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Methodological Assessment of Data Suitability for Defect Prediction 缺陷预测数据适用性的方法学评估
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-07-31 DOI: 10.12776/qip.v24i2.1443
Peter Schlegel, Daniel Buschmann, Max Ellerich, R. Schmitt
Purpose: This paper provides a domain specific concept to assess data suitability of various data sources along the production chain for defect prediction. Methodology/Approach: A seven-phase methodology is developed in which the data suitability for defect prediction in interlinked production steps is assessed. For this purpose, the manufacturing process is mapped and potential influencing variables on the origin of defects are identified. The available data is evaluated and quantified with regard to the criteria relevancy, completeness, appropriate amount of data, accessibility and interpretability. The individual assessments are then visualized in an overview, gaps in data acquisition are identified and needs for action are derived. Findings: The research shows a seven-phase methodology to systematically assess data suitability for defect prediction and identify data gaps in interlinked production steps. Research Limitation/implication: This research is limited to the analysis of contextual data quality for the use case of defect prediction. Other data analytics applications or processes outside of manufacturing are not included. Originality/Value of paper: The paper provides a new approach to identify gaps in data acquisition by systematically assessing data suitability for defect prediction and deducting needs for action. The accuracy of predictive defect models is then to be improved by the subsequent optimization of the data basis.
目的:本文提供了一个领域特定的概念来评估沿着生产链的各种数据源的数据适用性,以进行缺陷预测。方法论/方法:开发了一个七阶段的方法论,其中评估了相互关联的生产步骤中缺陷预测的数据适用性。为此,对制造过程进行了映射,并对缺陷起源的潜在影响变量进行了识别。根据相关性、完整性、数据的适当数量、可访问性和可解释性等标准对现有数据进行评价和量化。然后在概述中将个别评估可视化,确定数据获取方面的差距,并得出采取行动的需要。研究结果:该研究显示了一个七阶段的方法来系统地评估缺陷预测的数据适用性,并识别相互关联的生产步骤中的数据缺口。研究限制/含义:本研究仅限于缺陷预测用例的上下文数据质量分析。制造业之外的其他数据分析应用程序或流程不包括在内。论文的原创性/价值:本文提供了一种新的方法,通过系统地评估数据对缺陷预测的适用性和推断行动需求来识别数据获取中的差距。然后通过对数据基础的后续优化来提高预测缺陷模型的准确性。
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引用次数: 3
A Scale for Measuring Sustainable Manufacturing Practices and Sustainability Performance: Validity and Reliability 衡量可持续生产实践和可持续发展绩效的量表:效度和信度
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-07-31 DOI: 10.12776/qip.v24i2.1385
Y. M. Ibrahim, N. Hami, S. S. Abdulameer
Purpose: In quantitative studies, providing a valid and reliable instrument is necessary to ensure accurate results when measuring sustainable manufacturing practices (SMPs) and sustainability performance (SP). Therefore, this study aims to evaluate the validity and reliability of the measurements of SMPs and SP. Methodology/Approach: The population of this study is top managers who have experience in the oil and gas industry (O&GI) in Iraq. Two tests were carried out in the present study: the pre-test and the pilot test. Findings: In the pre-test, the comments made by six academician experts and three practitioners were used to rephrase the measurements items and modify them according to the requirements of the O&GI by the Iraqi context. Moreover, in the pilot test was all the items were reliable and were sufficiently correlated with their constructs. Research Limitation/implication: There are some limitations to the current study. First, due to the small size of the study population, the pilot test sample in the current study was only 12 respondents. Future researchers can increase the sample size for the pilot test when they have a large population. Second, the validity and reliability of the measurements were tested in the current study in the oil and gas industry only. Future studies can test these measurements in other industries or small and Small and medium-sized enterprises (SMEs). Originality/Value of paper: Theoretically, there are four contributions to the body of knowledge: first, introduce measures for SMPs according to the product life cycle view, it is limited in the literature. Second, these measures can be used by researchers to study the extent of SMPs and the SP of companies using descriptive statistics. Third, these measures can be used to investigate the impact of SMPs on SP by regression testing or structural equation modelling. Fourth, measures can be modified into open-ended questions for use in qualitative or mixed studies. Practically, there are two practical implications which explain in the conclusion.
