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Do fairness concerns matter for ESG decision-making? Strategic interactions in digital twin-enabled sustainable semiconductor supply chain 公平问题对 ESG 决策重要吗?数字孪生可持续半导体供应链中的战略互动
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-08-10 DOI: 10.1016/j.ijpe.2024.109370
Mengdi Zhang , Wanting Yang , Zhiheng Zhao , Shuaian Wang , George Q. Huang

Spatial-temporal visibility and traceability in the digital twin enable semiconductor supply chain great transparency and efficacy, but also poses challenges to information disclosure. There is growing evidence that investment in digital twin technology is becoming crucial for improving environmental, social, and governance (ESG) ratings and mitigating risks within a sustainable semiconductor supply chain. Nonetheless, how fairness concerns impact the decision-making processes among different stakeholders remains inadequately understood. This paper presents an analytical analysis of the dynamic strategic interplay among semiconductor manufacturers, consumers, and government regulatory agencies (GRAs) utilizing the evolutionary game model. The aim is to investigate how long-term ESG strategies and fairness-oriented behaviors respond to government incentives. The findings imply that substantial investment demands can dissuade semiconductor manufacturers from delivering ESG services, while low tax rates may lead to their complacency and a subsequent lack of investment in ESG initiatives. Meanwhile, semiconductor manufacturers are more inclined to provide ESG services when the order loss ratio is low, and the tax rate is high, with strict regulations further amplifying this probability. Furthermore, consumers valuing fairness and equity tend to give positive feedback for basic services but is critical of ESG services due to issues with transparency in digital twin technologies. Addressing these issues extends beyond the scope of market incentives alone, requiring interventions from third parties such as government regulations, policy incentives, and enhanced data security measures.

数字孪生中的时空可视性和可追溯性使半导体供应链具有极高的透明度和效率,但也给信息披露带来了挑战。越来越多的证据表明,投资数字孪生技术对于提高环境、社会和治理(ESG)评级以及降低可持续半导体供应链中的风险至关重要。然而,人们对公平性问题如何影响不同利益相关者的决策过程仍然缺乏足够的了解。本文利用演化博弈模型,对半导体制造商、消费者和政府监管机构(GRAs)之间的动态战略相互作用进行了分析。目的是研究长期 ESG 战略和公平导向行为如何对政府激励做出反应。研究结果表明,大量的投资需求会阻碍半导体制造商提供环境、社会和公司治理服务,而低税率可能会导致他们自满,进而缺乏对环境、社会和公司治理措施的投资。同时,在订单损失率低、税率高的情况下,半导体制造商更倾向于提供 ESG 服务,而严格的法规会进一步放大这种可能性。此外,重视公平和公正的消费者倾向于对基本服务给予积极反馈,但由于数字孪生技术的透明度问题,他们对 ESG 服务持批评态度。要解决这些问题,仅靠市场激励机制是不够的,还需要第三方的干预,如政府法规、政策激励和强化数据安全措施。
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引用次数: 0
Modeling and solving integrated assembly line balancing, assembly line feeding, and facility sizing problems 建模并解决综合装配线平衡、装配线供料和设施规模问题
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-08-08 DOI: 10.1016/j.ijpe.2024.109354
Nico André Schmid , Benoit Montreuil , Veronique Limère

The individual research domains of assembly line balancing and feeding have received considerable attention in recent years, furthered by a continuing trend towards mass customization. This research extends the limited literature on the simultaneous consideration of line balancing and feeding while substantially broadening the scope concerning the number of assembly line feeding policies and the incorporation of facility sizing decisions. This large-scale problem is modeled using mathematical programming techniques and solved using a logic-based Benders’ decomposition. We used a combination of real-world and re-engineered data from a car manufacturer to conduct numerical experiments. The major findings reveal that integrated decision-making may lead to a substantial cost reduction of up to 20% in this case. Furthermore, the study explores subsets of feeding policies to reduce the amount of different material flows within the factory while considering their associated costs. Our findings reveal a surprising difference in the importance of individual line feeding policies, specifically identifying boxed-supply as a pivotal policy for ensuring feasibility and reducing costs.

