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Generative AI in retail platform operations: Considering supplier effort exertion and consumer skepticism 零售平台运营中的生成式人工智能:考虑供应商努力消耗和消费者怀疑
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-12-03 DOI: 10.1016/j.ijpe.2025.109870
Qiang Wang , Xinran Dai , Mingjun Li
In recent years, a growing number of retail platforms have integrated generative artificial intelligence (GAI) technology into their operations, as exemplified by Amazon’s GAI-powered “Rufus” shopping assistant and JD.com’s “JD Jingyan” intelligent recommendation system. However, alongside the proliferation of AI applications, some consumers have grown skeptical about the reliability of GAI. Against this backdrop, it remains unclear whether retail platforms should adopt GAI and what impacts such adoption may exert on heterogeneous suppliers, consumer surplus, and social welfare. To investigate these issues, this paper develops theoretical stylized models and derives some key managerial implications. The findings indicate that the retail platform will inevitably adopt GAI, as any suppliers who make efforts to effectively utilize GAI will benefit the platform. Moreover, when the proportion of GAI-skeptical consumers is relatively small or the effort cost is sufficiently low, one supplier’s investment in GAI utilization compels the rival to follow suit, leading to mutual effort exertion as the Nash equilibrium. Conversely, one supplier’s effort will induce its competitor to enter the market without exerting effort, resulting in a Nash equilibrium where only one supplier invests in GAI utilization. Besides, a brand supplier is more likely to exert effort in leveraging GAI and exerts more efforts than an ordinary supplier, particularly when market competition intensifies. While the ordinary supplier may only outperform the brand supplier in effort when market competition is relatively subdued. Finally, we demonstrate that GAI adoption ultimately enhances both consumer surplus and social welfare.
近年来,越来越多的零售平台将生成式人工智能(GAI)技术整合到他们的运营中,例如亚马逊的“鲁弗斯”购物助手和京东的“京东景岩”智能推荐系统。然而,随着人工智能应用的激增,一些消费者对人工智能的可靠性产生了怀疑。在这种背景下,零售平台是否应该采用GAI,以及这种采用可能对异质供应商、消费者剩余和社会福利产生什么影响,仍不清楚。为了研究这些问题,本文建立了理论化的模型,并得出了一些关键的管理启示。研究结果表明,零售平台将不可避免地采用GAI,因为任何努力有效利用GAI的供应商都将使平台受益。此外,当对GAI持怀疑态度的消费者比例相对较小或努力成本足够低时,供应商在GAI利用上的投入会迫使竞争对手效仿,从而产生相互努力的纳什均衡。相反,一个供应商的努力将诱导其竞争对手进入市场,而无需付出努力,从而产生纳什均衡,其中只有一个供应商投资于GAI利用。此外,品牌供应商在利用GAI方面比普通供应商更有可能付出努力,而且比普通供应商付出更多的努力,尤其是在市场竞争加剧时。而普通供应商只有在市场竞争相对缓和的情况下,才能在努力上胜过品牌供应商。最后,我们证明了GAI的采用最终提高了消费者剩余和社会福利。
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引用次数: 0
Optimizing vaccination facility locations and capacity for pandemic response: A case study of Mashhad, Iran 优化疫苗接种设施地点和大流行应对能力:伊朗马什哈德的案例研究
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-12-03 DOI: 10.1016/j.ijpe.2025.109865
Siamak Kheybari , Mohammad Reza Mehrpour , Nima Moradi , Maria Paola Scaparra
Strategic and tactical issues must be considered when determining the location of facilities for service provision during healthcare crises. This paper introduces a systematic multi-step approach for selecting the location of immunization centers and warehouses for medical supplies during a pandemic. Initially, the relevant strategic criteria encompassing infrastructure, environmental, and socio-demographic dimensions are identified from the literature. Expert opinions are then solicited through the Best-Worst Method to assess the importance of each criterion. In the third step, a Geographic Information System is employed to identify potential locations and their strategic cost based on these criteria. Finally, a Two-Echelon Capacitated Location Allocation Problem (2E-CLAP), integrating fairness and capacity considerations, is formulated to select optimal sites based on strategic costs utilizing the principles of the classic p-center and set covering problems. The model is solved using an enhanced multi-objective Genetic Algorithm. The methodology is validated through a case study to identify the location of vaccination facilities in Mashhad, Iran. The findings underscore the capability of the proposed approach to alleviate patient congestion at vaccination centers while concurrently optimizing the strategic criteria and ensuring comprehensive coverage for all city residents.
