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Concrete Achievements and Coherent Plans: Storytelling of Roadmaps in Crypto Crowdfunding 具体的成就和连贯的计划:加密众筹路线图的故事叙述
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-16 DOI: 10.1109/TEM.2026.3654944
Ziyi Xiong;Rong Liu;Chihoon Lee
Crypto crowdfunding has become a key financing channel for blockchain-based start-ups, yet ineffective project-investor communication contributes to fundraising failures. This study investigates how linguistic framing in project roadmaps, specifically, the presentation of achieved versus planned milestones, influences fundraising success. Drawing on construal level theory, we argue that achieved milestones benefit from concrete language, while planned milestones are more effective when conveyed through coherent language. We analyzed 1507 crypto crowdfunding campaigns and measured milestone concreteness and coherence using established computational linguistics techniques and large language models. Regression results show that fundraising success is positively associated with the concreteness of achieved milestones and the coherence of planned milestones. These findings suggest that aligning linguistic style with information hypotheticality (i.e., achieved vs. planned) can significantly enhance investor confidence, offering actionable guidance for start-up fundraising campaigns.
加密众筹已成为区块链初创企业的关键融资渠道,但项目投资者沟通不力导致融资失败。本研究探讨了项目路线图中的语言框架,特别是已实现的里程碑与计划中的里程碑的呈现,如何影响筹款成功。根据解释水平理论,我们认为实现的里程碑受益于具体的语言,而计划好的里程碑通过连贯的语言传达更有效。我们分析了1507个加密众筹活动,并使用已建立的计算语言学技术和大型语言模型测量了里程碑的具体性和连贯性。回归结果表明,筹资成功与已实现里程碑的具体性和计划里程碑的一致性呈正相关。这些发现表明,将语言风格与信息假设性(即实现与计划)相结合可以显著增强投资者的信心,为初创企业融资活动提供可操作的指导。
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引用次数: 0
Emission Reduction and Financing Decisions in Blockchain-Enabled Supply Chains Under Cross-Level Financing 跨层融资下区块链供应链的减排与融资决策
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-16 DOI: 10.1109/TEM.2026.3654537
Juanjuan Qin;Yanan Wang;Ziping Wang
This study investigate a multilevel supply chain subject to cap-and-trade regulation, involving a capital-constrained supplier, a manufacturer, and a retailer. Blockchain technology enhances trust among core firms, cross-level firms, and banks, thereby enabling financing for cross-level firms, and strengthening consumer trust in low-carbon products. This study explores the advance payment without blockchain technology ($AN$ mode), and two blockchain-enabled financing modes: advance payment with cross-level financing ($ACB$ mode) and advance payment with bank financing ($ABB$ mode). First, both $ABB$ and $ACB$ modes reduce carbon emissions more than the $AN$ mode, while which mode achieves greater total supply chain abatement depends on the bank interest rate and carbon abatement efficiency. Blockchain-enabled financing benefits all supply chain participants when blockchain operation costs are low, achieving win–win–win outcomes compared with the $AN$ mode. These results remain robust even when carbon abatement efficiencies are heterogeneous. Second, when all supply chain participants adopt blockchain, an equilibrium emerges where the supplier, manufacturer, and retailer choose the same financing mode. Interestingly, when blockchain operation costs are low and carbon abatement efficiency is high, the $ACB$ mode enables all participants to attain higher profits. Finally, when the supplier’s initial capital and the retailer’s interest rate are either low or high, the $ACB$ mode is the supplier’s optimal choice under blockchain technology. These findings provide managerial guidance for strategically selecting financing modes and adopting blockchain technology. The reliability of the conclusions is verified through sensitivity analyses.
