilitation not using tutoring, problem-solving, case discussions, or similar methods.
在教师主导的促进领域存在着大量的研究,这通常是由受过教学方法训练的人进行的,因此他们的主要职业可能是教员、讲师或专业培训师。先前对学生主导教学法的研究主要集中在辅导、解决问题的团队和类似的活动上。本探索性案例研究侧重于学生主导的促进学生在本科项目管理课程中的积极参与,以及它对学生学习的影响,通过参与度、平均考试成绩和整体课程平均成绩来衡量。数据是通过观察、考试成绩、学生调查和期末成绩收集的。在申请的第二年,学生完成了一项自愿调查,以补充现有数据。研究发现,学生通过增加课堂讨论的参与度而更投入,通过更高的考试成绩可以更好地记住材料,并提高期末课程的平均成绩。通过这个案例研究,我们可以推断学生主导的促进是一种有效的教学方法,并且可以应用到其他课程中。这被认为是在学生主导的促进领域的第一个贡献,而不是使用辅导,解决问题,案例讨论或类似的方法。
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引用次数: 1
Role of learning style preferences and interactive response systems on student learning outcomes 学习风格偏好和互动反应系统对学生学习成果的影响
Pub Date : 2016-04-23 DOI: 10.1504/IJIOME.2016.076046
H. Yazici
Learning style preferences are found influential in learning and academic achievement, and may explain how students learn. Additionally, technology has been proven effective in educational processes. Interactive response systems known also as clickers seem to increase student engagement, although studies on the direct effects of clickers on learning outcomes are limited. The purpose of this study is to determine whether student learning style plays a role in learning outcomes and whether some students benefit using interactive systems more than others. Learning outcomes are measured by critical thinking abilities, comprehension of subject knowledge, and effective decision-making abilities through problem/project-based learning practices. Based on the learning outcomes of students enrolled in operations management classes, business students with participant learning style were found to be high academic achievers and successful critical thinkers. Use of interactive response systems positively affected overall course performance and was instrumental in the comprehension of subject knowledge and problem-based learning practices. While participant learners benefited most from interactive response systems, independent learners' application and effective decision-making abilities were enhanced by the use of these systems.
研究发现,学习风格偏好对学习和学业成就有影响,并可能解释学生如何学习。此外,技术已被证明在教育过程中是有效的。互动回应系统也被称为点击器,似乎可以提高学生的参与度,尽管关于点击器对学习结果的直接影响的研究还很有限。本研究的目的是确定学生的学习风格是否在学习成果中起作用,以及是否有些学生比其他人更受益于使用互动系统。学习成果通过批判性思维能力、对学科知识的理解以及通过基于问题/项目的学习实践的有效决策能力来衡量。从营运管理班学生的学习结果来看,具有参与式学习风格的商科学生具有较高的学业成就和成功的批判性思考者。使用互动回应系统对整体课程表现有积极影响,并有助于理解学科知识和基于问题的学习实践。虽然参与式学习者从互动响应系统中获益最多,但这些系统的使用提高了独立学习者的应用和有效决策能力。
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引用次数: 12
An informal approach to management development at small and medium-sized manufacturing companies 中小型制造企业管理发展的非正式方法
Pub Date : 2016-04-23 DOI: 10.1504/IJIOME.2016.076047
J. Tell
Considerable debate and discussion exist on the effectiveness and relevance of various management development models/approaches/methods intended to support companies and their managers. In recent years management researchers have described successful network collaborations among companies that increase managerial capability, effect positive change, and promote beneficial development. However, the literature has not fully explored the fundamental principles and learning outcomes of learning networks in this context. As a result, organisers (or providers) of management development courses and programs lack the needed resources that help them create effective learning environments. This paper describes an informal management development approach known as the learning network in which SME managers share experiences and ideas in a learning network characterised by mutual trust and purposeful collaboration.
对于旨在支持公司及其管理者的各种管理发展模式/方法/方法的有效性和相关性,存在着相当大的争论和讨论。近年来,管理研究人员描述了公司之间成功的网络合作,这些合作增加了管理能力,影响了积极的变化,并促进了有益的发展。然而,在这种背景下,文献并没有充分探讨学习网络的基本原理和学习结果。因此,管理发展课程和项目的组织者(或提供者)缺乏必要的资源来帮助他们创造有效的学习环境。本文描述了一种非正式的管理发展方法,即学习网络,中小企业管理者在一个以相互信任和有目的的合作为特征的学习网络中分享经验和想法。
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引用次数: 0
Decomposing bills of materials using the Gozinto-list-method 使用gozinto -list方法分解物料清单
Pub Date : 2015-11-30 DOI: 10.1504/ijiome.2015.073163
C. Glock, Hamid Abedinnia
This paper introduces a method for calculating material requirements by decomposing bills of materials. Starting with the primary (end customer) demand, we use bills of materials to calculate direct material requirements step by step for each production stage until the total material requirements have been calculated. The method proposed in this paper illustrates how the product structure influences material requirements and may thus be used in class to show students how material requirements can be calculated precisely. In addition, the method proposed in this paper may also be applied for calculating material requirements in practice.
