Data-driven quality improvement approach to reducing waste in manufacturing

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Rose Clancy ◽  
Dominic O'Sullivan ◽  
Ken Bruton

PurposeData-driven quality management systems, brought about by the implementation of digitisation and digital technologies, is an integral part of improving supply chain management performance. The purpose of this study is to determine a methodology to aid the implementation of digital technologies and digitisation of the supply chain to enable data-driven quality management and the reduction of waste from manufacturing processes.Design/methodology/approachMethodologies from both the quality management and data science disciplines were implemented together to test their effectiveness in digitalising a manufacturing process to improve supply chain management performance. The hybrid digitisation approach to process improvement (HyDAPI) methodology was developed using findings from the industrial use case.FindingsUpon assessment of the existing methodologies, Six Sigma and CRISP-DM were found to be the most suitable process improvement and data mining methodologies, respectively. The case study revealed gaps in the implementation of both the Six Sigma and CRISP-DM methodologies in relation to digitisation of the manufacturing process.Practical implicationsValuable practical learnings borne out of the implementation of these methodologies were used to develop the HyDAPI methodology. This methodology offers a pragmatic step by step approach for industrial practitioners to digitally transform their traditional manufacturing processes to enable data-driven quality management and improved supply chain management performance.Originality/valueThis study proposes the HyDAPI methodology that utilises key elements of the Six Sigma DMAIC and the CRISP-DM methodologies along with additions proposed by the author, to aid with the digitisation of manufacturing processes leading to data-driven quality management of operations within the supply chain.

2019 ◽  
Vol 27 (7) ◽  
pp. 2130-2147 ◽  
Author(s):  
Marcio C. Machado ◽  
Renato Telles ◽  
Paulo Sampaio ◽  
Maciel M. Queiroz ◽  
Ana Cristina Fernandes

Purpose The purpose of this paper is to present a conceptual framework for performance measurement (PM) for the integration of supply chain management (SCM) and quality management (QM). Design/methodology/approach A systematic literature review on SCM and QM was conducted to develop key performance measures related to six areas of integration between QM and SCM: leadership; continuous improvement and innovation; sustainability performance; stakeholders; information system; and management and strategic planning. Findings Supported by the literature concerning to supply chain quality management (SCQM) integration, a set of nine propositions about performance measures, that contribute to the integration of SCQM, were developed. Originality/value This study contributes to QM practices within a supply chain environment from an integrated perspective. Additionally, the propositions have significant implications from both managerial and theoretical perspectives. This study also extends the concept of supply chain quality integration by focusing on key aspects of PM that may help to improve the overall performance of the supply chain.


2015 ◽  
Vol 4 (4) ◽  
Author(s):  
Vibhuti Singh Shekhawat

The paper intends to explore the various developments that took place over the years in Supply Chain Management. It tries to delve deeper into this context and also highlights the imperative aspects pertinent to it by throwing light on the evolutionary aspects of concepts such as Six Sigma and others. In fact, it has tried to focus upon the innovative concept of Lean by describing in detail what it is about and how it can be very significant for the modern day large and complex forms of organizations. Details regarding this along with the methodology and its implications are also given. Furthermore, the assortment of Case Studies emphasizing its substance was also discussed with thorough analysis and illustrations with especial reference to successful lean implementation. It also draws attention to the pioneering idea of Lean manufacturings integration with Six Sigma and consequently how it facilitates the process improvement. The instances of corporations such as Lockheed Martin and Bank One are also taken into consideration and especially included in this paper.