近年来,随着大规模定制趋势的持续发展,装配线平衡和供料这两个研究领域受到了广泛关注。本研究对同时考虑生产线平衡和供料的有限文献进行了扩展,同时大幅拓宽了有关装配线供料策略数量和设施规模决策的范围。我们使用数学编程技术对这一大型问题进行建模,并使用基于逻辑的本德斯分解法进行求解。我们综合使用了一家汽车制造商的真实数据和重新设计的数据,进行了数值实验。主要研究结果表明,在这种情况下,综合决策可使成本大幅降低 20%。此外,研究还探讨了供料政策子集,以减少工厂内不同物料流的数量,同时考虑其相关成本。我们的研究结果表明,各生产线供料政策的重要性存在惊人的差异,特别是箱式供料是确保可行性和降低成本的关键政策。
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引用次数: 0
Business analytics affordances for supply chain value creation: A technology-organization-environment perspective 供应链价值创造的商业分析能力:技术-组织-环境视角
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-08-06 DOI: 10.1016/j.ijpe.2024.109367
Mohammad Daneshvar Kakhki , Seyed Mojtaba Sajadi

Despite the potential of business analytics (BA) in supply chains, many firms struggle to effectively integrate and leverage BA in their supply chains, leading to underutilized data and missed opportunities for optimization. Therefore, this study utilizes an affordance perspective to study the actualization of BA affordances within supply chains. We conduct a multiple case study analysis, interviewing 28 individuals across nine companies. Our investigation uncovers a hierarchy of intertwined affordances facilitating supply chain information management, cooperation, and customer-focused solutions. Significantly, we highlight the unique influence of technology, organization, and environmental (TOE) factors in shaping affordance actualization. As a result, we argue against generic prescriptions for BA affordance actualization, instead promoting a more tailored approach informed by specific TOE factors tied to each individual supply chain. Our work advances technology affordance research by explaining affordance actualization within supply chains and highlighting the dynamic interplay between TOE factors and BA affordance actualization. Subsequently, our research offers a nuanced understanding of BA implementation, demonstrating how tailored BA strategies can enhance supply chain optimization, cooperation, and customer-centric solutions, ultimately driving value creation for supply chains.

尽管商业分析(BA)在供应链中大有可为,但许多企业却难以在供应链中有效整合和利用商业分析,导致数据利用不足,错失优化机会。因此,本研究从承受能力的角度出发,研究供应链中商业分析承受能力的实现情况。我们进行了多案例研究分析,采访了九家公司的 28 名员工。我们的调查揭示了促进供应链信息管理、合作和以客户为中心的解决方案的相互交织的能力层次。值得注意的是,我们强调了技术、组织和环境(TOE)因素在实现能力方面的独特影响。因此,我们反对通用的BA可负担性实现方法,而是提倡根据每个供应链的具体TOE因素采取更有针对性的方法。我们的研究通过解释供应链中的支付能力实现,并突出 TOE 因素与 BA 支付能力实现之间的动态相互作用,推进了技术支付能力研究。随后,我们的研究提供了对 BA 实施的细微理解,展示了量身定制的 BA 战略如何能够加强供应链优化、合作和以客户为中心的解决方案,最终推动供应链的价值创造。
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引用次数: 0
Integrating capability index and generalized rule-switching mechanism for enhanced quick-switch sampling systems 集成能力指数和广义规则切换机制,实现增强型快速切换抽样系统
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-08-06 DOI: 10.1016/j.ijpe.2024.109366
Chien-Wei Wu , Ming-Hung Shu , To-Cheng Wang , Yen-Lun Chen

Variables Quick-Switch Sampling Systems (VQSSs) that involve both normal and tightened inspections for lot dispositions have attracted significant attention and discussion. However, existing VQSS models exhibit limitations, particularly in their rule-switching mechanism. Practitioners may encounter situations where multiple rounds of tightened inspection are necessary to ensure submission quality when suspicions of process degradation arise. Current VQSS models do not effectively address this need. To overcome this limitation, we present VQSSG by integrating a VQSS with a generalized rule-switching mechanism and the widely used capability index Cpk. VQSSG offers practitioners the flexibility to specify the number of successive lot acceptances under tightened inspection before transitioning to normal inspection. Our research includes the derivation of operating characteristics and average sample number functions for VQSSG, based on the Cpk index. Through in-depth investigations, we construct nonlinear optimisation models to determine the optimal system design and identify distinct types and settings for VQSSG, highlighting its strengths and weaknesses. Additionally, we provide managerial insights and recommendations for the effective implementation and application of VQSSG. To validate the practicality of this system, an industrial case study is presented. This paper significantly enhances the efficiency and adaptability of sampling systems by introducing VQSSG. The findings and managerial suggestions contribute to a deeper understanding of potential real-world applications, thereby enhancing quality control and decision-making processes.

