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AI-enabled smart manufacturing boosts ecosystem value capture: The importance of servitization pathways within digital-intensive industries 人工智能支持的智能制造促进生态系统价值的获取:数字密集型产业中服务化途径的重要性
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-14 DOI: 10.1016/j.ijpe.2024.109411
Oscar F. Bustinza , Luis M. Molina , Ferran Vendrell-Herrero , Marco Opazo-Basaez

Understanding successful pathways for manufacturers to capture value within the service ecosystem framework is a recent and still nascent area of research that requires further investigation and growth. Within industrial settings, artificial intelligence (AI) constitutes an enabling technology that can be integrated across a network of products and systems, driving the transformation of these service ecosystems. From this perspective, this study proposes that the symbiotic convergence between AI-enabled smart manufacturing, which facilitates process and product enhancements, and servitization, which enables product availability and customization, contributes to a higher level of ecosystem value capture. To address this issue, a research model employing Smart Partial Least Squares was developed to examine the interplay between these constructs. By using survey data from a purposively selected sample of servitized manufacturing firms, the findings reveal the synergistic effects of integrating AI-enabled smart manufacturing and servitization. Furthermore, the results indicate variances across industrial sectors, and highlight that in digitally-intensive industries, service business models have undergone more substantial transformations, fostering accelerated ecosystem development streamlined by customization. Conversely, in digitally-augmented industries, where inputs are digital but products are predominantly analog, digital capabilities are primarily confined to production processes.

了解制造商在服务生态系统框架内获取价值的成功途径,是近期研究的一个新兴领域,需要进一步调查和发展。在工业环境中,人工智能(AI)是一种可在产品和系统网络中集成的使能技术,可推动这些服务生态系统的转型。从这一角度出发,本研究提出,人工智能支持的智能制造(促进流程和产品改进)与服务化(实现产品可用性和定制化)之间的共生融合有助于获取更高水平的生态系统价值。为解决这一问题,我们开发了一个采用智能偏最小二乘法的研究模型,以研究这些构件之间的相互作用。通过有目的地选择服务化制造企业样本的调查数据,研究结果揭示了人工智能智能制造与服务化的协同效应。此外,研究结果还显示了不同产业部门的差异,并突出表明,在数字密集型产业中,服务业务模式经历了更实质性的转型,促进了通过定制化简化的生态系统的加速发展。相反,在数字增强型产业中,投入是数字的,但产品主要是模拟的,数字能力主要局限于生产流程。
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引用次数: 0
Decisions and coordination in low-carbon supply chains with a wholesale price constraint under government subsidies 政府补贴下批发价格受限的低碳供应链中的决策与协调
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-13 DOI: 10.1016/j.ijpe.2024.109407
Fuxia Ren, Benyong Hu

Motivated by the challenge of meeting carbon-conscious consumers and carbon regulations, this paper expounded on the decisions and coordination in low-carbon supply chains with a wholesale price constraint (WPC). The WPC is the behavior of large retailers (e.g., Walmart, Amazon, and E.Leclerc) that pursue a profit margin that does not fall below a certain level, which can affect supply chain operations. First, we develop a competition model, revealing that the WPC can result in a loss of total supply chain profit and a shortage in carbon emission reduction and then pose systematic challenges. Following this, we design a Nash bargaining-based cooperation model, showing that it can coordinate the supply chain and achieve a continuous allocation of optimal profits according to the bargaining power of firms. Lastly, our extended analysis incorporates the external influence of government subsidies for low-carbon technologies and designs the optimal subsidy mechanism. We demonstrate that, while government subsidies can reduce cost pressures on the supplier and provide incentives to reduce carbon emission, they can also induce the retailer to set a higher WPC for greater profitability, so the performance loss remains prominent. In this circumstance, we construct a Nash bargaining-based cooperation model that can coordinate the supply chain. Overall, our insights can help firms achieve scientific carbon emission reduction and formulate a reasonable WPC, as well as provide a quantitative basis for government carbon regulations.

