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Providers or users of Industry 4.0-based solutions: how does the innovation ecosystem affect a company’s decision to engage in Industry 4.0? 基于工业 4.0 的解决方案的提供者或用户:创新生态系统如何影响公司参与工业 4.0 的决策?
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-16 DOI: 10.1108/jmtm-07-2023-0270
James Boyer, Annemarie Kokosy

Purpose

Company goals, behaviors and decision-making processes may differ depending on whether a given company decides to engage in the Industry 4.0 (I4.0) paradigm as a user or as a provider of I4.0-based solutions. This paper will consider this question in-depth by focusing on the extent to which the innovation ecosystem (IES) affects these two main strategies.

Design/methodology/approach

The authors' study aims to analyze the impact of a regional information and communication technology (ICT) ecosystem on the implementation of I4.0 at the company level by using an original survey of 123 companies that are already engaged in the implementation of I4.0 in the French region of Hauts-de-France and by employing two sets of logit models.

Findings

The authors' empirical study demonstrates the importance of an innovation ecosystem-based strategy for I4.0 technology provision. It reveals that engaging in R&D collaborative projects and developing links and complex relationships with heterogeneous actors within the IES positively affects the likelihood of a given firm deciding to implement I4.0 as a provider of I4.0-based solutions. This does not, however, affect the probability of a firm engaging in the I4.0 paradigm as a user of technologies and solutions.

Practical implications

From a policy standpoint, this study could encourage decision-makers to engage with I4.0 development by developing policies targeting the reinforcement of IES at a regional level. This could also help to accelerate the adoption of I4.0 technologies by manufacturing companies and foster the development of I4.0-based solutions through specific company-targeted policies. The authors' study supports the need for manufacturing company managers to evaluate and identify the best technological strategies related to the I4.0 paradigm that meet their specific needs.

Originality/value

The authors' study shows that the decision to engage in the I4.0 paradigm as providers of I4.0-based solutions is more likely to rely on an innovation ecosystem-based strategy, while the decision to engage in the I4.0 paradigm as users of I4.0-based solutions is more likely to rely on the company’s internal strategies, resources and demand-side benefits.

目的公司的目标、行为和决策过程可能有所不同,这取决于特定公司是决定作为用户还是作为基于 I4.0 解决方案的提供商参与工业 4.0(I4.0)范式。本文将深入探讨这一问题,重点研究创新生态系统(IES)对这两种主要战略的影响程度。研究结果作者的实证研究证明了基于创新生态系统的 I4.0 技术提供战略的重要性。研究表明,参与研发合作项目并与创新生态系统中的异质参与者建立联系和复杂关系,会对特定企业决定实施 I4.0 并成为基于 I4.0 的解决方案提供商的可能性产生积极影响。从政策角度看,这项研究可以鼓励决策者通过制定政策,在地区层面加强IES,从而参与I4.0的开发。这也有助于加速制造企业采用 I4.0 技术,并通过针对企业的具体政策促进基于 I4.0 解决方案的开发。作者的研究表明,作为 I4.0 解决方案的提供者,参与 I4.0 范式的决定更有可能依赖于基于创新生态系统的战略,而作为 I4.0 解决方案的使用者,参与 I4.0 范式的决定更有可能依赖于公司的内部战略、资源和需求方利益。
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引用次数: 0
How does technological complexity affect manufacturers' innovation? Based on the perspective of vertical separation structure 技术复杂性如何影响制造商的创新?基于纵向分离结构的视角
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-15 DOI: 10.1108/jmtm-09-2023-0380
Mingming Zhao, Fuxiang Wu, Xia Xu

Purpose

Complex technology not only provides potential economic benefits but also increases the difficulty of application. Whether and how upstream technological complexity affects downstream manufacturers' innovation through vertical separation structure is worth discussing, but it has not been effectively discussed.

Design/methodology/approach

Through theoretical analysis and empirical testing, this article discusses the cost effect and market competition effect caused by upstream technological complexity on downstream manufacturers and further elucidates the impact of upstream technological complexity on downstream manufacturers' innovation.