本文研究了一个受总量管制与交易监管的多层次供应链,涉及一个资本受限的供应商、制造商和零售商。区块链技术增强了核心企业、跨层级企业和银行之间的信任,从而使跨层级企业融资成为可能,增强了消费者对低碳产品的信任。本研究探讨了无区块链技术的预付款($AN$模式),以及两种支持区块链的融资模式:跨层融资的预付款($ACB$模式)和银行融资的预付款($ABB$模式)。首先,$ABB$和$ACB$模式都比$AN$模式减少了更多的碳排放,而哪种模式实现了更大的供应链减排取决于银行利率和碳减排效率。在区块链运营成本较低的情况下,区块链融资使所有供应链参与者受益,与澳元模式相比,实现了三赢。即使在碳减排效率不同的情况下,这些结果仍然是强有力的。其次,当所有供应链参与者都采用区块链时,供应商、制造商和零售商选择相同的融资模式,形成均衡。有趣的是,当区块链运营成本较低,碳减排效率较高时,$ACB$模式可以使所有参与者获得更高的利润。最后,当供应商的初始资本和零售商的利率分别为低或高时,$ACB$模式是区块链技术下供应商的最优选择。研究结果可为战略选择融资模式和采用区块链技术提供管理指导。通过敏感性分析验证了结论的可靠性。
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引用次数: 0
Spillover Effect Matters: A Multiproduct Newsvendor-Like Model With Pay-Per-Click Advertising 溢出效应很重要:一个多产品的类似报贩的按点击付费广告模式
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-12 DOI: 10.1109/TEM.2026.3651194
Yugang Yu;Hongyan Zhang;Zhao Cai;Ye Shi;Qitong Zhao
Pay-per-click (PPC) advertising has become a dominant tool for e-tailers to increase product exposure and boost sales. This study investigates a multiproduct newsvendor-like problem that jointly optimizes advertising budget allocation and order quantity decisions. A key feature of the problem is the consideration of the spillover effect of PPC advertising, where the demand for a product depends not only on its own ad clicks, but also on those of related products. We introduce a linear demand function to capture this dependence and validate its predictive power using real-world data. The theoretical analyses reveal that the spillover effect leads to nontrivial interactions between advertising and ordering decisions, while also amplifying demand uncertainty and complicating the computation of the optimal solutions. To address these challenges, we consider two heuristic methods. The first follows the common practice of neglecting the spillover effect, while the second simplifies it by approximating random ad clicks with their mean value. Numerical experiments demonstrate that the first heuristic can lead to substantial performance loss (up to 28.72%), whereas the second yields near-optimal solutions with performance loss within 1%. We further conduct robustness tests with respect to ad-click distributions, market conditions, and ad-click uncertainty to evaluate the performances of both heuristic methods under different scenarios. A sensitivity analysis to assess the impact of changing key parameters (e.g., the coefficients of spillover effects and advertising budget) is also developed to provide more managerial insights.
点击付费(PPC)广告已经成为电子零售商增加产品曝光率和促进销售的主要工具。本文研究了一类多产品类报贩问题,该问题共同优化了广告预算分配和订货量决策。这个问题的一个关键特征是考虑到点击付费广告的溢出效应,其中一个产品的需求不仅取决于它自己的广告点击,还取决于相关产品的点击。我们引入了一个线性需求函数来捕获这种依赖性,并使用实际数据验证其预测能力。理论分析表明,外溢效应导致了广告和订购决策之间的重要交互作用,同时也放大了需求不确定性,使最优解的计算复杂化。为了解决这些挑战,我们考虑了两种启发式方法。第一种方法遵循了忽略溢出效应的惯例,而第二种方法通过将随机广告点击量近似为其平均值来简化溢出效应。数值实验表明,第一种启发式方法会导致大量的性能损失(高达28.72%),而第二种启发式方法产生接近最优的解决方案,性能损失在1%以内。我们进一步针对广告点击分布、市场条件和广告点击不确定性进行鲁棒性测试,以评估两种启发式方法在不同场景下的性能。还开发了敏感性分析,以评估变化的关键参数(例如,溢出效应系数和广告预算)的影响,以提供更多的管理见解。
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引用次数: 0
Implementing Circular Practices Through Supply-Chain Configurations of Service Offerings for Consumer Products 通过消费品服务产品的供应链配置实施循环实践
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-12 DOI: 10.1109/TEM.2026.3651889
Melanie E. Kreye
This research investigates how the supply-chain configurations of service offerings in business-to-consumer (B2C) markets enable manufacturers to implement circular practices. We differentiate offerings by service complexity as relevant starting points for this purpose. Following best practices in methodological rigor, we provide empirical evidence from five cases in the household-appliances industry. We detail the respective supply chain (SC) configurations of service offerings and of circular practices. In addition, we identify three mechanisms by which the SC configurations of service offerings connect to the SC configurations of circular practices: complement, enable, and undermine. This research contributes to the debate on the connections between servitization and circularity in B2C markets. Specifically, we identify the supply-chain configuration of service-based business models and circular practices showing their downstream and upstream effects. This enabled us to identify the mechanisms connecting service offerings to circular practices via their respective supply-chain configurations.