目的:在定量研究中,在测量可持续生产实践(SMPs)和可持续绩效(SP)时,提供有效和可靠的工具是必要的,以确保准确的结果。因此,本研究旨在评估smp和SP测量的有效性和可靠性。方法/方法:本研究的对象是在伊拉克石油和天然气行业(O&GI)有经验的高层管理人员。本研究进行了两项试验:预试和中试。结果:在预测中,6位专家学者和3位从业人员的意见被用来根据伊拉克的情况根据O&GI的要求重新表述测量项目并对其进行修改。此外,在先导测试中,所有的项目都是可靠的,并与他们的构念充分相关。研究局限性/启示:目前的研究存在一些局限性。首先,由于研究人群的规模较小,本研究的试点测试样本只有12名受访者。未来的研究人员可以在有大量人口时增加试点测试的样本量。其次,在目前的研究中,测量的有效性和可靠性仅在石油和天然气行业进行了测试。未来的研究可以在其他行业或中小企业(SMEs)中检验这些测量结果。原创性/论文价值:理论上,对知识体系有四个贡献:首先,根据产品生命周期观点介绍smp的措施,它在文献中是有限的。其次,研究人员可以使用描述性统计方法来研究SMPs的程度和公司的SP。第三,这些措施可以通过回归检验或结构方程模型来研究SMPs对SP的影响。第四,测量可以修改为开放式问题,用于定性或混合研究。实际上,结论中有两个实际含义。
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引用次数: 6
Enterprise Risk Management – Approaches Determining Its Application and Relation to Business Performance 企业风险管理-确定其应用及其与经营绩效关系的方法
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-07-31 DOI: 10.12776/qip.v24i2.1467
J. Klučka, Rudolf Grünbichler
Purpose: As management systems, enterprise risk management and enterprise performance management pursue similar objectives and influence each other positively. The paper aims to provide an insight into the relationship between Enterprise Risk Management and Business Performance Management. Methodology/Approach: The paper compares the results of an American study with the results of a Slovakian study. First, the American results are cited and interpreted. Then the Slovak results are presented and discussed. Then the results are compared. In the last part an overall conclusion is drawn, the relationships between the results are shown and practical implications are explained. Findings: The results show similarities, but also differences to Enterprise Risk Management and the relationships between Enterprise Risk Management and Business Performance Management. The paper shows that there are differences in both the management approach and the impact on business performance between American and Slovak companies. Research Limitation/implication: A limitation in both studies is the limited number of participating companies. This is accompanied by a higher probability of error. Originality/Value of paper: The paper provides new information to the gap related to subjects enterprise risk management and business performance management and their relations.
目的:企业风险管理与企业绩效管理作为一种管理制度,追求相似的目标,并相互积极影响。本文旨在深入探讨企业风险管理与企业绩效管理之间的关系。方法/方法:本文将一项美国研究的结果与一项斯洛伐克研究的结果进行比较。首先,美国的结果被引用和解释。然后介绍和讨论了斯洛伐克的结果。然后对结果进行比较。最后,对研究结果进行了总结,并对研究结果之间的关系进行了说明。研究发现:研究结果与企业风险管理、企业风险管理与企业绩效管理的关系既有相似之处,也有差异。本文表明,美国和斯洛伐克公司在管理方式和对经营绩效的影响方面存在差异。研究限制/启示:这两项研究的一个限制是参与公司的数量有限。这伴随着更高的出错概率。论文的独创性/价值:本文对企业风险管理与企业绩效管理及其关系的相关主题的差距提供了新的信息。
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引用次数: 16
Why Most University-Industry Partnerships Fail to Endure and How to Create Value and Gain Competitive Advantage through Collaboration – A Systematic Review 为什么大多数校企合作关系不能持久,如何通过合作创造价值并获得竞争优势——系统回顾
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-07-31 DOI: 10.12776/qip.v24i2.1389
A. Marinho, Rui Silva, G. Santos
Purpose : The collaborative work between universities and enterprises is increasingly important given the growing competitive environment, transformed by intense global competition, rapid technological change and shorter product life cycles. In this article several case studies are analysed, as well as relevant academic literature, to get an insight concerning the current relationship status between enterprises and universities. Methodology/Approach : The methodology is grounded on the literature review on University-Industry Partnerships, selected from indexed sources, and targeted to case-based experiences where practical feedback is given. Findings: It is shown that university-industry knowledge transfer contributes significantly to an increase of quality, productivity and economic value of businesses. It is found that the lack of controlling mechanisms and lack of efficient communication paths have a strong negative impact in collaboration. Key collaboration factors that support stronger relationships were compiled and discussed in support of better mitigation strategies. Research Limitation/implication : The limited availability of case studies reporting on operative improvements introduced by policy changes hinders the effectiveness of the findings. Originality/Value of paper : The paper analyses the collaboration of the university with industry based on case studies with a focus on value creation and how to gain a competitive advantage through collaboration.