变量快速切换抽样系统(VQSS)涉及批次处置的正常检查和加严检查,引起了广泛的关注和讨论。然而,现有的变量快速切换抽样系统模型存在局限性,尤其是在规则切换机制方面。从业人员可能会遇到这样的情况:当怀疑出现工艺退化时,有必要进行多轮加严检查,以确保提交质量。目前的 VQSS 模型无法有效满足这一需求。为了克服这一局限性,我们提出了 VQSSG,将 VQSS 与广义规则切换机制和广泛使用的能力指数整合在一起。VQSSG 为从业人员提供了在过渡到正常检验之前,在加严检验下指定连续批次验收次数的灵活性。我们的研究包括基于该指数推导 VQSSG 的运行特征和平均样本数函数。通过深入研究,我们构建了非线性优化模型,以确定最佳系统设计,并识别 VQSSG 的不同类型和设置,突出其优缺点。此外,我们还提出了有效实施和应用 VQSSG 的管理见解和建议。为了验证该系统的实用性,我们介绍了一个工业案例研究。本文通过引入 VQSSG 大大提高了抽样系统的效率和适应性。研究结果和管理建议有助于加深对潜在实际应用的理解,从而加强质量控制和决策过程。
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引用次数: 0
Blockchain adoption of pharmaceutical firms in a competitive market: Pricing, drug traceability and consumer awareness 制药公司在竞争激烈的市场中采用区块链:定价、药品溯源和消费者意识
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-08-03 DOI: 10.1016/j.ijpe.2024.109356
Yajie Sun, Fan Wang, Xiaopo Zhuo

To cope with counterfeit drugs reaching consumers all over the world, pharmaceutical firms increasingly regard blockchain technology (BCT) as a promising solution to achieve drug traceability. This study proposes a game-theoretic model to investigate the impact of BCT adoption on pharmaceutical firms’ pricing and performance in a competitive market, where one firm offers a branded drug and the other offers a generic version. We consider three contrastive cases with no BCT adoption, unilateral BCT adoption of the branded drug firm and bilateral BCT adoption and characterize consumer traceability awareness, which represents the fraction of consumers sensitive to drug traceability. We find that when BCT is unilaterally adopted, a high consumer traceability awareness level may lead to either higher or lower drug prices. The bilateral adoption of BCT always benefits the generic drug firm due to the enhanced drug traceability, but may damage the branded drug firm attributed to the mitigated differentiation between the two drugs. Compared with the unilateral adoption of BCT, bilaterally adopting BCT can lead to a win-win or lose-lose outcome, depending on the trade-off of drug traceability, drug differentiation and pricing competition. In addition, the adoption of BCT improves consumer welfare when consumers hold a high level of traceability awareness.