本研究调查了企业对消费者(B2C)市场中服务产品的供应链配置如何使制造商实现循环实践。我们根据服务复杂性区分产品,以此作为相关起点。遵循方法严谨性的最佳实践,我们从家用电器行业的五个案例中提供经验证据。我们详细介绍了服务产品和循环实践的各自供应链(SC)配置。此外,我们确定了服务产品的SC配置连接到循环实践的SC配置的三种机制:补充、启用和破坏。本研究有助于探讨B2C市场中服务化与循环之间的关系。具体来说,我们确定了基于服务的商业模式和循环实践的供应链配置,显示了它们的下游和上游影响。这使我们能够识别通过各自的供应链配置将服务产品连接到循环实践的机制。
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引用次数: 0
The Impact of Supply Chain Networks’ Structural Topology and Learning Capabilities on Resilience: A Simulation Study 供应链网络结构拓扑和学习能力对弹性影响的模拟研究
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-12 DOI: 10.1109/TEM.2026.3651709
Farhad Habibi;Ripon Kumar Chakrabortty;Alireza Abbasi
This study addresses the importance of enhancing the resilience of supply chain networks (SCNs) in the volatile supply chain environment. It explores how SCN topology characteristics and learning capabilities, such as “learn-to-prevent’’ and “learn-to-recover,’’ influence resilience, with a focus on the ripple effect during disruptions in SCNs. The research highlights oversight of link and partial node disruptions in existing studies, underscoring the need to account for these factors to inform decision-making and develop risk mitigation strategies. To examine the impact of SCNs' topological characteristics and learning capabilities on supply chain resilience (SCR), this study generates a diverse dataset of 5103 SCNs and simulates disruption and recovery processes. Using the Random Forest technique, the research identifies the significance of various factors in determining resilience, which is quantified by three metrics: average functionality, full impact, and recovery duration. Extensive robustness checks, including statistical testing, sensitivity analysis, repeated simulations, and validation through a real-world case study, confirm that the findings remain stable across alternative network structures, parameter settings, and disruption scenarios. The findings emphasize the importance of resilience capacities and learning capabilities acquired during disruptions, as well as specific network topology features, such as the number of strongly connected components, network type, and average path length. The proposed methodology is validated through a case study in Australia, illustrating how network characteristics can influence SCR. Decision-makers are urged to consider these associations for effectively enhancing resilience in SCNs.
本研究探讨了在多变的供应链环境中增强供应链网络弹性的重要性。它探讨了SCN拓扑特征和学习能力(如“学习预防”和“学习恢复”)如何影响弹性,重点是SCN中断期间的连锁反应。该研究强调了现有研究中对链路和部分节点中断的监督,强调需要考虑这些因素,以便为决策提供信息并制定风险缓解战略。为了研究供应链节点的拓扑特征和学习能力对供应链弹性(SCR)的影响,本研究生成了5103个供应链节点的多样化数据集,并模拟了中断和恢复过程。使用随机森林技术,该研究确定了决定弹性的各种因素的重要性,并通过三个指标进行量化:平均功能、全面影响和恢复持续时间。广泛的稳健性检查,包括统计测试、敏感性分析、重复模拟和通过现实世界案例研究的验证,证实了研究结果在不同的网络结构、参数设置和中断情况下保持稳定。研究结果强调了在中断期间获得的弹性能力和学习能力的重要性,以及特定的网络拓扑特征,如强连接组件的数量、网络类型和平均路径长度。通过澳大利亚的一个案例研究验证了所提出的方法,说明了网络特征如何影响SCR。敦促决策者考虑这些关联,以有效地增强SCNs的恢复力。
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引用次数: 0
Big Data Analytics and Green Core Competencies: Important Role of Data-Driven Decision-Making Culture and Leader Conscientiousness 大数据分析与绿色核心竞争力:数据驱动决策文化和领导者责任心的重要作用
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-12 DOI: 10.1109/TEM.2025.3648578
Muhammad Usman;Nadia Zahoor;Erhan Boğan;Muhammad Waheed Akhtar;Bekir Dedeoğlu
Given the growing emphasis on business sustainability and environmental management aimed at protecting the natural environment, this study, drawing insights from organizational information processing theory, investigates the direct association of artificial intelligence-supported Big Data analytics (AI-BDA) with organizations’ green core competencies as well as the indirect association through green data-driven decision-making culture (GDDC). In addition, the role of leader conscientiousness as an important boundary condition is examined. Data collected from 339 managers is analyzed using structural equation modeling in Mplus (8.8). Our findings indicate that AI-BDA has both direct and indirect positive relationships with green core competencies. Moreover, leader conscientiousness moderated the direct impact of AI-BDA on GDDC. Supplementary semi-structured interviews with 12 senior managers provide contextual validation and illustrate how AI-BDA, green data-driven culture, and leader conscientiousness jointly shape green core competencies in practice. Our research provides actionable insights that empower organizations to develop green core competencies, thereby enhancing their impact on initiatives aimed at preserving the natural environment. By integrating technological capabilities with leadership traits, this study highlights a pathway for organizations to align digital transformation with environmental sustainability goals, thereby advancing their corporate responses to environmental challenges.