2014 ◽  
Vol 22 (2) ◽  
pp. 126-148 ◽  
Author(s):  
Assadej Vanichchinchai

Purpose – This study aims to assess the level of supply chain management practices (SCMP), total quality management practices (TQMP) and firm's supply performance (FSP) in the automotive industry in Thailand and investigate the differences across organizational characteristics on SCMP, TQMP and FSP. Design/methodology/approach – Based on an extensive literature review, the measurement instruments for SCMP, TQMP and FSP were developed and validated by experts, pilot test and various statistical techniques. Descriptive statistics were employed to examine the existences of SCMP, TQMP and FSP in the sample companies. MANOVA was applied to test the differences across company ownership, company size, tier in the supply chain and ISO/TS 16949 on SCMP, TQMP and FSP. Findings – The author found that the measurements of SCMP, TQMP and FSP are reliable and valid. The automotive companies in Thailand apply TQMP much more extensively than SCMP. Their SCMP still emphasize efficient flows of information and materials at operational level to minimize transaction cost. Overall, Japanese companies, large companies, first-tier suppliers and the companies with ISO/TS 16949 have more intensively applied SCMP and TQMP and achieved a higher level of FSP. Research limitations/implications – The distribution of paper-based questionnaires was a convenience sample. Although data from a sample of 211 companies were collected, only 19 percent of them provided more than one response. Future research should apply different random sampling methods and investigate the reasons for and ways to improve the low multiple-response rate. Practical implications – The findings are beneficial to the managers who want to improve SCMP, TQMP and FSP through organization management. Originality/value – This study is one of the first to assess the existence of SCMP and FSP and to study the differences across organizational characteristics on SCMP and FSP in the automotive industry in developing countries. The existence and differences across organizational characteristics on TQMP were also confirmed.


2018 ◽  
Vol 14 (2) ◽  
pp. 207-231
Author(s):  
Keenan Yoho ◽  
Uday Apte

Synopsis Continuous process improvement has been widely taught in business schools and has yielded real results and success in both for-profit and non-profit sectors. Though there have been many cases developed for use in business schools, few, if any, situate the topic in a military context. Further, expeditionary logistics presents managers with special problems of being removed from their supporting enterprise systems that process, track, and/or control of such logistical elements as purchase orders, inventory, distribution, receivables, and fulfillment. The authors present a case in a military setting that exposes students to the challenges of expeditionary logistics and takes them through the fundamentals of process analysis and process improvement. Research methodology The authors used a research methodology of a case study. Data were collected during field visits over the course of multiple interviews. Interviews were conducted with subject matter experts and active professionals serving in US Navy expeditionary logistics roles regarding processes and process performance. Relevant courses and levels This case can be applied to senior undergraduate or graduate-level courses in operations management, supply chain management, or logistics. Theoretical bases The theoretical bases adopted in this paper are supply chain management, information technology, operations management, and process improvement methodologies such as Six Sigma and Lean.


2017 ◽  
Vol 117 (9) ◽  
pp. 2085-2114 ◽  
Author(s):  
Ray Zhong ◽  
Xun Xu ◽  
Lihui Wang

Purpose The purpose of this paper is to review the food supply chain management (FSCM) in terms of systems and implementations so that observations and lessons from this research could be useful for academia and industrial practitioners in the future. Design/methodology/approach A systematical and hierarchical framework is proposed in this paper to review the literature. Categorizations and classifications are identified to organize this paper. Findings This paper reviews total 192 articles related to the data-driven systems for FSCM. Currently, there is a dramatic increase of research papers related to this topic. Looking at the general interests on FSCM, research on this topic can be expected to increase in the future. Research limitations/implications This paper only selected limited number of papers which are published in leading journals or with high citations. For simplicity without generality, key findings and observations are significant from this research. Practical implications Some ideas from this paper could be expanded into other possible domains so that involved parties are able to be inspired for enriching the FSCM. Future implementations are useful for practitioners to conduct IT-based solutions for FSCM. Social implications As the increasing of digital devices in FSCM, large number of data will be used for decision-makings. Data-driven systems for FSCM will be the future for a more sustainable food supply chain. Originality/value This is the first attempt to provide a comprehensive review on FSCM from the view of data-driven IT systems.


2017 ◽  
Vol 34 (1) ◽  
pp. 53-67 ◽  
Author(s):  
Ana Cristina Fernandes ◽  
Paulo Sampaio ◽  
Maria Sameiro ◽  
Huy Quang Truong

Purpose The purpose of this paper is to develop a theoretical basis for integration of quality management (QM) and supply chain management (SCM). For that purpose, some common practices of both approaches are identified as having impact on the four balanced scorecard perspectives. Design/methodology/approach The main concepts of SCM and QM were reviewed from the literature in order to develop key practices that are common to both approaches. Findings The findings suggest that the synergies of QM and SCM can promote the integration of the approaches which will promote a set of significant organizational benefits. Originality/value This study focuses on the integration of QM and SCM through their common practices. This issue has not been broadly explored and for that reason this paper contributes to the understanding of the critical factors for an effective integration of supply chain QM.