目的:在激烈的全球竞争、快速的技术变革和更短的产品生命周期所改变的日益激烈的竞争环境下,大学与企业之间的协同工作变得越来越重要。本文通过对几个案例的分析,以及相关的学术文献,来了解当前企业与大学关系的现状。方法/方法:该方法基于对大学-产业伙伴关系的文献综述,从索引来源中选择,并针对基于案例的经验,给出实际反馈。研究发现:校企知识转移对企业质量、生产力和经济价值的提升有显著的促进作用。研究发现,缺乏控制机制和缺乏有效的沟通路径会对协作产生强烈的负面影响。汇编和讨论了支持加强关系的关键协作因素,以支持更好的缓解战略。研究限制/影响:报告政策变化带来的操作改进的案例研究有限,妨碍了研究结果的有效性。论文的独创性/价值:本文通过案例分析了大学与产业的合作,重点是价值创造以及如何通过合作获得竞争优势。
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引用次数: 19
Memorial 纪念
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-06-01 DOI: 10.2465/gkk.48.128
Kristina Zgodavova
Dick Baile 1920–2020
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引用次数: 0
New Paradigm of Lean Six Sigma in the 4th Industrial Revolution Era 第四次工业革命时代精益六西格玛的新范式
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-04-01 DOI: 10.12776/qip.v24i1.1430
Sung H. Park, Su Mi Dahlgaard-Park, Dong-Chun Kim
Purpose: In early 2000s Six Sigma and Lean were combined into Lean Six Sigma (LSS), which has been one of the major strategic quality initiatives all over the world. Now, we are in the era of the 4th Industrial Revolution (IR), which changes almost everything including LSS and quality management (QM) in the companies. We need new paradigm of LSS to boost LSS activities in this 4th IR era. In this paper, the typical characteristics of the 4th IR are investigated, and desirable new paradigm of LSS is presented. Methodology/Approach: The changing characteristics of production strategy, quality goal and quality strategy with regard to QM in the 4th IR are discussed and presented. Then the new and emerging paradigm of LSS in this 4th IR era is discussed in detail. Also 9 success factors for this new paradigm of LSS are shown for practitioners in the industry. Findings: The direction of the new paradigm of LSS will be ‘simple, speedy and smart’, which may be called ‘3S paradigm’. Simple open procedures and simple statistical modelling tools will be mainly used. Speedy on-site improvement based on Open Data, Big Data and artificial intelligence (AI) will be favoured. Also smart mass customized ‘Smart Factory’ method will be emphasized. Research Limitation/implication: Since we are in the beginning stage of the 4th IR, there are not many research papers which study the impact of this revolution to LSS and QM, which is the major research limitation. Originality/Value of paper: This paper suggests some new and emerging paradigm of LSS, which could be of high value.