鉴于企业可持续发展和环境管理日益受到重视,旨在保护自然环境,本研究借鉴组织信息处理理论,探讨了人工智能支持的大数据分析(AI-BDA)与组织绿色核心竞争力的直接关联,以及通过绿色数据驱动的决策文化(GDDC)的间接关联。此外,本文还考察了领导责任心作为一个重要边界条件的作用。使用Mplus(8.8)中的结构方程模型对339名管理人员收集的数据进行分析。研究结果表明,AI-BDA与绿色核心竞争力存在直接和间接的正相关关系。此外,领导责任心调节了AI-BDA对GDDC的直接影响。对12位高级管理人员的补充半结构化访谈提供了背景验证,并说明了AI-BDA、绿色数据驱动文化和领导者责任心如何在实践中共同塑造绿色核心竞争力。我们的研究提供了可操作的见解,使组织能够发展绿色核心竞争力,从而增强其对旨在保护自然环境的倡议的影响。通过将技术能力与领导特质相结合,本研究强调了组织将数字化转型与环境可持续性目标相结合的途径,从而促进企业应对环境挑战。
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引用次数: 0
A Framework for Understanding Blockchain Adoption in Supply Chain Operations: A Multicase Study 理解供应链运营中区块链采用的框架:一项多案例研究
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-12 DOI: 10.1109/TEM.2026.3653443
Alok Raj;Tsan-Ming Choi;Rajeev Ranjan Kumar;Shikha Aggarwal
Blockchain has gained significant attention, but operations literature lacks an integrated framework capturing its adoption dynamics. This article addresses the gap through a multicase study, proposing a framework that examines drivers, enablers, resistors, mechanisms, and outcomes of blockchain adoption in supply chains. The process is segmented into three phases—preadoption, early adoption, and full adoption—across technological, organizational, and environmental dimensions. Findings show organizational and environmental factors dominate preadoption, while enablers and resistors shape early adoption. In full adoption, mechanisms such as resilience, trust, visibility, information sharing, and cost reduction deliver operational benefits. The article offers valuable insights for researchers and practitioners to better understand and implement blockchain in supply chain operations.