在确定医疗危机期间提供服务的设施位置时,必须考虑战略和战术问题。本文介绍了一种系统的多步骤方法,用于在大流行期间选择免疫中心和医疗用品仓库的位置。首先,从文献中确定了包括基础设施、环境和社会人口维度在内的相关战略标准。然后通过最佳最差方法征求专家意见,以评估每个标准的重要性。第三步,利用地理信息系统根据这些标准确定潜在地点及其战略成本。最后,利用经典的p-center和集合覆盖问题的原理,综合考虑公平性和容量因素,提出了基于战略成本的两梯次选址问题(2E-CLAP)。该模型采用增强型多目标遗传算法求解。通过确定伊朗马什哈德疫苗接种设施位置的案例研究验证了该方法。研究结果强调了所提出的方法在缓解疫苗接种中心患者拥堵的同时,优化战略标准并确保全面覆盖所有城市居民的能力。
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引用次数: 0
Integrated strategic sourcing of critical raw materials in an era of global disruptions 在全球混乱的时代,关键原材料的综合战略采购
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-12-03 DOI: 10.1016/j.ijpe.2025.109879
Tom Hunger , Philipp Jens Erfurth , Marlen Gabriele Arnold , Matthias Gerhard Wichmann
Geopolitical tensions pose a threat to the supply of critical raw materials (CRMs), which are highly concentrated in a small number of mining and processing countries. CRM-intensive technologies are driving growing demand for these materials and intensifying global competition for secure and reliable access. Some supplying countries pursue geopolitical interests that can restrict CRM availability. The combination of concentrated supply, rising demand, and geopolitical tensions underscores the need for strategies that enhance supply resilience. This article integrates supplier criticality into strategic sourcing to promote a more resilient and economically viable CRM supply for enterprises. This integration is implemented through the Dual Sourcing Raw Materials Lot Sizing Problem, which analyzes five criticality scenarios with four different spot market procurement shares in a silicon case study. Criticality is measured using the World Governance Indicators. The empirical results reveal that increasing procurement through spot markets significantly reduces dependency on critical suppliers and the associated supply risks. A central result is that supply disruptions caused by critical high-volume suppliers can increase total costs by up to 23 %, while higher spot market shares reduce this effect to approximately 10 %. Therefore, sourcing CRMs from spot markets increases the robustness of an enterprise's supplier portfolio while simultaneously reducing its dependency on critical suppliers. This article introduces an approach that links criticality with strategic sourcing and demonstrates quantitatively that dependencies on CRMs can be mitigated through spot market sourcing. Managerial implications follow for CRM-intensive sectors, where explicit spot-share targets can complement long-term contracting under geopolitical risk.