介绍了一种通过分解物料清单计算物料需要量的方法。从主要(最终客户)需求开始,我们使用物料清单一步一步地计算每个生产阶段的直接物料需求,直到计算出总物料需求。本文提出的方法说明了产品结构如何影响材料需求,因此可以在课堂上使用,向学生展示如何精确计算材料需求。此外,本文提出的方法也可用于实际材料需要量的计算。
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引用次数: 0
Benefits of self-selected projects from students' workplace as a pedagogical tool in graduate operations management classes 学生在工作场所自选项目作为研究生运营管理课程教学工具的好处
Pub Date : 2015-11-30 DOI: 10.1504/ijiome.2015.073161
Alan Jin, Lifang Wu, Margaret Cunningham, Ravi Chinta
Project-based pedagogies are well recognised and widely adopted in business education. In this paper we present lessons from a project-based pedagogy specifically designed for Master of Business Administration (MBA) students: self-selected operations projects from their workplaces. We introduced this approach in two sections of our core MBA Operations Management course during the Spring 2014 semester, and then interviewed thirty-seven students to discover students' perceptions of the benefits of this pedagogy. Our analysis revealed that, from MBA students' perspective, self-selected projects from students' workplaces provided significant benefits to the students' workplace performance, professional and career development, project management experience, and course material learning. We conclude with the limitations of the study, implications for instructors, and suggestions for future research.
项目教学法在商科教育中得到广泛认可和采用。在本文中,我们介绍了专门为工商管理硕士(MBA)学生设计的基于项目的教学法的经验教训:从他们的工作场所自行选择运营项目。我们在2014年春季学期的MBA核心运营管理课程的两个部分中引入了这种方法,然后采访了37名学生,以发现学生对这种教学法的好处的看法。我们的分析显示,从MBA学生的角度来看,来自学生工作场所的自选项目对学生的工作表现、专业和职业发展、项目管理经验和课程材料学习都有显著的好处。最后,我们总结了本研究的局限性、对教师的启示以及对未来研究的建议。
{"title":"Benefits of self-selected projects from students' workplace as a pedagogical tool in graduate operations management classes","authors":"Alan Jin, Lifang Wu, Margaret Cunningham, Ravi Chinta","doi":"10.1504/ijiome.2015.073161","DOIUrl":"https://doi.org/10.1504/ijiome.2015.073161","url":null,"abstract":"Project-based pedagogies are well recognised and widely adopted in business education. In this paper we present lessons from a project-based pedagogy specifically designed for Master of Business Administration (MBA) students: self-selected operations projects from their workplaces. We introduced this approach in two sections of our core MBA Operations Management course during the Spring 2014 semester, and then interviewed thirty-seven students to discover students' perceptions of the benefits of this pedagogy. Our analysis revealed that, from MBA students' perspective, self-selected projects from students' workplaces provided significant benefits to the students' workplace performance, professional and career development, project management experience, and course material learning. We conclude with the limitations of the study, implications for instructors, and suggestions for future research.","PeriodicalId":193538,"journal":{"name":"International Journal of Information and Operations Management Education","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130729398","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
Using transactional distances to explore student satisfaction with group collaboration in the flipped classroom 利用交易距离探索翻转课堂中学生对小组合作的满意度
Pub Date : 2015-11-30 DOI: 10.1504/ijiome.2015.073155
W. Swart, Niva Wengrowicz, K. Wuensch
In the 'flipped' classroom, students use online materials to learn what is traditionally learned by attending lectures, and class time is used for interactive group learning (IGL). IGL differentiates the flipped class from a traditional class and is touted as what makes the flipped class reflective of how higher education will change. In this paper, we use transactional distance (TD) and relative proximity theory (RPT) to hypothesise collaboration factors that could model student satisfaction in a flipped class. An instrument based on these factors was administered to a total of 84 students enrolled in two sections of a flipped operations management course over two semesters and EFA, SEM and CFA analyses determined it to be valid and reliable. Multiple regressions were used to determine which factors were statistically significant unique predictors of student satisfaction in the flipped classroom. The findings of the research imply that neither instructors nor students should be left to 'sink or swim' when first exposed to the flipped classroom. Instead, instructors should be incentivised to develop the skills required to be an effective learning, or cognitive, coach and students should be instructed in teaming skills as part of the flipped classroom experience.