区块链已经获得了极大的关注,但是运维文献缺乏一个集成的框架来捕捉它的采用动态。本文通过多案例研究解决了这一差距,提出了一个框架,该框架检查了供应链中区块链采用的驱动因素、促成因素、阻碍因素、机制和结果。该过程分为三个阶段——预采用、早期采用和完全采用——跨越技术、组织和环境维度。研究结果表明,组织和环境因素主导了预采用,而促成因素和阻碍因素影响了早期采用。在完全采用时,弹性、信任、可见性、信息共享和降低成本等机制将带来运营效益。本文为研究人员和实践者提供了有价值的见解,以更好地理解和实施供应链运营中的区块链。
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引用次数: 0
Toward Business-to-Business Sharing Economy: Drivers of and Barriers to Sharing Resources of Container Terminals 走向企业对企业共享经济:集装箱码头资源共享的动力与障碍
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-12 DOI: 10.1109/TEM.2026.3653644
Lieve A. J. W. Baars;Tri Mikael Tran;Iris F. A. Vis
Port congestion concerns highlight the resource strain on terminal operations. Because investing in new resources is costly, using existing resources more efficiently through business-to-business sharing has emerged as a superior alternative. Although the high standardization in container logistics renders terminal operations favorable for sharing, other complexities impede this process. Prior research emphasizes the benefits of sharing while neglecting the critical first step: initiating the implementation. Moreover, existing studies typically treat all forms of resource sharing uniformly. This three-round Delphi study examines the drivers and barriers to resource sharing in container terminals using 31 expert responses from distinguished maritime academics and professionals from prominent companies in port operations. Item extraction was verified twice; consensus required $ geq $ 60% agreement and an interquartile range $ leq $ 1, with sensitivity analyses (higher thresholds and subgroup splits) confirming the stability of top drivers and barriers. Our findings indicate the significance of joint planning (among terminals with different operators at the same port), operational compatibility, and stakeholder involvement. They further reveal that the drivers and barriers differ for capacity resources (i.e., immovable assets) versus physical resources (i.e., movable assets), making this study the first to distinguish them. In addition, we address the theoretical neglect of stakeholder involvement in resource sharing. Based on the rankings of drivers and barriers, we provide engineering managers and policymakers with a roadmap for the successful implementation of cross-terminal resource sharing.
对港口拥塞的担忧凸显了码头运营的资源紧张。由于投资新资源成本高昂,通过企业对企业共享更有效地利用现有资源已成为一种更好的选择。虽然集装箱物流的高度标准化使码头操作有利于共享,但其他复杂性阻碍了这一过程。先前的研究强调共享的好处,而忽略了关键的第一步:启动实施。此外,现有的研究通常对所有形式的资源共享一视同仁。这个三轮德尔福研究考察了集装箱码头资源共享的驱动因素和障碍,使用了31位专家的回答,这些专家来自杰出的海事学者和港口运营知名公司的专业人士。项目提取验证两次;需要协商一致$ geq $ 60% agreement and an interquartile range $ leq $ 1, with sensitivity analyses (higher thresholds and subgroup splits) confirming the stability of top drivers and barriers. Our findings indicate the significance of joint planning (among terminals with different operators at the same port), operational compatibility, and stakeholder involvement. They further reveal that the drivers and barriers differ for capacity resources (i.e., immovable assets) versus physical resources (i.e., movable assets), making this study the first to distinguish them. In addition, we address the theoretical neglect of stakeholder involvement in resource sharing. Based on the rankings of drivers and barriers, we provide engineering managers and policymakers with a roadmap for the successful implementation of cross-terminal resource sharing.
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引用次数: 0
Entry Threshold Setting and Incentive Design for Green Order Financing 绿色订单融资的准入门槛设置与激励设计
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-05 DOI: 10.1109/TEM.2025.3650452
Jinzhao Shi;Kewen Jing;Xiaoping Xu;Li Zhou;Qiang Du;T. C. E. Cheng
In the green order financing (GOF), suppliers must first obtain “green certification” from core enterprises to secure preferential bank loans for eco-friendly orders. This paper examines the setting of entry threshold for GOF and proposes incentives to coordinate the GOF system. We study a GOF system consisting of a bank, a large retailer, and a capital-constrained supplier. The retailer, acting on behalf of the bank, sets the greenness entry threshold for the supplier, leveraging its informational advantages regarding the supplier’s environmental performance. We find that the supplier will opt for GOF only when the entry threshold set by the retailer is below a critical value; otherwise, it will continue using traditional order financing (TOF). In a Stackelberg game with the retailer as the leader, a unique equilibrium emerges under which GOF is implemented, leading to Pareto improvements and enhanced greenness. The bank also benefits from providing GOF, provided that it sets a reasonable interest rate—no lower than a certain threshold. If the rate falls below this threshold, external government incentives will be necessary. We demonstrate that the government will only refrain from subsidizing the bank if the supplier’s cost coefficient of green investment is extremely high while the bank’s GOF interest rate is exceedingly low. Otherwise, the subsidies will generate Pareto improvements for all three GOF members and achieve greater social welfare than with TOF. Finally, we conduct numerical studies and extend the analysis to new scenarios, further confirming the robustness of the results.