目的:在21世纪初,六西格玛和精益被合并为精益六西格玛(LSS),这已经成为世界各地主要的战略质量举措之一。现在,我们正处于第四次工业革命(IR)时代,它几乎改变了公司的一切,包括LSS和质量管理(QM)。在第四次工业革命时代,我们需要新的LSS模式来推动LSS活动。本文研究了第四次工业革命的典型特征,并提出了理想的LSS新范式。方法论/方法:讨论并介绍了第四次工业革命中与质量管理相关的生产战略、质量目标和质量战略的变化特征。然后详细讨论了第四次工业革命时代新的和新兴的LSS范式。此外,还为行业从业者展示了这种新的LSS范例的9个成功因素。研究发现:LSS新范式的发展方向将是“简单、快速、智能”,可称为“3S范式”。将主要使用简单的开放程序和简单的统计建模工具。基于开放数据、大数据和人工智能(AI)的快速现场改进将受到青睐。此外,智能大规模定制的“智能工厂”方法也将得到强调。研究局限/启示:由于我们处于第四次工业革命的开始阶段,研究这场革命对LSS和QM的影响的研究论文并不多,这是主要的研究局限。论文的原创性/价值:本文提出了一些新的和新兴的LSS范式,这些范式可能具有很高的价值。
{"title":"New Paradigm of Lean Six Sigma in the 4th Industrial Revolution Era","authors":"Sung H. Park, Su Mi Dahlgaard-Park, Dong-Chun Kim","doi":"10.12776/qip.v24i1.1430","DOIUrl":"https://doi.org/10.12776/qip.v24i1.1430","url":null,"abstract":"Purpose: In early 2000s Six Sigma and Lean were combined into Lean Six Sigma (LSS), which has been one of the major strategic quality initiatives all over the world. Now, we are in the era of the 4th Industrial Revolution (IR), which changes almost everything including LSS and quality management (QM) in the companies. We need new paradigm of LSS to boost LSS activities in this 4th IR era. In this paper, the typical characteristics of the 4th IR are investigated, and desirable new paradigm of LSS is presented. Methodology/Approach: The changing characteristics of production strategy, quality goal and quality strategy with regard to QM in the 4th IR are discussed and presented. Then the new and emerging paradigm of LSS in this 4th IR era is discussed in detail. Also 9 success factors for this new paradigm of LSS are shown for practitioners in the industry. Findings: The direction of the new paradigm of LSS will be ‘simple, speedy and smart’, which may be called ‘3S paradigm’. Simple open procedures and simple statistical modelling tools will be mainly used. Speedy on-site improvement based on Open Data, Big Data and artificial intelligence (AI) will be favoured. Also smart mass customized ‘Smart Factory’ method will be emphasized. Research Limitation/implication: Since we are in the beginning stage of the 4th IR, there are not many research papers which study the impact of this revolution to LSS and QM, which is the major research limitation. Originality/Value of paper: This paper suggests some new and emerging paradigm of LSS, which could be of high value.","PeriodicalId":44057,"journal":{"name":"Quality Innovation Prosperity-Kvalita Inovacia Prosperita","volume":"41 1","pages":"1-16"},"PeriodicalIF":1.5,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77925781","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: 21
Implementation of Statistical Process Control through PDCA Cycle to Improve Potential Capability Index of Drop Impact Resistance: A Case Study at Aluminum Beverage and Beer Cans Manufacturing Industry in Indonesia 通过PDCA循环实施统计过程控制提高抗跌落冲击潜在能力指标——以印尼铝饮料和啤酒罐制造业为例
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-04-01 DOI: 10.12776/qip.v24i1.1401
Sunadi Sunadi, H. Purba, S. Hasibuan
Purpose: The purposes of this study are first, to analyze why the process capability index ( Cpk ) for drop impact resistance (DIR) does not meet the specification or less than 1.33, and second, to find out what improvements should be made to make it meet the specification. Methodology/Approach: The methodology used was Statistical Process Control (SPC) through the PDCA cycle, supporting with Cause and Effect Diagram (CED), Nominal Group Technique (NGT) and “why, what, where, when and how (5W1H)” method. Findings: With the above methods, the result of the study was given a positive impact on the company. The average of DIR was increased from 20.40 cm to 25.76 cm, increased by 26.27% and the standard deviation was reduced from 1.80 to 1.48, and then the Cpk index was increased from 0.48 to 1.79 it means the process is in control and capable. Research Limitation/implication: This research was limited only on the two-piece can aluminum cans manufacturing process, no for three-piece cans manufacturing. SPC through PDCA cycle is an interesting method for continuous improvement of process capability in the cans manufacturing industry. Originality/Value of paper: This study highlights the area of future research SPC through the PDCA cycle to analyze and optimize process capability. Therefore, this research is considered to promote and adopt high-valued methodologies for supporting industry to achieve global competitive advantages.