为了应对假药流入世界各地消费者手中的问题,制药公司越来越多地将区块链技术(BCT)视为实现药品可追溯性的一种有前途的解决方案。本研究提出了一个博弈论模型,以研究在一家公司提供品牌药、另一家公司提供仿制药的竞争市场中,采用区块链技术对制药公司定价和绩效的影响。我们考虑了不采用生物追踪技术、品牌药企单边采用生物追踪技术和双边采用生物追踪技术的三种对比情况,并描述了消费者的追踪意识,即对药品追踪敏感的消费者比例。我们发现,当单边采用 BCT 时,消费者较高的可追溯意识水平可能会导致药品价格上涨或下降。由于药品可追溯性的增强,双边采用 BCT 总是有利于仿制药企业,但可能会损害品牌药企业,因为两种药品之间的差异会减弱。与单边采用生物技术相比,双边采用生物技术会导致双赢或双输的结果,这取决于药品可追溯性、药品差异化和定价竞争之间的权衡。此外,当消费者具有较高的可追溯意识时,采用 BCT 还能提高消费者福利。
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引用次数: 0
Group decision making model for selection of performance indicators for sustainable supplier evaluation in agro-food supply chain 为农业食品供应链可持续供应商评估选择绩效指标的群体决策模型
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-08-02 DOI: 10.1016/j.ijpe.2024.109353
Rashi Sharma , Devika Kannan , Jyoti Dhingra Darbari , P.C. Jha
Sustainable food production is of vital importance to ensure food security, enhanced stability, environmental protection, and economic development for any developing nation. In an Agro- Food Supply Chain (AFSC), joint efforts of all supply chain actors inclined towards sustainability can contribute significantly towards sustainable production. Suppliers, who are intermediaries between Food Processing Firm (FPF) and sub-suppliers or farmers, must follow the FPF's sustainability practices at their own level, and they must monitor the enactment of these activities at their sub-supplier level. In this regard, the study focuses on developing a group consensus mathematical model to derive a broader set of performance indicators to evaluate a supplier's competency in maintaining, monitoring, and tracing sustainable performance in his sub-supplier network. A two-phased group consensus model is presented; it selects performance indicators using the Delphi method and it utilizes a feedback mechanism rooted in Group Analytical Hierarchy Process. This system is based on an iterative algorithm to generate weights that all decision makers accept. The proposed model is illustrated with an analysis of an Indian flour milling company. Kendall's concordance coefficient is employed to understand the degree of agreement among decision makers before and after the application of the proposed model. Increase in its value post-application validates the efficacy of the model. This approach for performance indicator selection for sustainable supplier evaluation research is unique in the field of AFSC. Results of the study indicate that the top ranking indicator is ‘Food Safety’ followed by ‘Payment to Sub-suppliers’. Key policy implications are drawn from the result findings which can be further integrated to support sustainable growth and development of suppliers and sub-suppliers in any AFSC.
可持续粮食生产对于任何发展中国家确保粮食安全、加强稳定、保护环境和经济发展都至关重要。在农产品-食品供应链(AFSC)中,所有供应链参与者共同努力,实现可持续发展,可以极大地促进可持续生产。供应商是食品加工企业(FPF)与次级供应商或农民之间的中间人,他们必须在自己的层面上遵循食品加工企业的可持续发展做法,同时还必须监督次级供应商层面上这些活动的实施情况。在这方面,本研究的重点是建立一个群体共识数学模型,以推导出一套更广泛的绩效指标,用于评估供应商在其次级供应商网络中维护、监测和跟踪可持续绩效的能力。研究提出了一个分两个阶段的群体共识模型;该模型采用德尔菲法选择绩效指标,并利用植根于群体分析层次过程的反馈机制。该系统基于一种迭代算法来生成所有决策者都能接受的权重。通过对一家印度面粉加工公司的分析,对所提出的模型进行了说明。采用肯德尔一致系数来了解决策者在应用拟议模型前后的一致程度。模型应用后,该系数的增加验证了模型的有效性。这种用于可持续供应商评价研究的绩效指标选择方法在 AFSC 领域是独一无二的。研究结果表明,排名第一的指标是 "食品安全",其次是 "对次级供应商的付款"。研究结果产生了重要的政策影响,这些影响可以进一步整合,以支持任何农产品供应链中供应商和次级供应商的可持续增长和发展。
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引用次数: 0
Integrated cross-dock location and supply mode planning in retail networks 零售网络中的跨货场位置和供应模式综合规划
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-08-02 DOI: 10.1016/j.ijpe.2024.109349
Tobias Potoczki , Andreas Holzapfel , Heinrich Kuhn , Michael Sternbeck

This paper considers the problem of integrating cross-docks (CDs) into a given retail supply network with the aim of minimizing related logistics costs. These comprise transportation costs, costs for setting up and operating CDs, inventory holding and purchasing costs. We present a novel mixed integer program (MIP) for optimizing the number and locations of CDs within the supply network as well as the selection of flow type (cross-docking or direct-to-warehouse shipping) and the associated delivery pattern tailored to a specific supplier. A numerical study shows that the original problem is difficult to solve for real-sized instances using a standard MIP solver. We therefore develop a hierarchical decomposition approach that achieves cost-efficient results compared to heuristic approaches, which assume linear transportation costs. In order to demonstrate the model’s applicability to real-life instances and to gain further practical insights we conducted a case study using data from a major European retail company. In this study we found that more than 6% of related logistics costs can be saved by setting up CDs within the supply network. We also show that existing approaches in literature may lead to unfavorable results in certain settings due to an overestimation of transportation bundling effects. Extensive numerical experiments and scenario analyses provide further managerial insights into the problem characteristics.