Findings

Research has found that the impact of upstream technological complexity on the downstream manufacturers' innovation depends on the cost effect and market competition effect. The cost effect caused by the complexity of upstream technology inhibits the innovation of downstream manufacturers. In contrast, the market competition effect promotes the innovation of downstream manufacturers. There are differences in the cost effect and market competition effect of upstream technological complexity on different types of downstream manufacturers, so there is also significant heterogeneity in the impact of upstream technological complexity on innovation of different types of downstream manufacturers.

Originality/value

The conclusions of this article improve the understanding of the relationship between upstream technological complexity and downstream innovation and provide helpful implications for industrial chain innovation.

目的复杂技术不仅能带来潜在的经济效益,同时也增加了应用的难度。本文通过理论分析和实证检验,探讨了上游技术复杂性对下游制造商造成的成本效应和市场竞争效应,进一步阐明了上游技术复杂性对下游制造商创新的影响。研究结果研究发现,上游技术复杂性对下游制造商创新的影响取决于成本效应和市场竞争效应。上游技术复杂性导致的成本效应抑制了下游制造商的创新。相反,市场竞争效应则会促进下游制造商的创新。上游技术复杂性对不同类型下游制造商的成本效应和市场竞争效应存在差异,因此上游技术复杂性对不同类型下游制造商创新的影响也存在显著的异质性。
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引用次数: 0
Adopting sustainability business models for value creation and delivery: an empirical investigation of manufacturing firms 采用可持续性商业模式创造和交付价值:对制造业企业的实证调查
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2023-12-28 DOI: 10.1108/jmtm-03-2023-0099
Sandeep Jagani, Xiyue Deng, Paul C. Hong, Narges Mashhadi Nejad

Purpose

This paper examines the role of a sustainability business model in clarifying a firm's sustainability value articulation (SVA) to achieve sustainability outcomes and examining the moderating role of supplier involvement practices SIP and technology systems integration (TSI) in attaining sustainability outcomes.

Design/methodology/approach

Drawing upon the foundational principles of business model innovation, specifically articulation and implementation, the authors formulated a theoretical construct and empirically validate it through analysis of data collected from 692 manufacturing firms dispersed across 23 countries.

Findings

The research shows that focusing on SVA significantly improves how a company implements sustainability efforts internally (ISI) and externally (ESI), leading to better social and environmental outcomes. It also highlights that SIP improve the relationship between SVA, ESI and ISI. Similarly, TSI boosts the effect of internal and external sustainability efforts on both social (SOP) and environmental performance (EnP).

Research limitations/implications

While acknowledging the inherent constraints of survey-based research methodologies, this study offers a theoretical and verified approach for manufacturers to achieve comprehensive sustainability. It emphasizes the need for clear, actionable sustainability goals that can be met through both internal operations and external partnerships.

Practical implications

This study clarifies how manufacturers can implement sustainable business models, emphasizing the importance of clear sustainability goals and initiatives both within and outside the company. It highlights the dual aspects of supplier engagement through operational tactics (ESI) and strategic collaborations (SIP).

Social implications

This study reveals a thrilling truth: when companies champion clear sustainability goals, they unlock powerful strategies that revolutionize practices within their walls and in their external dealings. It is not just about going green; it is about weaving financial prosperity, social responsibility and environmental stewardship into the very fabric of their business models. But there is more – by cleverly engaging suppliers and harnessing cutting-edge technology, companies are not just participants in the green revolution; they are leading it, crafting a world where business thrives alongside the planet and its people.

Originality/value

This research stands out for its empirical analysis of how manufacturing firms implement sustainability innovations at the plant level, an area previously underexplored despite extensive theoretical work on sustainability-centric business models.