目的:本研究的目的首先是分析抗跌落冲击性能(DIR)的工艺能力指数(Cpk)不符合规范或小于1.33的原因,其次是找出需要改进的地方使其符合规范。方法/方法:使用的方法是通过PDCA循环的统计过程控制(SPC),支持因果图(CED),标称组技术(NGT)和“为什么,什么,在哪里,何时和如何(5W1H)”方法。研究结果:通过以上方法,研究结果对公司产生了积极的影响。DIR均值由20.40 cm提高到25.76 cm,提高了26.27%,标准差由1.80降低到1.48,Cpk指数由0.48提高到1.79,说明工艺处于可控状态。研究局限/启示:本研究仅限于两片式铝罐的制造工艺,没有针对三片式铝罐的制造工艺。通过PDCA循环的SPC是罐头制造业过程能力持续改进的一种有趣的方法。论文的独创性/价值:本研究突出了未来研究SPC通过PDCA循环来分析和优化过程能力的领域。因此,本研究被认为是促进和采用高价值的方法,以支持产业实现全球竞争优势。
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引用次数: 14
The Application of Internet of Things in Metering the Consumption of Utilities in the Czech Republic 物联网在捷克共和国公用事业消费计量中的应用
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-04-01 DOI: 10.12776/qip.v24i1.1308
Pavel Sládek, Milos Maryska, Lea Nedomová, Petr Doucek
Purpose: This article proposes and analyses the potential use of IoT solutions for detecting water consumption not only from technical, but also from the business and financial points of view. This topic is important because by solving this problem, companies may save a lot of money and this paper provides financial analysis, which answers question, if the implementation is or is not meaningful. Methodology/Approach: Source data used in this paper come from an extensive survey among fifty experts from the energy supply industry in the Czech Republic during two-round workshops. One of the most attractive application has been appointed “monitoring of utility consumption” – for this article the water metering. Findings: We have reached the conclusion that an isolated implementation of IoT technologies is much more expensive than the current solution that are based on human labour, periodical inspections of meters by people. This is caused mainly by high prices of the sonic/mechanical metering devices supporting IoT functionality. Research Limitation/implication: Workshops and research work were realised in conditions in the Czech Republic. Principles of application opportunities and of its implementation are general, but the final decisions about their importance can be influenced by the specifics and situation in the Czech Republic. Originality/Value of paper: The value of the paper comes from the workshops where were defined important application opportunities for definition of the priority for each of defined application opportunities.
目的:本文不仅从技术角度,而且从商业和财务角度,提出并分析了物联网解决方案在检测用水量方面的潜在用途。这个话题很重要,因为通过解决这个问题,公司可以节省很多钱,本文提供财务分析,回答问题,如果实施是或不是有意义的。方法/方法:本文使用的源数据来自捷克共和国能源供应行业的50名专家在两轮研讨会期间进行的广泛调查。其中最吸引人的应用之一被指定为“公用事业消费监测”——本文的水计量。研究结果:我们得出的结论是,物联网技术的孤立实施比目前基于人工劳动的解决方案要昂贵得多,人们定期检查仪表。这主要是由于支持物联网功能的声波/机械计量设备价格高昂。研究限制/影响:讲习班和研究工作是在捷克共和国的条件下进行的。适用机会及其执行的原则是一般性的,但关于其重要性的最后决定可能受到捷克共和国具体情况和局势的影响。论文的独创性/价值:论文的价值来自于研讨会,在研讨会上定义了重要的应用机会,定义了每个已定义的应用机会的优先级。
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引用次数: 1
The New EFQM Model: What is Really New and Could Be Considered as a Suitable Tool with Respect to Quality 4.0 Concept? 新的EFQM模型:什么是真正新的,可以被认为是质量4.0概念的合适工具?