本文探讨的问题是,如何将交叉货站(CD)整合到给定的零售供应网络中,以最大限度地降低相关物流成本。这些成本包括运输成本、建立和运营 CD 的成本、库存持有和采购成本。我们提出了一个新颖的混合整数程序(MIP),用于优化供应网络中周转箱的数量和位置,以及选择流动类型(交叉对接或直接到仓库运输)和针对特定供应商的相关交付模式。数值研究表明,使用标准的 MIP 求解器很难求解原始问题的实际大小。因此,我们开发了一种分层分解方法,与假设运输成本为线性的启发式方法相比,该方法能实现具有成本效益的结果。为了证明该模型适用于现实生活中的实例,并获得更多实用见解,我们利用一家大型欧洲零售公司的数据进行了案例研究。在这项研究中,我们发现,通过在供应网络中建立 CD,可以节省 6% 以上的相关物流成本。我们还表明,由于高估了运输捆绑效应,文献中的现有方法在某些情况下可能会导致不利的结果。大量的数值实验和情景分析为我们提供了对问题特征的进一步管理见解。
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引用次数: 0
Identifying assets exposed to physical climate risk: A decision-support methodology 识别面临自然气候风险的资产:决策支持方法
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-08-02 DOI: 10.1016/j.ijpe.2024.109355
Jean-Louis Bertrand , Miia Chabot , Xavier Brusset , Valentin Courquin

Climate events are increasingly affecting supply chains, leading to frequent and costly impacts. Managers lack a systematic approach to evaluate risks to individual facilities and employees. We propose a decision support methodology to help quantify the exposure of both to ten most common climate hazards. Using both historical and scenario-based climate data, the methodology distinguishes three dimensions for understanding climate risk: anomaly, extreme variability, and acceleration, applied to each peril from historical to projected data. This approach allows for the isolation of the components of climate change by peril, facilitating a better understanding of each component. Furthermore, it enables the development of adaptative responses tailored to each of the climate dimensions. A case study of a logistics group with more than 200 warehouses across 181 locations in eight European countries illustrates the approach, demonstrating its practicality and effectiveness. Our methodology offers firms, large and small, the opportunity to reinforce their resilience in the face of multiple physical risks. The metrics and scores presented in this paper can be extended to assess the growing issues of climate risks as they apply to occupational health and safety as well as natural resources management.

气候事件对供应链的影响越来越大,导致频繁发生代价高昂的影响。管理人员缺乏系统的方法来评估各个设施和员工所面临的风险。我们提出了一种决策支持方法,帮助量化十种最常见气候灾害的风险。该方法使用历史气候数据和基于情景的气候数据,从三个维度来理解气候风险:异常、极端变异性和加速度,并从历史数据到预测数据应用于每种危险。通过这种方法,可以将气候变化的各个组成部分按危险分离开来,便于更好地了解每个组成部分。此外,它还能针对每个气候维度制定适应性对策。通过对一家在欧洲 8 个国家 181 个地点拥有 200 多个仓库的物流集团进行案例研究,说明了这种方法的实用性和有效性。我们的方法为大大小小的企业提供了面对多重自然风险时加强自身适应能力的机会。本文中介绍的衡量标准和分数可以扩展到评估日益严重的气候风险问题,因为它们适用于职业健康和安全以及自然资源管理。
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引用次数: 0
What are the right configurations of just-in-time and just-in-case when supply chain shocks increase? 当供应链冲击增加时,及时生产和及时交货的正确配置是什么?
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-07-31 DOI: 10.1016/j.ijpe.2024.109352
Wantao Yu , Chee Yew Wong , Mark A. Jacobs , Roberto Chavez