目的本文探讨了可持续发展商业模式在明确企业的可持续发展价值阐述(SVA)以实现可持续发展成果方面的作用,并研究了供应商参与实践 SIP 和技术系统集成(TSI)在实现可持续发展成果方面的调节作用。设计/方法/途径作者借鉴商业模式创新的基本原则,特别是阐明和实施原则,提出了一个理论构架,并通过分析从分布在 23 个国家的 692 家制造企业收集到的数据对其进行了实证验证。研究还强调,SIP 可以改善 SVA、ESI 和 ISI 之间的关系。同样,TSI 也促进了内部和外部可持续发展努力对社会绩效(SOP)和环境绩效(EnP)的影响。研究局限性/影响在承认基于调查的研究方法存在固有局限性的同时,本研究为制造商实现全面可持续发展提供了一种理论和验证方法。本研究阐明了制造商如何实施可持续发展的商业模式,强调了公司内外明确的可持续发展目标和举措的重要性。社会意义本研究揭示了一个令人激动的事实:当公司倡导明确的可持续发展目标时,它们就会释放出强大的战略,彻底改变公司内部和对外交往中的做法。这不仅仅是绿色环保的问题,而是将经济繁荣、社会责任和环境管理融入其业务模式的根本结构之中。不仅如此,通过巧妙地让供应商参与进来并利用尖端技术,企业不仅是绿色革命的参与者,更是绿色革命的领导者,他们正在打造一个企业与地球和人类共同繁荣的世界。 原创性/价值这项研究的突出之处在于,它对制造企业如何在工厂层面实施可持续发展创新进行了实证分析,尽管有关以可持续发展为中心的商业模式的理论研究非常广泛,但这一领域以前却未得到充分探索。
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引用次数: 0
Identifying factors influencing industry 4.0 adoption for sustainability 确定影响采用工业 4.0 促进可持续发展的因素
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2023-12-26 DOI: 10.1108/jmtm-12-2022-0416
Sohaib Mustafa, Sehrish Rana, Muhammad Mateen Naveed

Purpose

This study explores the adoption of Industry 4.0 in developing countries' export industries, focusing on factors influencing this adoption, the moderating role of market pressure and prioritizing key factors for sustainable growth.

Design/methodology/approach

Based on the “TOE theory” this study has proposed a research framework to identify the factors influencing the adoption and sustainable implementation of Industry 4.0 in the export industry. This study has collected valid datasets from 387 export-oriented industries and applied SEM-ANN dual-stage hybrid model to capture linear and nonlinear interaction between variables.

Findings

Results revealed that Technical Capabilities, System Flexibility, Software Infrastructure, Human Resource Competency and Market pressure significantly influence the Adoption of Industry 4.0. Higher market pressure as a moderator also improves the Industry 4.0 adoption process. Results also pointed out that system flexibility is a gray area in Industry 4.0 adoption, which can be enhanced in the export industry to maintain a sustainable adoption and implementation of Industry 4.0.

Originality/value

Minute information is available on the factors influencing the adoption of Industry 4.0 in export-oriented industries. This study has empirically explored the role of influential factors in Industry 4.0 and ranked them based on their normalized importance.

目的本研究探讨了发展中国家出口行业采用工业 4.0 的情况,重点关注采用工业 4.0 的影响因素、市场压力的调节作用以及优先考虑可持续增长的关键因素。研究结果表明,技术能力、系统灵活性、软件基础设施、人力资源能力和市场压力显著影响了工业 4.0 的采用。较高的市场压力作为调节因素也会改善工业 4.0 的采用过程。研究结果还指出,系统灵活性是采用工业 4.0 的灰色地带,可在出口行业中加以提高,以保持工业 4.0 的可持续采用和实施。本研究对工业 4.0 的影响因素的作用进行了实证探索,并根据其归一化重要性进行了排序。
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引用次数: 1
The moderating role of technological collaboration in the relationship between absorptive capacity and servitization: an open innovation approach in high-tech industries 技术合作在吸收能力与服务化关系中的调节作用:高科技产业的开放式创新方法
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2023-12-26 DOI: 10.1108/jmtm-07-2023-0291
José-María Sánchez-López, María Luz Martín-Peña, Eloísa Díaz-Garrido, Cristina García-Magro

Purpose

Absorptive capacity, technological collaboration and servitization are analyzed to establish ways to overcome the balance between products and services in manufacturing companies. A fresh perspective is introduced by presenting a framework for innovation strategy, moving beyond product-based R&D.