在“翻转”课堂中,学生使用在线材料学习传统上通过听课学习的知识,课堂时间用于互动小组学习(IGL)。IGL将翻转课堂与传统课堂区分开来,并被吹捧为翻转课堂反映了高等教育将如何变化。在本文中,我们使用交易距离(TD)和相对接近理论(RPT)来假设可以模拟翻转课堂中学生满意度的协作因素。基于这些因素的工具在两个学期的翻转运营管理课程的两个部分中对总共84名学生进行了管理,EFA, SEM和CFA分析确定了它的有效性和可靠性。采用多元回归来确定哪些因素是统计上显著的翻转课堂学生满意度的独特预测因子。研究结果表明,当教师和学生第一次接触到翻转课堂时,不应该让他们“沉沦或游泳”。相反,教师应该被激励去发展有效学习或认知所需的技能,教练和学生应该被指导团队技能,作为翻转课堂体验的一部分。
{"title":"Using transactional distances to explore student satisfaction with group collaboration in the flipped classroom","authors":"W. Swart, Niva Wengrowicz, K. Wuensch","doi":"10.1504/ijiome.2015.073155","DOIUrl":"https://doi.org/10.1504/ijiome.2015.073155","url":null,"abstract":"In the 'flipped' classroom, students use online materials to learn what is traditionally learned by attending lectures, and class time is used for interactive group learning (IGL). IGL differentiates the flipped class from a traditional class and is touted as what makes the flipped class reflective of how higher education will change. In this paper, we use transactional distance (TD) and relative proximity theory (RPT) to hypothesise collaboration factors that could model student satisfaction in a flipped class. An instrument based on these factors was administered to a total of 84 students enrolled in two sections of a flipped operations management course over two semesters and EFA, SEM and CFA analyses determined it to be valid and reliable. Multiple regressions were used to determine which factors were statistically significant unique predictors of student satisfaction in the flipped classroom. The findings of the research imply that neither instructors nor students should be left to 'sink or swim' when first exposed to the flipped classroom. Instead, instructors should be incentivised to develop the skills required to be an effective learning, or cognitive, coach and students should be instructed in teaming skills as part of the flipped classroom experience.","PeriodicalId":193538,"journal":{"name":"International Journal of Information and Operations Management Education","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114520552","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: 7
Teaching data envelopment analysis in production operations management through an undergraduate research project based on real-world data 通过一个基于真实数据的本科生研究项目,教授生产运营管理中的数据包络分析
Pub Date : 2015-11-30 DOI: 10.1504/ijiome.2015.073151
Xiangrong Liu
This teaching note reflects the recent experience in teaching an undergraduate production operations management course through the implementation of a real-world-problem-based research project. In this project, students investigated a multi-million dollar effort Access database compiled by the Environmental Protection Agency (EPA) and applied a data envelopment analysis (DEA) model to benchmark production efficiency among the coal-fired power plants within the states that they selected in the USA. This research project did much to developing students' quantitative problem-solving skills by weaving the research project throughout the whole semester, engaging students in illustrating DEA models with a real industrial production problem, and enhancing students' awareness of sustainability in production operations management.
本教学笔记反映了最近通过实施一个基于现实问题的研究项目来教授本科生生产运营管理课程的经验。在这个项目中,学生们调查了由美国环境保护署(EPA)编制的一个耗资数百万美元的Access数据库,并应用数据包络分析(DEA)模型对他们选择的美国各州的燃煤电厂的生产效率进行基准测试。这个研究项目将研究项目贯穿整个学期,让学生用实际的工业生产问题来说明DEA模型,增强了学生在生产运营管理中的可持续性意识,这对培养学生的定量解决问题的能力有很大的帮助。
{"title":"Teaching data envelopment analysis in production operations management through an undergraduate research project based on real-world data","authors":"Xiangrong Liu","doi":"10.1504/ijiome.2015.073151","DOIUrl":"https://doi.org/10.1504/ijiome.2015.073151","url":null,"abstract":"This teaching note reflects the recent experience in teaching an undergraduate production operations management course through the implementation of a real-world-problem-based research project. In this project, students investigated a multi-million dollar effort Access database compiled by the Environmental Protection Agency (EPA) and applied a data envelopment analysis (DEA) model to benchmark production efficiency among the coal-fired power plants within the states that they selected in the USA. This research project did much to developing students' quantitative problem-solving skills by weaving the research project throughout the whole semester, engaging students in illustrating DEA models with a real industrial production problem, and enhancing students' awareness of sustainability in production operations management.","PeriodicalId":193538,"journal":{"name":"International Journal of Information and Operations Management Education","volume":"93 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131015180","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
期刊
International Journal of Information and Operations Management Education
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