地缘政治紧张局势对关键原材料(CRMs)的供应构成威胁,这些原材料高度集中在少数采矿和加工国家。crm密集型技术正在推动对这些材料的需求不断增长,并加剧了对安全可靠访问的全球竞争。一些供应国追求地缘政治利益,可能会限制CRM的可用性。供应集中、需求上升和地缘政治紧张局势的结合,凸显了加强供应弹性战略的必要性。本文将供应商关键性整合到战略采购中,以促进企业更具弹性和经济可行性的CRM供应。这种整合是通过双采购原材料批量问题来实现的,该问题在硅案例研究中分析了四种不同现货市场采购份额的五种临界情况。重要性是用世界治理指标来衡量的。实证结果表明,通过现货市场增加采购显著降低了对关键供应商的依赖和相关的供应风险。一个重要的结果是,由关键的大批量供应商造成的供应中断可能会使总成本增加高达23%,而更高的现货市场份额将这种影响减少到约10%。因此,从现货市场采购crm增加了企业供应商组合的稳健性,同时减少了对关键供应商的依赖。本文介绍了一种将关键性与战略采购联系起来的方法,并定量地证明了通过现货市场采购可以减轻对crm的依赖。对crm密集型行业的管理影响也随之而来,在这些行业,明确的现货份额目标可以补充地缘政治风险下的长期合同。
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引用次数: 0
A two-stage stochastic model for sustainable and resilient closed-loop supply chain of electric vehicle batteries 电动汽车电池可持续弹性闭环供应链的两阶段随机模型
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-12-03 DOI: 10.1016/j.ijpe.2025.109878
Danting Yang, Fei Ma, Haonan He, Yanni Long, Lujin Jia, Wenjun Liu
To address the growing need for recycling retired electric vehicle (EV) batteries, it is crucial to design a sustainable closed-loop supply chain (CLSC). Meanwhile, the EV battery SC remains vulnerable in today's volatile environment, highlighting the need for resilient designs to mitigate risks. Thus, this study contributes to develop a progressive three-tier modeling framework that evolves from a deterministic “risk-free” model to a stochastic “risk-inclusive” model, and ultimately to a resilient “risk-responsive” model. The model promotes industrial sustainability across economic, environmental, and social dimensions, and introduces five sector-specific resilience strategies to mitigate risks. A scenario-based two-stage stochastic programming approach is employed to address uncertainties in supply, demand, and recycling. The model's effectiveness is validated through a real-world case study of CATL, the world's largest EV battery manufacturer. Results show that the CLSC significantly enhances sustainability compared to one-way SCs. The resilient model improves resilience and reduces costs relative to non-resilient alternatives. The bi-objective model, balancing resilience enhancement and cost reduction, achieves substantial resilience gains with minimal cost increases. The study further demonstrates that comprehensive strategies are more effective than single-focused ones in cost control and resilience enhancement, and that optimal resilience strategies vary significantly with risk types and intensities. Finally, managerial and policy insights are provided based on the findings of the case study and sensitivity analysis.
为了满足日益增长的回收利用电动汽车电池的需求,设计一个可持续的闭环供应链(CLSC)至关重要。与此同时,电动汽车电池SC在当今动荡的环境中仍然很脆弱,因此需要有弹性的设计来降低风险。因此,本研究有助于建立一个渐进的三层建模框架,从确定性的“无风险”模型到随机的“风险包容”模型,最终到弹性的“风险响应”模型。该模型促进了工业在经济、环境和社会方面的可持续性,并引入了五种针对特定行业的弹性策略来降低风险。采用基于场景的两阶段随机规划方法来解决供应、需求和回收中的不确定性。该模型的有效性通过全球最大的电动汽车电池制造商宁德时代的实际案例研究得到了验证。结果表明,与单向复合材料相比,复合材料复合材料显著提高了可持续性。与非弹性替代方案相比,弹性模型提高了弹性并降低了成本。双目标模型平衡了弹性增强和成本降低,以最小的成本增加实现了大量的弹性增益。研究进一步表明,综合策略在成本控制和弹性增强方面比单一策略更有效,且最优弹性策略随风险类型和强度的不同存在显著差异。最后,基于案例研究和敏感性分析的结果,提出了管理和政策见解。
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引用次数: 0
Impacts of supply chain finance on enterprise resilience: the interplay between financial linkage and business relationship among supply chain partners 供应链金融对企业弹性的影响:供应链合作伙伴间金融联动与业务关系的相互作用
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-11-30 DOI: 10.1016/j.ijpe.2025.109867
Bei Cui
Despite the shared notion of the interrelation between interorganizational business relationships along physical supply chain and organizational resilience, evidence of the implication of interfirm relationships under supply chain finance (SCF) on enterprise resilience remains scarce. This article aims to meet the shortcoming by investigating the interplay between financial linkage and business relationship among supply chain partners, and how SCF contributes to enterprise resilience. This paper employs repeated-measures ANOVA for firms' performance comparison and survival analysis for firm survival based on matched enterprises to test the hypotheses, using the sample from Chinese A-share listed companies over the 2013–2023 period. Findings indicate that SCF benefits derive from interfirm relationships whose characteristics and dynamics depend on the interplay between financial linkage and business relationship among firms under SCF mode. The empirical results suggest that SCF contributes to promoting firm growth, reducing risk, and improving firms' survival rate. However, the contribution of SCF to short-run profit is unclear. In terms of the mediating mechanism, SCF facilitates interfirm relationship, and consequently reduces financial volatility and improves firm growth and survival. This research provides insight into the formation and features of interorganizational relationships (IORs) under SCF mode and guidance for firms to implement SCF, thereby improving enterprise resilience. To the best of the author's knowledge, this study is the first to introduce financial linkage while turning to the role of IORs in organizational resilience and outcomes, specifically exploring the dimension of transactions through the interplay between financial linkage and business relationship among firms.