Design/methodology/approach

The hypotheses are tested using data on Spanish firms in the high-tech chemical and pharmaceutical industries through ordinary least squares regression analysis. The sample consists of 112 manufacturing firms included in the Spanish Survey of Business Strategies.

Findings

The results show that absorptive capacity facilitates servitization and that technological collaboration moderates the relationship between absorptive capacity and servitization. The synergies between absorptive capacity and technological collaboration for servitization are recognized from the perspective of open innovation as a way of resolving the trade-off between products and services.

Research limitations/implications

Future research should introduce more sources of collaboration by broadening the value chain perspective. Other approaches to innovation may also be considered, including relationships to process innovation.

Practical implications

The results can provide meaningful guidance for companies to determine the key opportunities of servitization driven by absorptive capacity, and the best ways to leverage open innovation and collaboration strategies to exploit such approaches.

Originality/value

This research enriches theories on servitization, open innovation and innovative behavior. Open innovation strategy should be linked to greater servitization activity and should support an open service strategy. This approach is crucial for building innovation capabilities through technological collaboration.

目的分析吸收能力、技术合作和服务化,以确定克服制造企业产品与服务之间平衡的方法。设计/方法/途径通过普通最小二乘法回归分析,使用西班牙高科技化工和制药行业企业的数据对假设进行了检验。研究结果表明,吸收能力促进了服务化,而技术协作调节了吸收能力与服务化之间的关系。从开放式创新的角度来看,吸收能力和技术协作对服务化的协同作用得到了认可,开放式创新是解决产品和服务之间权衡的一种方式。研究结果可为企业提供有意义的指导,帮助企业确定由吸收能力驱动的服务化的关键机遇,以及利用开放式创新和协作战略来开发此类方法的最佳途径。开放式创新战略应与更多的服务化活动相联系,并应支持开放式服务战略。这种方法对于通过技术合作建立创新能力至关重要。
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引用次数: 0
Achieving manufacturing supply chain resilience: the role of paradoxical leadership and big data analytics capability 实现制造业供应链复原力:矛盾领导力和大数据分析能力的作用
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2023-12-22 DOI: 10.1108/jmtm-05-2023-0206
Ting Xu, Xinyu Liu
PurposeDespite the escalating significance and intricate nature of supply chains, there has been limited scholarly attention devoted to exploring the cognitive processes that underlie supply chain management. Drawing on cognitive-behavioral theory, the authors propose a moderated-mediation model to investigate how paradoxical leadership impacts manufacturing supply chain resilience.Design/methodology/approachBy conducting a two-wave study encompassing 164 supply chain managers from Chinese manufacturing firms, the authors employ partial least squares structural equation modeling (PLS-SEM) to empirically examine and validate the proposed hypotheses.FindingsThe findings indicate that managers' paradoxical cognition significantly affects supply chain resilience, with supply chain ambidexterity acting as a mediating mechanism. Surprisingly, the study findings suggest that big data analytics negatively moderate the effect of paradoxical cognition on supply chain ambidexterity and supply chain resilience, while positively moderating the effect of supply chain ambidexterity on supply chain resilience.Research limitations/implicationsThese findings shed light on the importance of considering cognitive factors and the potential role of big data analytics in enhancing manufacturing supply chain resilience, which enriches the study of behavioral operations.Practical implicationsThe results offer managerial guidance for leaders to use paradoxical cognition frames and big data analytics properly, offering theoretical insight for future research in manufacturing supply chain resilience.Originality/valueThis is the first empirical research examining the impact of paradoxical leadership on supply chain resilience by considering the role of big data analytics and supply chain ambidexterity.
目的尽管供应链的重要性和复杂性不断提升,但学术界对供应链管理认知过程的研究却十分有限。作者借鉴认知行为理论,提出了一个调节-中介模型,以研究悖论型领导力如何影响制造业供应链的适应力。设计/方法/途径通过对中国制造企业的 164 名供应链经理进行两波研究,作者采用偏最小二乘结构方程模型(PLS-SEM)对提出的假设进行了实证检验和验证。研究结果研究结果表明,管理者的悖论认知会显著影响供应链复原力,而供应链灵活性则是中介机制。令人惊讶的是,研究结果表明,大数据分析负向调节了矛盾认知对供应链灵活性和供应链恢复力的影响,而正向调节了供应链灵活性对供应链恢复力的影响。研究局限/启示这些研究结果阐明了考虑认知因素的重要性以及大数据分析在增强制造业供应链恢复力方面的潜在作用,丰富了行为运营研究。实践意义研究结果为领导者正确使用悖论认知框架和大数据分析提供了管理指导,为未来制造业供应链复原力的研究提供了理论启示。原创性/价值这是首次通过考虑大数据分析和供应链灵活性的作用,对悖论领导力对供应链复原力的影响进行实证研究。
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引用次数: 0
Effects of digital orientation on organizational resilience: a dynamic capabilities perspective 数字导向对组织复原力的影响:动态能力视角
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2023-12-19 DOI: 10.1108/jmtm-06-2023-0224
Yanzhe Liu, Minrui Guo, Zhongyi Han, Gavurova Beata, Stefano Bresciani, Tao Wang