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-04-01 DOI: 10.12776/qip.v24i1.1415
Jaroslav Nenadál
Purpose: The paper offers a set of original information based on critical analysis of description two last versions of excellence models presented by the European Organisation for Quality Management (EFQM). The principle goal is to present the main advantages and weaknesses of the latest version of The EFQM Model, especially from a practical point of view with respect to a Quality 4.0 era. Methodology/Approach: Comparative analysis of two relevant documents (EFQM, 2012; EFQM, 2019a) was used as a key method. Discussions with 18 quality professionals from Czech production organisations served as a complementary approach. Findings: The basic structure of a new model was completely changed. But the description of certain recommendations by way of guidance points are superficial and confusing. It lays stress on the necessity to transform organisations for the future as well as on comprehensive feedback from key stakeholders. Research Limitation/implication: The latest version of The EFQM Model was published in November 2019, and general knowledge related to this version is naturally limited. Published studies or publicly available experience completely absent. That is why a more in-depth literature review focused on the latest version of The EFQM Model could not be included in this text. Originality/Value of paper: The paper brings an original set of information that was not published yet before. The value of this set should be examined not only from theoretical but primarily from a practical viewpoint.
目的:本文基于对欧洲质量管理组织(EFQM)提出的两个最后版本的卓越模型的描述的批判性分析,提供了一组原始信息。主要目标是展示EFQM模型最新版本的主要优点和缺点,特别是从质量4.0时代的实际角度来看。方法/方法:两份相关文件的比较分析(EFQM, 2012;EFQM, 20119a)作为关键方法。与来自捷克生产组织的18名质量专业人员的讨论作为补充方法。发现:新模型的基本结构完全改变。但是,以指导点的方式描述某些建议是肤浅和令人困惑的。它强调了为未来转变组织的必要性,以及关键利益相关者的全面反馈。研究局限/启示:EFQM模型的最新版本于2019年11月发布,与该版本相关的一般知识自然有限。完全没有发表的研究或公开的经验。这就是为什么一个更深入的文献综述集中在EFQM模型的最新版本不能包括在本文中。论文的原创性/价值:论文带来了一组以前没有发表过的原创信息。这一套的价值不仅应该从理论的角度来考察,而且主要应从实践的角度来考察。
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引用次数: 48
The Role of Supplier Quality in e-Procurement Negotiation 供应商质量在电子采购谈判中的作用
IF 1.5 Q3 MANAGEMENT Pub Date : 2020-04-01 DOI: 10.12776/qip.v24i1.1388
R. Delina, Mária Michňová, P. Huska, J. Spisak
Purpose: The purpose of this study is to examine the significance and the role of supplier rating as a formalised supplier quality measure to achieve better- negotiated prices and to identify price premium resulting from improved rating. Methodology/Approach: Data from real B2B environment of electronic reverse auction SW solution ProeBiz were obtained and processed. Data from the reverse rating approach were used where the default rating value is 1 and improvements of rating lead to decreasing the rating value. Except standard descriptive statistics, non-parametric correlation and Kruskal-Wallis tests, the knowledge discovery techniques by decision trees CHAID algorithm were used. Findings: From our empirical research results, there is the evidence of a significant positive relation of supplier quality or rating improvements on a negotiated price for suppliers. Improving rating from the default value (1.00) to (0.98-0.95) can lead to better- negotiated prices for suppliers in English auction expressed as price premium in the value of 4%. Research Limitation/implication: Research has several limitations, esp. in the size of the sample and sectorial view as the research is based on data from construction, electro-mechanics and logistics sector. Originality/Value of paper: The paper is original and not published in other publications.
目的:本研究的目的是检验供应商评级作为一种正式的供应商质量措施的重要性和作用,以实现更好的谈判价格,并确定改进评级带来的价格溢价。方法/方法:从电子逆向拍卖软件解决方案ProeBiz的真实B2B环境中获取数据并进行处理。使用来自反向评级方法的数据,其中默认评级值为1,评级的改进导致评级值降低。除标准描述性统计、非参数相关和Kruskal-Wallis检验外,还采用决策树CHAID算法进行知识发现。结果:从我们的实证研究结果来看,有证据表明供应商质量或评级改进与供应商谈判价格之间存在显著的正相关关系。将评级从默认值(1.00)提高到(0.98-0.95),可以使供应商在英语拍卖中获得更好的协商价格,以价值4%的价格溢价表示。研究局限性/含义:研究有几个局限性,特别是在样本的大小和行业观点,因为研究是基于建筑、机电和物流行业的数据。论文的原创性/价值:论文是原创的,未在其他出版物上发表。
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引用次数: 2
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