受满足具有碳意识的消费者和碳法规的挑战的激励,本文阐述了具有批发价格约束(WPC)的低碳供应链中的决策和协调。批发价格约束是指大型零售商(如沃尔玛、亚马逊和 E.Leclerc)追求利润率不低于一定水平的行为,这会影响供应链的运营。首先,我们建立了一个竞争模型,揭示了 WPC 会导致供应链总利润的损失和碳减排量的不足,进而提出了系统性挑战。随后,我们设计了一个基于纳什讨价还价的合作模型,表明该模型可以协调供应链,并根据企业的讨价还价能力实现最优利润的连续分配。最后,我们的扩展分析纳入了政府对低碳技术补贴的外部影响,并设计了最优补贴机制。结果表明,政府补贴虽然可以减轻供应商的成本压力,激励其减少碳排放,但同时也会诱使零售商为获得更大利润而设定更高的 WPC,因此绩效损失依然突出。在这种情况下,我们构建了一个基于纳什讨价还价的合作模型,可以协调供应链。总之,我们的见解可以帮助企业实现科学的碳减排和制定合理的 WPC,并为政府的碳法规提供量化依据。
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引用次数: 0
Implementation of industrial symbiosis under environmental tax policy 在环境税政策下实施工业共生
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-12 DOI: 10.1016/j.ijpe.2024.109406
Yongjie Dong, ChenGuang Liu, Mengyuan Zhao

Industrial symbiosis is an important practice to achieve economic and environmental advantage. This paper explores the implementation of industrial symbiosis under environmental tax policy. Specifically, we use a game-theoretic approach to analyze the interaction between the government and the manufacturers involved in industrial symbiosis in two supply chain structures: integrated structure and decentralized structure. We find that environmental tax is an effective tool to reduce the mismatch between waste supply and demand in the symbiotic supply chain. The government is inclined to set a more stringent environmental tax in the integrated supply chain, while the tax rate that triggers the full conversion of waste in decentralized scenario is larger than that in integrated scenario. The integration of the symbiotic supply chain may promote the utilization of waste and bring a higher social welfare and better environmental performance. The profit of supply chain in the integrated structure is not always higher than that in the decentralized structure. When the market potential of by-product is not large enough and the damage of waste is moderate, it is more profitable to implement industrial symbiosis in a decentralized supply chain.

产业共生是实现经济和环境优势的重要实践。本文探讨了环境税收政策下工业共生的实施。具体而言,我们采用博弈论的方法,分析了在两种供应链结构(一体化结构和分散化结构)下,政府与参与产业共生的制造商之间的互动关系。我们发现,环境税是减少共生供应链中废物供需错配的有效工具。在一体化供应链中,政府倾向于征收更严格的环境税,而在分散式供应链中,引发废物完全转化的税率要大于一体化供应链中的税率。共生供应链的整合可以促进废弃物的利用,带来更高的社会福利和更好的环境绩效。整合结构中供应链的利润并不总是高于分散结构。当副产品的市场潜力不够大、废弃物的破坏程度适中时,在分散式供应链中实施工业共生更有利可图。
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引用次数: 0
Dynamic pricing for perishable goods: A data-driven digital transformation approach 易腐商品的动态定价:数据驱动的数字化转型方法
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-11 DOI: 10.1016/j.ijpe.2024.109405
Tahir Abbas Syed , Haris Aslam , Zeeshan Ahmed Bhatti , Fahad Mehmood , Aseem Pahuja

In supermarkets, rapid pricing adjustments are crucial due to the short shelf life of products. Adopting a multi-case study approach, this study examines the application of dynamic pricing strategies for perishable goods through the lens of a data-driven digital transformation (DD-DT) approach. We introduce a three-phase model of DD-DT for dynamic pricing: initiation, facilitation, and strategic adaptation. In the initiation phase, we identify essential frameworks for robust data collection and analytical processes, which form the backbone of informed pricing decisions. During the facilitation phase, the study integrates sophisticated algorithms and real-time analytics to process and interpret the collected data, facilitating its seamless integration into pricing strategies. The strategic adaptation phase is critical as it focuses on the ongoing refinement and enhancement of pricing strategies, enabling supermarkets to adapt swiftly to market fluctuations and consumer behaviour changes. By presenting a comprehensive DD-DT framework, this research significantly augments the existing literature on dynamic pricing and offers actionable insights for practitioners seeking to optimize pricing strategies in a digitally transforming marketplace.