Purpose

This study aims to investigate the impact of digital orientation (DO) on organizational resilience (OR) and explore the contingency effects of human resource slack and nature of enterprise ownership.

Design/methodology/approach

The model hypotheses were tested using fixed effects regression on panel data collected from Chinese A-share listed manufacturing firms spanning from 2007 to 2020.

Findings

DO has a positive effect on OR. Human resource slack positively moderates the relationship between DO and OR. Additionally, DO enhances OR more effectively in non-state-owned firms than in state-owned firms.

Research limitations/implications

This study relies on data from a single industry from a single country.

Practical implications

The study supports that firms facing uncertainty, risk and pressure should promptly develop their DO strategy. Firms can derive greater resilience from implementing a DO strategy when they have a high-level human resource pool. State-owned enterprises will benefit from a DO strategy if they make some adaptive changes in leadership, structure, culture and mindset aspects.

Originality/value

This study is the first to examine the relationship between DO and OR, contributing to the existing literature on digital transformation and organizational resilience. It offers valuable insights for practitioners and policymakers seeking to adapt their organizations for the digital era and foster predictive, defensive and growth responses strategies in a dynamic business environment.

目的 本研究旨在探讨数字化导向(DO)对组织复原力(OR)的影响,并探讨人力资源松弛和企业所有权性质的权变效应。研究采用固定效应回归法对模型假设进行了检验。人力资源松弛正向调节指定经营活动与指定经营活动之间的关系。研究局限性/启示本研究依赖于来自单一国家单一行业的数据。当企业拥有高水平的人力资源储备时,就能通过实施指定经营战略获得更强的应变能力。国有企业如果能在领导力、结构、文化和思维方式等方面做出一些适应性改变,就能从 DO 战略中获益。 原创性/价值 本研究首次考察了 DO 与 OR 之间的关系,为现有关于数字化转型和组织复原力的文献做出了贡献。它为从业人员和决策者提供了宝贵的见解,帮助他们调整组织以适应数字化时代,并在动态的商业环境中促进预测、防御和增长应对战略。
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引用次数: 0
Managing multi-sided platforms in an emerging country: challenges, critical success factors and contrasts with traditional companies 在新兴国家管理多边平台:挑战、关键成功因素和与传统公司的对比
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2023-12-05 DOI: 10.1108/jmtm-11-2022-0387
Julio Henrique Costa Nobrega, Tiago F.A.C. Sigahi, Izabela Simon Rampasso, Vinicius Luiz Ferraz Minatogawa, Gustavo Hermínio Salati Marcondes de Moraes, Lucas Veiga Ávila, Rosley Anholon

Purpose

This paper aims to analyze the main challenges and critical success factors (CSFs) in managing multi-sided platforms (MSP) in Brazil, as well as to understand the differences between this management model and traditional companies.