尽管人们普遍认为实体供应链上的组织间业务关系与组织弹性之间存在相互关系,但供应链金融(SCF)下的企业间关系对企业弹性影响的证据仍然很少。本文旨在通过研究供应链合作伙伴之间的财务联系和业务关系之间的相互作用,以及供应链金融如何促进企业弹性来弥补这一不足。本文以2013-2023年中国a股上市公司为样本,采用重复计量方差分析对企业绩效比较和基于匹配企业的企业生存分析对假设进行检验。研究结果表明,供应链金融效应来源于企业间关系,而企业间关系的特征和动态取决于企业间财务联系和业务关系的相互作用。实证结果表明,企业融资具有促进企业成长、降低风险、提高企业存活率的作用。然而,SCF对短期利润的贡献尚不清楚。在中介机制上,SCF促进了企业间的关系,从而降低了金融波动,促进了企业的成长和生存。本研究揭示了供应链金融模式下组织间关系的形成和特征,并为企业实施供应链金融以提高企业弹性提供了指导。据作者所知,本研究首次引入财务联系,同时转向ior在组织弹性和结果中的作用,特别是通过企业之间的财务联系和业务关系之间的相互作用来探索交易维度。
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引用次数: 0
Navigating trade-offs in online food delivery: The interplay of buy-online-and-pick-up-in-store and delay insurance 在线食品配送的权衡:在线购买和店内提货与延迟保险的相互作用
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-11-27 DOI: 10.1016/j.ijpe.2025.109866
Minjian Liu , Qi Dong , Yunbing Li , Shaofu Du
The rise of the online food delivery (OFD) industry has greatly facilitated consumers, but frequent delivery delays have damaged the shopping experience. In order to mitigate the negative effects of delivery delays, many OFD platforms have launched buy-online-and-pick-up-in-store (BOPS) and delay insurance services. In this context, the merchant needs to decide whether to implement BOPS and offer free delay insurance (FI) to consumers. BOPS allows consumers to place orders online and pick up products offline; FI provides platform compensation for consumers who experience delivery delays. Considering delivery delays, we study the impact of BOPS and FI services on consumer purchasing, merchant pricing, and the platform’s FI premium decisions. We then examine the merchant’s joint optimization strategies of these two services. Four scenarios are analyzed regarding whether the merchant adopts these two services. Interestingly, we find that BOPS can always expand or at least maintain the merchant’s market coverage, while FI may cause market coverage to decline. Whether a merchant implements BOPS depends on the fixed costs of implementation and the compensation of FI, and whether to offer FI depends on consumers’ hassle costs and the merchant’s unit operation cost in the online channel. Counter-intuitively, when the merchant’s unit operation cost is relatively high or relatively low, FI will increase the merchant’s motivation to implement BOPS. Finally, we find that none of the four service strategies is dominant for the merchant; the platform’s profits cannot be maximized if no services are provided; consumers can only maximize total surplus when BOPS is implemented.