在超市,由于产品保质期短,快速调整定价至关重要。本研究采用多案例研究方法,从数据驱动的数字化转型(DD-DT)角度,探讨了易腐商品动态定价策略的应用。我们为动态定价引入了一个三阶段的 DD-DT 模型:启动、促进和战略适应。在启动阶段,我们确定了强大的数据收集和分析流程的基本框架,这些框架构成了知情定价决策的基础。在促进阶段,研究整合了先进的算法和实时分析技术,以处理和解释所收集的数据,促进数据与定价策略的无缝整合。战略调整阶段至关重要,因为它侧重于不断完善和改进定价战略,使超市能够迅速适应市场波动和消费者行为变化。通过提出一个全面的 DD-DT 框架,这项研究极大地丰富了有关动态定价的现有文献,并为在数字化转型市场中寻求优化定价策略的从业人员提供了可行的见解。
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引用次数: 0
How does data-driven supply chain analytics capability enhance supply chain agility in the digital era? 在数字化时代,数据驱动的供应链分析能力如何提高供应链的灵活性?
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-10 DOI: 10.1016/j.ijpe.2024.109404
Li Cui , Ziyi Wang , Yang Liu , Guikun Cao

Supply chain analytics capability has recently gained more attention from both scholars and practitioners. Through the lens of information processing theory, this study examined how supply chain analytics capability impacts supply chain agility in the digital era with the associated adoption of digital technologies and platforms by companies. To obtain relevant data, a large-scale survey of Chinese manufacturing firms was conducted. Supply chain integration capability was evaluated as mediator and digital platform was evaluated as moderator. The results show that supply chain integration capability can mediate the effect of supply chain analytics capability on supply chain agility; moreover, supply chain analytics capability has a stronger impact on supply chain agility under a high level of digital platform adoption. These findings deepen the understanding of the role of supply chain analytics capability in supply chain management. This paper also provides managerial implications for enhancing supply chain agility in the digital era.

最近,供应链分析能力越来越受到学者和从业人员的关注。本研究以信息处理理论为视角,探讨了在数字化时代,供应链分析能力如何影响供应链的敏捷性,以及企业采用数字化技术和平台的相关情况。为了获取相关数据,本研究对中国制造业企业进行了大规模调查。供应链整合能力被视为中介因素,数字平台被视为调节因素。结果表明,供应链整合能力可以调节供应链分析能力对供应链敏捷性的影响;此外,在数字平台采用水平较高的情况下,供应链分析能力对供应链敏捷性的影响更大。这些发现加深了人们对供应链分析能力在供应链管理中作用的理解。本文还为在数字时代提高供应链敏捷性提供了管理启示。
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引用次数: 0
Advance selling policies with stochastic consumer valuations and advertising effects: dynamic pricing and inventory decisions 具有随机消费者价值和广告效应的预售政策:动态定价和库存决策
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-07 DOI: 10.1016/j.ijpe.2024.109401
Yuge Bai , Hongyan Li , Mengdi Gu

Advance selling enables consumers to order new products before their release, ensuring prompt deliveries upon release. Retailers benefit from advance selling by boosting total sales and mitigating excess or insufficient inventory costs. In practice, various advance selling policies are designed and applied. Standard Advance Selling, Advance Selling with Price Guarantee, and Advance Selling with a Deposit are often seen and successfully implemented policies by different retailers. However, given the stochastic demands and consumer valuations, whether advance selling is always desirable for retailers is unclear. If advance selling is beneficial, what are the optimal prices and ordering quantities and which policy is the best remain interesting questions. This paper aims to provide analytical solutions for optimal pricing and inventory decisions under the three advance selling policies mentioned above. The results show that the performance of the advance selling policies relies on the proportion of high-valuation consumers. The critical values of the proportion of high-valuation consumers are identified. Further, we extend the problem to consider the effects of advertising. The advertising affects the information diffusion and indirectly affects the demands of the product. Moreover, the analytical and numerical study compares the performances of different advance selling policies. Finally, multiple managerial insights are summarized.

预售使消费者能够在新产品上市前订购,确保新产品上市后迅速交货。零售商从预售中获益,既提高了销售总额,又降低了过剩或不足的库存成本。在实践中,设计和应用了各种预售政策。标准预售、带价格保证的预售和带定金的预售是不同零售商经常采用并成功实施的政策。然而,考虑到随机需求和消费者估值,预售对零售商来说是否总是可取的并不明确。如果预售是有益的,那么最佳价格和订货量是多少,哪种政策是最好的,这些仍然是令人感兴趣的问题。本文旨在为上述三种预售政策下的最优定价和库存决策提供分析解决方案。结果表明,预售政策的绩效取决于高价值消费者的比例。本文确定了高价值消费者比例的临界值。此外,我们还将问题扩展到考虑广告的影响。广告影响信息传播,间接影响产品需求。此外,分析和数值研究还比较了不同预售政策的表现。最后,我们总结了多种管理启示。
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引用次数: 0
Unleashing supply chain agility: Leveraging data network effects for digital transformation 释放供应链敏捷性:利用数据网络效应促进数字化转型
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-07 DOI: 10.1016/j.ijpe.2024.109402
Lin Wu , Jimmy Huang , Miao Wang , Ajay Kumar