2020 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Manlio Del Giudice ◽  
Roberto Chierici ◽  
Alice Mazzucchelli ◽  
Fabio Fiano

PurposeThis paper analyzes the effect of circular economy practices on firm performance for a circular supply chain and explores the moderating role that big-data-driven supply chain plays within these relationships.Design/methodology/approachThis study uses data collected through an online survey distributed to managers of 378 Italian firms that have adopted circular economy principles. The data are processed using multiple regression analysis.FindingsThe results indicate that the three categories of circular economy practices investigated – namely circular economy supply chain management design, circular economy supply chain relationship management and circular economy HR management – play a crucial role in enhancing firm performance from a circular economy perspective. A big-data-driven supply chain acts as a moderator of the relationship between circular economy HR management and firm performance for a circular economy supply chain.Originality/valueThis study makes a number of original contributions to research on circular economy practices in a big-data-driven supply chain and provides useful insights for practitioners. First, it answers the call to capture digital transformation trends and to extend research on sustainability in supply chain management. Second, it enhances the literature by investigating the relationships between three different kinds of circular economy supply chain practices and firm performance. Finally, it clarifies the moderating role of big data in making decisions and implementing circular supply chain solutions to achieve better environmental, social and economic benefits.


Author(s):  
Raysa Aleyzia ◽  
Hasan Yudie Sastra

Manajemen supply chain yang tidak maksimal akan mempengaruhi kinerja suatu perusahaan. Di Aceh Tengah terdapat suatu koperasi yaitu Koperasi Baitul Qiradh (KBQ) Baburrayyan yang sudah menerapkan manajemen supply chain. Koperasi ini bergerak di bisnis perdagangan biji kopi (green bean). Penelitian ini bertujuan untuk mengukur kinerja supply chain dari KBQ Baburrayyan. Metode yang digunakan adalah SCOR® dengan praktik perbaikan Convergence of SCOR® with Lean and Six Sigma. Target kinerja yang diperoleh untuk total cost to serve adalah sebesar 94,71% dari nilai target 65,00% dan untuk return on supply chain fixed asset adalah sebesar 1,60 dari nilai target 2,50. Hasil yang diperoleh dari penggunaan praktik tersebut adalah terdapat 8 akar penyebab waste di antaranya kurangnya tenaga pengawas, training/briefing belum maksimal, kurangnya kepedulian tentang pentingnya K3, layout yang kurang efisien, belum adanya unit penyuluhan, alat yang masih sederhana, pekerjaan yang monoton, dan tidak dilarang secara tegas.   Supply chain management that is not optimal will affect the performance of a company. In Central Aceh there is a cooperative namely Koperasi Baitul Qiradh (KBQ) Baburrayyan which has implemented supply chain management. This cooperative is engaged in the business of trading in green beans. This study aims to measure the supply chain performance of KBQ Baburrayyan. The method used is SCOR® with the practice of improving Convergence of SCOR® with Lean and Six Sigma. The performance target for total cost to serve is 94.71% of the target value of 65.00% and the return on supply chain fixed assets is 1.60 of the target value of 2.50. The results obtained from the use of the practice are that there are 8 root causes of waste including lack of supervisors, training / briefing is not maximal, lack of concern about the importance of K3, inefficient layouts, absence of extension units, simple tools, monotonous work, and not strictly prohibited.


2020 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Zhaleh Memari ◽  
Abbas Rezaei Pandari ◽  
Mohammad Ehsani ◽  
Shokufeh Mahmudi

PurposeTo understand the football industry in its entirety, a supply chain management (SCM) approach is necessary. This includes the study of suppliers, consumers and their collaborations. The purpose of this study was to present a business management model based on supply chain management.Design/methodology/approachData were collected through in-depth interviews with 12 academic and executive football experts. After three steps of open, axial and selective coding based on grounded theory with a paradigmatic approach, the data were analysed, and a football supply chain management (FSCM) was developed. The proposed model includes three managerial components: upstream suppliers, the manufacturing firm, and downstream customers.FindingsThe football industry sector has three parts: upstream suppliers, manufacturing firm/football clubs and downstream customers. We proposed seven parts for the managerial processes of football supply chain management: event/match management, club management, resource and infrastructure management, customer relationship management, supplier relationship management, cash flow management and knowledge and information flow management. This model can be used for configuration, coordination and redesign of business operations as well as the development of models for evaluation of the football supply chain's performance.Originality/valueThe proposed model of a football supply chain management, with the existing literature and theoretical review, created a synergistic outcome. This synergy is presented in the linkage of the players in this chain and interactions between them. This view can improve the management of industry productivity and improve the products quality.


Sign in / Sign up

Export Citation Format

Share Document