Design/methodology/approach

Semi-structured interviews were conducted with experienced professionals in the field, focusing on challenges, CSFs and difficulties in managing MSP businesses. The data were analyzed using a mixed-method approach, involving content analysis for qualitative data and grey relational analysis and sensitivity analysis for quantitative data.

Findings

The experts identified eight CSFs, seven key differences between traditional businesses and MSPs, and five technology-related challenges in managing MSPs. They assessed the main difficulties reported in the literature and ranked them, with the most critical challenges being competition with companies adopting MSP models in the same sector (product/service niche) and the necessity for ongoing process adjustments to accommodate scalability.

Originality/value

This study enhances understanding of CSF, disparities between traditional and MSPs and technology-related challenges in this management model. The results can assist managers in emerging nations in enhancing the performance of MSP operations and can be a resource for researchers studying various contexts and creating company guidelines.

本文旨在分析巴西管理多边平台(MSP)的主要挑战和关键成功因素(CSFs),以及了解这种管理模式与传统公司之间的差异。设计/方法/方法与该领域经验丰富的专业人士进行半结构化访谈,重点讨论管理MSP业务的挑战、CSFs和困难。采用混合分析方法对数据进行分析,包括定性数据的内容分析和定量数据的灰色关联分析和敏感性分析。专家们确定了8个云服务中心,传统企业和托管服务提供商之间的7个关键区别,以及管理托管服务提供商的5个与技术相关的挑战。他们评估了文献中报告的主要困难,并对其进行了排名,其中最关键的挑战是与同一行业(产品/服务利基)采用MSP模型的公司的竞争,以及不断调整流程以适应可扩展性的必要性。原创性/价值本研究增强了对CSF、传统和msp之间的差异以及该管理模式中与技术相关的挑战的理解。研究结果可以帮助新兴国家的管理人员提高MSP业务的绩效,也可以成为研究各种情况和制定公司指导方针的研究人员的资源。
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引用次数: 0
Sustainable value creation through customization for smart PSS models: a multi-industry case study 通过定制智能PSS模型创造可持续价值:一个多行业案例研究
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2023-12-05 DOI: 10.1108/jmtm-03-2023-0103
Yuan Chang, Xinguo Ming, Xiaoqiang Liao, Yuguang Bao, Zhihua Chen, Wenyan Song

Purpose

This study is a reference for manufacturers who are promoting their product-service system (PSS) development. Currently, improvements in both digital customization and sustainability for various smart PSS categories have been considered rarely. This paper addresses this research gap by developing relevant models.

Design/methodology/approach

The development trends of customization-oriented PSS are described in a literature review. An in-depth multiple-case study methodology is adopted, and seven manufacturing companies are sampled. The goal is to identify digital customization measures that can be employed on representative smart PSS models and to explore how these models can create sustainable value.

Findings

This study provides valuable insights by uncovering a synthesis framework for achieving customization of the product/use/result-oriented smart PSSs, and the relevant representative smart functions are summarized. This identifies how digital customization capabilities can improve sustainability, including direct economic value for customers as well as additional social benefits and environmental improvements during customization.

Originality/value

Currently, the influence of digitalization on customized offerings and the relevant impact on sustainability development have not been fully addressed to date. This study provides comprehensive information with a reference value for digital customization transformation among the three main types of smart PSS.