在绿色订单融资(GOF)中,供应商必须首先获得核心企业的“绿色认证”,才能获得环保订单的银行优惠贷款。本文研究了GOF进入门槛的设置,并提出了协调GOF制度的激励措施。我们研究了一个由银行、大型零售商和资金受限的供应商组成的GOF系统。零售商代表银行为供应商设定绿色准入门槛,利用其关于供应商环境绩效的信息优势。我们发现,只有当零售商设定的进入门槛低于临界值时,供应商才会选择GOF;否则,它将继续使用传统的订单融资(TOF)。在以零售商为领导者的Stackelberg博弈中,一个独特的均衡出现,在这个均衡下,GOF得以实施,导致帕累托改进和绿色度增强。如果银行设定了一个合理的利率——不低于某个门槛,那么银行也可以从提供GOF中获益。如果这一比率低于这一门槛,就需要政府采取外部激励措施。我们证明,只有当供应商的绿色投资成本系数非常高,而银行的GOF利率非常低时,政府才不会补贴银行。否则,补贴将对所有三个GOF成员产生帕累托改进,并获得比TOF更大的社会福利。最后,我们进行了数值研究,并将分析扩展到新的场景,进一步证实了结果的稳健性。
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引用次数: 0
Triple-A Supply Chains: The Bridge Between Supply Chain Analytics and Supply Chain Resilience aaa级供应链:供应链分析和供应链弹性之间的桥梁
IF 5.2 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-01 DOI: 10.1109/TEM.2025.3649091
Muhammad Zia Ul Haq;Tahir Abbas Syed;Usman Akbar;Haris Aslam
This study explores the critical interplay between supply chain analytics (SCA), the Triple-A supply chain framework (agility, adaptability, and alignment), and supply chain resilience (SCR), addressing a significant gap in both theory and practice. While SCA has emerged as a transformative tool for managing disruptions through data-driven insights, its potential to foster resilience remains underexplored without the integration of dynamic organizational capabilities. Grounded in the dynamic capability’s theory, this research examines how SCA enhances Triple-A capabilities, which in turn drive SCR by enabling organizations to sense, respond to, and adapt to disruptions. Using a dual-study approach, our findings show that while alignment strongly predicts agility, it does not directly enhance adaptability, challenging conventional wisdom that greater alignment inherently strengthens both capabilities. These results suggest the need to reconsider linear assumptions about capability building in supply chains. Multiple analytical approaches and robustness checks, including alternative model specifications, different estimation techniques, and subgroup analyses, were performed to ensure research rigor. The consistent results across these analyses confirm the robustness and generalizability of the study’s findings. This study advances not only theoretical understanding by connecting SCA with the Triple-A supply chain and resilience but also provides actionable insights for practitioners to align investments in analytics with strategic organizational capabilities. By addressing these interconnections, this research contributes to bridging the gap between digital transformation and resilient supply chain practices, offering a robust framework for navigating uncertainty.
本研究探讨了供应链分析(SCA)、aaa供应链框架(敏捷性、适应性和一致性)和供应链弹性(SCR)之间的关键相互作用,解决了理论和实践中的重大差距。虽然SCA已经成为一种变革性的工具,可以通过数据驱动的洞察力来管理中断,但如果不集成动态组织功能,它培养弹性的潜力仍未得到充分开发。在动态能力理论的基础上,本研究考察了SCA如何增强aaa级能力,进而通过使组织能够感知、响应和适应中断来驱动SCR。使用双重研究方法,我们的研究结果表明,虽然一致性强烈预测敏捷性,但它并不能直接提高适应性,这挑战了传统的观点,即更大的一致性本质上增强了两种能力。这些结果表明,有必要重新考虑供应链能力建设的线性假设。采用多种分析方法和鲁棒性检查,包括替代模型规范、不同的估计技术和亚组分析,以确保研究的严谨性。这些分析的一致结果证实了研究结果的稳健性和普遍性。本研究通过将SCA与aaa级供应链和弹性联系起来,不仅推进了理论理解,而且为从业者提供了可操作的见解,使分析投资与战略组织能力保持一致。通过解决这些相互联系,本研究有助于弥合数字化转型和弹性供应链实践之间的差距,为导航不确定性提供了一个强大的框架。
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引用次数: 0
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IEEE Transactions on Engineering Management
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