在线外卖(OFD)行业的兴起极大地便利了消费者,但频繁的送货延误损害了购物体验。为了减轻交货延迟的负面影响,许多OFD平台推出了网上购买和店内提货(BOPS)和延迟保险服务。在这种情况下,商家需要决定是否实施BOPS,并向消费者提供免费延迟保险(FI)。BOPS允许消费者在线下订单,线下提货;FI为经历交付延迟的消费者提供平台补偿。考虑到交货延迟,我们研究了BOPS和FI服务对消费者购买、商家定价和平台FI溢价决策的影响。然后,我们研究了商家对这两种服务的联合优化策略。分析了商家是否采用这两种服务的四种场景。有趣的是,我们发现BOPS总是可以扩大或至少保持商家的市场覆盖率,而FI可能会导致市场覆盖率下降。商家是否实施BOPS取决于实施的固定成本和FI的补偿,是否提供FI取决于消费者的麻烦成本和商家在网上渠道的单位运营成本。与直觉相反,当商家的单位运营成本较高或较低时,FI会增加商家实施BOPS的动机。最后,我们发现这四种服务策略对商家来说都不是主导策略;如果不提供服务,平台的利润就无法最大化;只有当BOPS实施时,消费者才能最大化总剩余。
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引用次数: 0
Identifying critical node set in supply chain network considering hybrid operational risk management 考虑混合操作风险管理的供应链网络关键节点集识别
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-11-24 DOI: 10.1016/j.ijpe.2025.109864
Bin Hou, Xinyu Wang, Jiafu Tang
Identifying and protecting critical node set (CNS) is an important measure to enhance the resilience of supply chain network (SCN), especially in the face of increasingly frequent and uncertain disruptions. To respond to the urgent and real-world issue, this study proposes a two-stage stochastic programming (TSSP) framework for the problem of identifying CNS, considering hybrid operational risk management strategies. The first stage decides to pre-protect (proactive strategy) certain nodes against uncertain future risks, while the second stage determines which nodes to post-protect (reactive strategy) in response to realized risks, thereby mitigating potential risk propagation. The CNS identification problem is proven NP-hard. However, the second stage problem demonstrates monotonicity, which facilitates more efficient algorithm design. This paper introduces a load capacity model to simulate risk propagation process, and utilizes a neighborhood search and simulation-based hybrid optimization approach to identify the CNS as well as obtaining the optimal protection policy. Numerical experiments conducted on a practical SCN show that: (1) The CNS identified by our model outperforms traditional measures in enhancing supply chain resilience (SCR). (2) The optimal CNS configuration evolves in response to variations in budget constraints, the number of pre- and post-protection nodes. (3) The combined pre- and post-protection strategy demonstrates superior performance compared to individual protection approaches. The findings offer actionable insights for managers to mitigate risk propagation and enhance SCR through targeted protection of CNS.
识别和保护关键节点集(CNS)是提高供应链网络弹性的重要措施,特别是面对日益频繁和不确定的中断。为了应对这一紧迫的现实问题,本研究提出了一个考虑混合操作风险管理策略的两阶段随机规划(TSSP)框架来识别CNS问题。第一阶段决定对不确定的未来风险进行预保护(主动策略),第二阶段决定对已实现风险进行后保护(被动策略)的节点,从而降低潜在风险的传播。CNS识别问题被证明是np困难的。然而,第二阶段的问题呈现单调性,这有利于更有效的算法设计。本文引入负荷能力模型来模拟风险传播过程,利用邻域搜索和基于仿真的混合优化方法来识别CNS并获得最优保护策略。在一个实际供应链弹性网络上进行的数值实验表明:(1)模型识别的供应链弹性网络在提高供应链弹性(SCR)方面优于传统措施。(2)最优CNS配置随预算约束、保护前后节点数量的变化而变化。(3)前后联合保护策略优于单项保护策略。研究结果为管理者提供了可操作的见解,以减轻风险传播,并通过有针对性地保护中枢神经系统来提高SCR。
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引用次数: 0
Platform-led or firm-led? An analysis of artificial intelligence development strategies in agricultural supply chains 平台主导还是公司主导?农业供应链人工智能发展战略分析
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-11-19 DOI: 10.1016/j.ijpe.2025.109861
Changhua Liao , Qihui Lu , Yanglei Li , Victor Shi
Agriculture experiences substantial yield losses due to pests and diseases, underscoring a need for advanced solutions such as artificial intelligence (AI). This study examines a contract farming supply chain with an agriculture firm and a platform, focusing on AI’s role in reducing these losses. Using game theory, we explore AI development conditions and compare two AI development modes: one where the agriculture firm develops AI (firm-led), and another where the platform undertakes AI development (platform-led). We also evaluate the effects of yield uncertainty, AI development efficiency, and firm’s planting effort efficiency on these strategies. Our findings reveal several key insights. First, in the firm-led mode, when AI enhances the firm’s planting effort efficiency, the firm always benefits, whereas only low AI development efficiency is beneficial to the platform. When AI reduces effort efficiency, only high development efficiency is advantageous to both parties. Second, in the platform-led mode, when AI improves planting effort efficiency, the outcomes are reversed compared to the firm-led mode. When AI reduces effort efficiency, only a moderate development efficiency is beneficial to the firm. Interestingly, in cases where AI significantly lowers effort efficiency, the platform consistently benefits. Third, the platform always tends to choose the platform-led mode, whereas the firm chooses this mode only when AI development efficiency is low. Additionally, the higher the average yield reduction rate, the greater the role of AI, the more likely the firm is to choose the firm-led mode. These insights contribute to a deeper understanding of AI development strategies in agricultural supply chains.