目的本研究为正在推进产品服务体系(PSS)建设的生产企业提供参考。目前,各种智能PSS类别的数字定制和可持续性的改进很少被考虑。本文通过建立相关模型来弥补这一研究空白。设计/方法/途径在文献综述中描述了面向定制的PSS的发展趋势。采用深入的多案例研究方法,选取7家制造企业作为样本。目标是确定可用于具有代表性的智能PSS模型的数字定制措施,并探索这些模型如何创造可持续价值。本研究为实现面向产品/使用/结果的智能pss定制提供了一个综合框架,并总结了相关的代表性智能功能。它确定了数字定制能力如何提高可持续性,包括在定制过程中为客户带来的直接经济价值以及额外的社会效益和环境改善。目前,数字化对定制产品的影响以及对可持续性发展的相关影响尚未得到充分解决。本研究为三种主要类型的智能PSS之间的数字化定制转型提供了具有参考价值的全面信息。
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引用次数: 0
Prioritisation and causal relationships of industry 4.0 readiness determinants: empirical validation of an assessment framework 工业4.0准备就绪决定因素的优先级和因果关系:评估框架的实证验证
IF 7.6 2区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2023-11-29 DOI: 10.1108/jmtm-01-2023-0025
Premaratne Samaranayake, Krishnamurthy Ramanathan, Weerabahu Mudiyanselage Samanthi Kumari Weerabahu

Purpose

The main purpose of this research is to (1) prioritise key determinants of Industry 4.0 (I4.0) readiness assessment and (2) evaluate causal relationships among those determinants and associated sub-criteria based on inputs from industry experts.

Design/methodology/approach

The methodology involved two phases: (1) an MCDM approach for determining causal relationships among determinants and (2) empirical validation of findings from the first phase using industry experts' inputs.

Findings

It was found that while the choice of I4.0 technologies is important, organisational factors are also critical, as evidenced by the ranking of the “Strategy and Organisation” determinant as the highest rank prominent determinant. Also, the ranking of the sub-criteria within each determinant shows the importance of several organisational influencing and resulting sub-criteria.

Research limitations/implications

This research extends the existing literature on I4.0 by demonstrating the prioritisation of determinants and delineating causal relationships among them and associated sub-criteria as a basis for developing I4.0 adoption guidelines. This research is limited to the specific scope of determinants selected/considered and experts' inputs from the Sri Lankan manufacturing sector. Future studies could consider extending this research into a broader global manufacturing context.

Practical implications

Prioritisation and causal relationships of I4.0 readiness assessment determinants, supported with inputs from functional managers and industry experts, could be used to guide practitioners in developing guidelines for I4.0 adoption in a phased manner.

Originality/value

This research provides a re-evaluation and validation of a selected I4.0 readiness assessment framework from the perspectives of interdependencies and casual relationships among its determinants and sub-criteria, based on inputs from industry experts as a basis for developing guidelines for I4.0 adoption.

本研究的主要目的是:(1)优先考虑工业4.0 (I4.0)准备评估的关键决定因素,(2)根据行业专家的输入评估这些决定因素和相关子标准之间的因果关系。设计/方法/方法该方法包括两个阶段:(1)确定决定因素之间因果关系的MCDM方法;(2)使用行业专家的输入对第一阶段的发现进行实证验证。研究发现,虽然工业4.0技术的选择很重要,但组织因素也很关键,“战略和组织”决定因素排名最高,这证明了这一点。此外,每个决定因素中的子标准的排名显示了几个组织影响和产生的子标准的重要性。本研究扩展了现有的关于工业4.0的文献,展示了决定因素的优先级,描述了它们之间的因果关系,并将相关的子标准作为制定工业4.0采用指南的基础。本研究仅限于选定/考虑的决定因素的具体范围和专家从斯里兰卡制造业部门的投入。未来的研究可以考虑将这项研究扩展到更广泛的全球制造业背景下。实际意义工业4.0准备评估决定因素的优先级和因果关系,在职能经理和行业专家的支持下,可以用来指导从业者以分阶段的方式制定工业4.0采用的指导方针。原创性/价值本研究根据行业专家的意见,从决定因素和子标准之间的相互依赖关系和偶然关系的角度,对选定的工业4.0准备程度评估框架进行了重新评估和验证,作为制定工业4.0采用指南的基础。
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引用次数: 0
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Journal of Manufacturing Technology Management
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