The global manufacturing supply chain is undergoing a digital transformation (DT) powered by various digital technologies. In both stable and turbulent environments, DT helps safeguard supply chain performance by enhancing supply chain agility. While research on the use of digital technologies and their impacts on supply chains is growing, there is a lack of an overarching theoretical lens to synthesize their diverse functionalities, effects, and benefits. To address this gap, we adapt the concept of the data network effect to the supply chain context and propose that DT improves supply chain performance by enhancing supply chain resilience (SCRes) and robustness (SCRob) capabilities. To validate our hypotheses, we conducted a large-scale survey for data collection and performed Partial Least Squares Structural Equation Modelling (PLS-SEM) for data analysis. The results confirm the positive effect of DT on supply chain performance and the mediating roles of SCRob and SCRes. Our study contributes to the ongoing discussion on DT in the context of supply chains by introducing a novel theoretical perspective on the supply chain data network effect.

在各种数字技术的推动下,全球制造业供应链正在经历数字化转型(DT)。无论是在稳定还是动荡的环境中,数字化转型都有助于通过提高供应链的灵活性来保障供应链的绩效。尽管有关数字技术的使用及其对供应链影响的研究日益增多,但却缺乏一个总体理论视角来综合这些技术的各种功能、影响和效益。为了弥补这一不足,我们将数据网络效应的概念应用到供应链中,并提出数字技术可通过增强供应链弹性(SCRes)和稳健性(SCRob)能力来提高供应链绩效。为了验证我们的假设,我们进行了大规模的数据收集调查,并采用偏最小二乘法结构方程模型(PLS-SEM)进行数据分析。结果证实了 DT 对供应链绩效的积极影响,以及 SCRob 和 SCRes 的中介作用。我们的研究通过引入供应链数据网络效应的新理论视角,为供应链背景下有关 DT 的持续讨论做出了贡献。
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引用次数: 0
A socio-cognitive theorisation of how data-driven digital transformation affects operational productivity? 数据驱动的数字化转型如何影响运营生产力的社会认知理论?
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-06 DOI: 10.1016/j.ijpe.2024.109403
Mohsin Malik , Amir Andargoli , Imran Ali , Roberto Chavez

The literature on the antecedents of successful data-driven digital transformations needs clarity on if and how employees' cognitions and behaviours have any bearing on data-driven digital transformations with implications for operational productivity. This paper addresses this gap by drawing on socio-cognitive theory to examine how employees' cognitions (psychological safety) shape individual behaviours (employee-led process improvement) to affect organisational attainments such as data-driven digital transformations and operational productivity. A theoretical framework linking psychological safety to operational productivity through individual and serial mediations of ‘employee-led process improvement' and ‘data-driven digital transformation’ is statistically tested by collecting survey data from 183 healthcare providers in Australia. The results indicate that when employees' perceptions of interpersonal risks are allayed (psychological safety), it has a significant positive effect on operational productivity directly and indirectly through the individual and serial mediations of employee-led process improvement and data-driven digital transformations. The socio-cognitive theorisation of psychological safety as the driving mechanism that facilitates employee-led process improvement, data-driven digital transformation and operational productivity is a first in the academic literature with implications for both theory and practice.

关于成功的数据驱动型数字化转型的先决条件的文献需要明确员工的认知和行为是否以及如何对数据驱动型数字化转型产生影响,并对运营生产力产生影响。本文针对这一空白,借鉴社会认知理论,研究员工的认知(心理安全)如何塑造个人行为(员工主导的流程改进),从而影响组织的成就,如数据驱动的数字化转型和运营生产力。通过收集澳大利亚 183 家医疗保健提供商的调查数据,对通过 "员工主导的流程改进 "和 "数据驱动的数字化转型 "的个体和序列中介将心理安全与运营生产力联系起来的理论框架进行了统计检验。结果表明,当员工对人际交往风险的感知得到缓解(心理安全)时,通过 "员工主导的流程改进 "和 "数据驱动的数字化转型 "的个体和序列中介作用,会直接或间接地对运营生产率产生显著的积极影响。将心理安全作为促进员工主导的流程改进、数据驱动的数字化转型和运营生产力的驱动机制的社会认知理论化,在学术文献中尚属首次,对理论和实践都有借鉴意义。
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引用次数: 0
How subsidiaries differ in IT-enabled supply chain integration: The role of multinational firms’ cultural and geographical distance 子公司在 IT 化供应链整合中的差异:跨国公司的文化和地理距离的作用
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-04 DOI: 10.1016/j.ijpe.2024.109398
Jing Tan , Shan Liu , Hongyi Mao , Mary Parkinson , Mark Pagell , Yeming Gong