Shocks caused by COVID-19 pandemic have compelled manufacturers to decrease their reliance upon just-in-time (JIT) and embrace a more just-in-case (JIC) approach. This study clarifies the right configurations of JIT and JIC under low/high upstream and downstream shocks. Drawing upon contingency theory and configuration theory, a framework is developed to differentiate configurations of JIT/JIC under low/high magnitude SC shocks. Survey data from China's manufacturing industry, which experienced SC shocks due to COVID-19, are analysed by regression and sub-group analyses. The results show that only upstream shocks have a negative impact on operational performance. The effect of JIC (but not JIT) on operational performance is strengthened by upstream and downstream shocks. When shocks are high, increasing JIC is effective only when JIT is low. These empirical findings demonstrate that manufacturers can improve operational performance by emphasising JIC models under high SC shocks. Those with high JIT benefit from low JIC under low shock settings.

COVID-19 大流行所造成的冲击迫使制造商减少对准时制(JIT)的依赖,而更多地采用个案制(JIC)方法。本研究阐明了在低/高上下游冲击下 JIT 和 JIC 的正确配置。本研究借鉴权变理论和配置理论,建立了一个框架来区分低/高SC冲击下的JIT/JIC配置。本文通过回归分析和分组分析,分析了因 COVID-19 而受到 SC 冲击的中国制造业的调查数据。结果显示,只有上游冲击会对运营绩效产生负面影响。上下游冲击加强了 JIC(而非 JIT)对运营绩效的影响。当冲击较大时,只有当 JIT 较低时,提高 JIC 才会有效。这些实证研究结果表明,在高 SC 冲击下,制造商可以通过强调 JIC 模式来提高运营绩效。在低冲击环境下,JIT 高的企业可从 JIC 低的企业中获益。
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引用次数: 0
Digital governance for supplier opportunism: The mediating role of supplier transparency 供应商机会主义的数字治理:供应商透明度的中介作用
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-07-30 DOI: 10.1016/j.ijpe.2024.109351
Lixu Li , Lujie Chen , Yaoqi Liu

Curtailing supplier opportunism is a critical concern for both business practitioners and supply chain researchers. However, ambiguity remains regarding the effective deployment of digital technologies (DTs) within supply chain practices to address this issue. Drawing on the asset orchestration perspective, we consider two DT deployment manners (i.e., breadth and depth) and examine their impacts on supplier transparency and supplier opportunism. We investigate 323 Chinese firms and use structural equation modeling to test the proposed hypotheses. We also conduct a scenario-based experiment involving 144 business managers to improve the robustness of our results. We find that although two DT deployment manners positively affect suppliers' cost and relationship transparency, only relationship transparency exhibits a statistically significant negative association with suppliers’ weak opportunism, rather than strong opportunism. More interestingly, of the two DT deployment manners, relationship transparency merely mediates the breadth – weak opportunism association. We advance research on supply chain governance by elucidating the nuanced role of DT deployment in curbing supplier opportunism. We also offer significant insights for firms seeking to reassess their digital supply chain plans, improve engagement with suppliers, and curb unethical practices.

遏制供应商机会主义是企业从业人员和供应链研究人员共同关注的一个重要问题。然而,在供应链实践中如何有效部署数字技术(DTs)来解决这一问题,仍然存在不确定性。我们从资产协调的角度出发,考虑了两种数字技术部署方式(即广度和深度),并研究了它们对供应商透明度和供应商机会主义的影响。我们对 323 家中国企业进行了调查,并使用结构方程模型对提出的假设进行了检验。我们还进行了一个有 144 名企业经理参与的情景实验,以提高结果的稳健性。我们发现,虽然两种 DT 部署方式会对供应商的成本和关系透明度产生积极影响,但只有关系透明度与供应商的弱机会主义(而非强机会主义)呈现出统计学意义上的显著负相关。更有趣的是,在这两种数据传输部署方式中,关系透明度只是在广度与弱机会主义之间起到了中介作用。我们通过阐明DT部署在抑制供应商机会主义方面的微妙作用,推进了供应链治理研究。我们还为寻求重新评估其数字供应链计划、改善与供应商的接触以及遏制不道德行为的企业提供了重要启示。
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引用次数: 0
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International Journal of Production Economics
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