由于病虫害,农业遭受了巨大的产量损失,这凸显了对人工智能等先进解决方案的需求。本研究考察了一家农业公司和平台的合同农业供应链,重点关注人工智能在减少这些损失方面的作用。利用博弈论,我们探索了人工智能的发展条件,并比较了两种人工智能发展模式:一种是农业公司开发人工智能(公司主导),另一种是平台进行人工智能开发(平台主导)。我们还评估了产量不确定性、人工智能开发效率和企业种植努力效率对这些策略的影响。我们的发现揭示了几个关键的见解。首先,在企业主导模式下,当人工智能提高企业的种植努力效率时,企业总是受益的,而只有低人工智能开发效率才对平台有利。当人工智能降低工作效率时,只有高的开发效率对双方都有利。其次,在平台主导模式下,当人工智能提高种植努力效率时,与企业主导模式相比,结果是相反的。当人工智能降低努力效率时,只有适度的发展效率对企业有利。有趣的是,在人工智能显著降低工作效率的情况下,平台始终受益。第三,平台总是倾向于选择平台主导模式,而企业只有在人工智能开发效率较低的情况下才会选择这种模式。此外,平均产出率越高,人工智能的作用越大,企业越有可能选择企业主导模式。这些见解有助于更深入地了解农业供应链中的人工智能发展战略。
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引用次数: 0
Firm remanufacturing and product distinction decisions: The implications of servitization implementation 企业再制造与产品区分决策:服务化实施的影响
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-11-19 DOI: 10.1016/j.ijpe.2025.109863
Junwei Zhao, Huiqin Zhang, Yuxiang Zhang, Deru Xie
In the context of a circular economy, firms face numerous challenges and uncertainties in balancing economic benefits with environmental sustainability through remanufacturing and servitization. To address this, we construct a three-dimensional analytical framework that integrates remanufacturing, product distinction decisions, and the servitization business model. Based on a game-theoretic model, we examine the optimal strategic choices for a firm under both pure sales and servitization (sales and service) models. The findings reveal that, first, the optimal strategy for the firm is driven by the production cost of new products and consumer usage concerns. When production costs are moderate, the firm can maximize profits through price discrimination by clearly distinguishing new products from remanufactured ones. However, the implementation of servitization will narrow the applicability of this strategy. Interestingly, an increase in consumer usage concerns tends to lead the firm to avoid distinguishing between product types. Secondly, servitization remains profitable at low costs, and it does not inhibit the firm's remanufacturing activities. Instead, by blurring product differences, it prompts the firm to adopt mixed sales strategies, fueling this implicit remanufacturing business practice. Finally, achieving environmental benefits requires a precise match between product characteristics and the level of remanufacturing technology improvement. When remanufacturing technology meets the corresponding conditions and production costs fall within a specific range, the coordinated deployment of servitization and remanufacturing can achieve a Pareto improvement in both economic and environmental benefits. The research findings provide new insights into multi-strategy collaborative decision-making in circular economy practices.