Information technology (IT) coordination with supply chain (SC) partners improves customer and supplier integration. However, little research integrates multinational firms' cultural and geographical distance with subsidiaries' SC practice even as subsidiaries increasingly face problems engaging with their parent firms due to institutional pressures and poor SC integration. This study investigates the moderating roles of cultural and geographical distance between parent firms and subsidiaries on the relationship between subsidiaries' IT coordination with SC partners and customer and supplier integration. Three data sources were utilized to test the hypotheses. Survey data were collected from multinational firms in the retail industry across a variety of countries. Hofstede's national culture index was used to measure cultural distance, and Google Maps data were used to calculate geographical distance. We conducted structural equation modelling and hierarchical regression analysis to test the varying effects. The results indicate that when subsidiaries have higher cultural and geographical distance from their parent firms, the positive effects of IT coordination on customer and supplier integration of subsidiaries are weaker. Understanding the roles of cultural and geographical distance is important for both parent firms and subsidiaries to facilitate IT-enabled SC integration and to select the geographical locations of subsidiaries.

信息技术(IT)与供应链(SC)合作伙伴的协调可以提高客户和供应商的一体化程度。然而,在子公司因制度压力和供应链整合不力而日益面临与母公司接触问题的情况下,很少有研究将跨国公司的文化和地理距离与子公司的供应链实践结合起来。本研究探讨了母公司和子公司之间的文化和地理距离对子公司与 SC 合作伙伴的 IT 协调以及客户和供应商整合之间关系的调节作用。研究利用了三种数据来源来检验假设。调查数据来自不同国家的零售业跨国公司。霍夫斯泰德的国家文化指数用于测量文化距离,谷歌地图数据用于计算地理距离。我们进行了结构方程建模和分层回归分析,以检验不同的影响。结果表明,当子公司与母公司的文化和地理距离较远时,信息技术协调对子公司客户和供应商整合的积极影响较弱。了解文化和地理距离的作用对于母公司和子公司促进信息技术支持的业务流程整合以及选择子公司的地理位置都很重要。
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引用次数: 0
Digital transformation and green technology innovation in Chinese semiconductor industry: A fixed effects regression analysis considering media coverage, ownership type, compensation incentives, managerial myopia 中国半导体行业的数字化转型与绿色技术创新:考虑媒体报道、所有权类型、薪酬激励和管理近视的固定效应回归分析
IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-09-04 DOI: 10.1016/j.ijpe.2024.109400
Hesong Ren , Li Zhou , Nengmin Wang , Zhengwen He

Green technology innovation (GTI) emerges as a critical pathway for reducing energy consumption, is crucial for semiconductor industry to address the issue of high energy consumption. Digital transformation (DT) offers opportunities to enhance GTI. There are mixed results of the relationships between DT and GTI, however, empirical studies focusing on the semiconductor industry are scant. Based on the practice-based view framework and the characteristics of Chinese semiconductor industry, we investigate how DT affects GTI. Utilizing data from 191 Chinese semiconductor firms during 2014–2022, we draw empirical evidence that DT has positive effects on GTI and the positive effects are more pronounced in non-state-owned enterprises than in state-owned enterprises. Interestingly, media coverage and executive compensation incentives weaken the positive effects. These findings advance the literatures of GTI and practice-based view and offer valuable managerial implications to enhancing GTI of Chinese semiconductor firms.

绿色技术创新(GTI)是降低能耗的重要途径,对于半导体行业解决高能耗问题至关重要。数字化转型(DT)为加强 GTI 提供了机遇。关于 DT 与 GTI 之间关系的研究结果不一,但以半导体行业为重点的实证研究却很少。基于基于实践的观点框架和中国半导体行业的特点,我们研究了 DT 如何影响 GTI。利用 191 家中国半导体企业在 2014-2022 年间的数据,我们得出了 DT 对 GTI 有积极影响的经验证据,而且非国有企业的积极影响比国有企业更明显。有趣的是,媒体报道和高管薪酬激励削弱了正效应。这些发现推动了GTI和基于实践的观点的研究,并为提高中国半导体企业的GTI提供了有价值的管理启示。
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引用次数: 0
期刊
International Journal of Production Economics
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