在循环经济的背景下,企业在通过再制造和服务化来平衡经济效益与环境可持续性方面面临着许多挑战和不确定性。为了解决这个问题,我们构建了一个三维分析框架,该框架集成了再制造、产品区分决策和服务化业务模型。基于博弈论模型,研究了纯销售和服务化(销售和服务)两种模式下企业的最优战略选择。研究发现,第一,企业的最优战略是由新产品的生产成本和消费者使用问题驱动的。当生产成本适中时,企业可以通过区分新产品和再制造产品的价格歧视来实现利润最大化。然而,服务化的实施将缩小这一战略的适用性。有趣的是,消费者使用问题的增加往往导致公司避免区分产品类型。其次,服务化在低成本下仍然有利可图,并且不会抑制企业的再制造活动。相反,通过模糊产品差异,它促使公司采用混合销售策略,助长了这种隐性的再制造商业实践。最后,实现环境效益需要产品特性与再制造技术改进水平的精确匹配。当再制造技术满足相应条件且生产成本在一定范围内时,服务化与再制造的协同部署可以实现经济效益和环境效益的帕累托改善。研究结果为循环经济实践中的多战略协同决策提供了新的视角。
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引用次数: 0
Redefining work in the supply chain: combining digital technologies and knowledge sharing for a smart working environment 重新定义供应链中的工作:将数字技术与知识共享相结合,创造智能工作环境
IF 1 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2025-11-19 DOI: 10.1016/j.ijpe.2025.109860
Joyce Danielle de Araújo , Cíntia Wilke Franco , Paulo Renato de Sousa , Alejandro G. Frank
Supply chains are undergoing rapid digital transformation, yet little is known about how digital technologies reshape workers' activities and the role of knowledge sharing in this process. A human-centered perspective is essential to align process improvements with worker outcomes. This study investigates how digital technologies support core supply chain management (SCM) activities, how knowledge-sharing practices influence them, and how their interaction affects supply chain performance and worker outcomes. We surveyed 370 companies and applied regression models to examine the relationships between digital technology adoption, knowledge sharing, SCM activities, and performance outcomes. To contextualize the survey findings, we conducted a post-hoc qualitative longitudinal case study of a supply chain digitalization project involving the focal company and six key partners—three suppliers and three customers. Results show that digital technologies enable smart working environments, enhancing SCM processes and outcomes. However, knowledge sharing interacts negatively with digital technologies in supporting workers’ SCM activities: explicit knowledge sharing becomes less critical with front-end smart working technologies, while tacit knowledge sharing is less necessary with extensive use of base digital technologies. Front-end technologies influence worker outcomes indirectly through their effects on SCM activities, whereas base technologies have both direct and mediated effects on worker outcomes and supply chain performance. The qualitative findings reveal the distinct digital capabilities implemented and their impact on workers. These findings challenge the assumption that knowledge sharing always complements digital tools, suggesting that digitalization can reduce reliance on external knowledge and offer managerial insights for designing human-centered smart work environments.
供应链正在经历快速的数字化转型,但人们对数字技术如何重塑工人的活动以及知识共享在这一过程中的作用知之甚少。以人为中心的视角对于将流程改进与员工成果结合起来至关重要。本研究探讨了数字技术如何支持核心供应链管理(SCM)活动,知识共享实践如何影响它们,以及它们的相互作用如何影响供应链绩效和工人成果。我们调查了370家公司,并应用回归模型来检验数字技术采用、知识共享、供应链管理活动和绩效结果之间的关系。为了将调查结果背景化,我们对供应链数字化项目进行了事后定性纵向案例研究,该项目涉及焦点公司和六个关键合作伙伴(三个供应商和三个客户)。结果表明,数字技术实现了智能工作环境,增强了供应链管理流程和结果。然而,在支持工人供应链管理活动方面,知识共享与数字技术的相互作用是消极的:对于前端智能工作技术,显性知识共享变得不那么重要,而对于基础数字技术的广泛使用,隐性知识共享则不那么必要。前端技术通过其对供应链活动的影响间接地影响工人的结果,而基础技术对工人的结果和供应链绩效既有直接的影响,也有中介的影响。定性调查结果揭示了所实施的独特数字能力及其对员工的影响。这些发现挑战了知识共享总是与数字工具互补的假设,表明数字化可以减少对外部知识的依赖,并为设计以人为本的智能工作环境提供管理见解。
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International Journal of Production Economics
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