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Understanding the key determinants of IoT adoption for the digital transformation of the food and beverage industry 了解食品和饮料行业数字化转型采用物联网的关键决定因素
Pub Date : 2023-06-15 DOI: 10.1108/imds-02-2022-0082
Imran Ali, M. Aboelmaged, K. Govindan, Mohsin Malik
PurposeResearch on the Internet of Things (IoT) has gained momentum in various industry contexts. However, the literature lacks broad empirical evidence on the factors that influence users' intention to adopt this cutting-edge technology, especially in the food and beverage industry (F&BI) – a significant yet unexplored setting. Therefore, the authors aim to extend the “Unified Theory of Acceptance and Use of Technology (UTAUT)” model by coupling it with perceived collaborative advantage, organizational inertia and perceived cost and explore the key determinants of IoT adoption for the digital transformation of the F&BI.Design/methodology/approachThis study employs a cross-sectional quantitative approach, where a sample of 307 usable responses was drawn from the senior managers of the Australian F&BI.FindingsThe authors have found that performance expectancy, perceived collaborative advantage, effort expectancy, social influence and facilitating conditions have a strong positive influence on the behavioural intention to adopt IoT for the digital transformation of the F&BI. Furthermore, while high perceived costs and organizational inertia are often considered negative factors in adopting new technology, our results reveal the insignificant influence of these factors on the adoption of IoT, which is interesting. The findings also suggest that age and voluntariness significantly moderate most of the relationships, while gender is an insignificant moderator.Originality/valueThe study provides several novel insights into the existing body of knowledge by extending the UTAUT model with three variables and applying it in a unique context.
物联网(IoT)的研究在各种行业背景下都获得了动力。然而,文献缺乏广泛的经验证据,表明影响用户采用这一尖端技术的因素,特别是在食品和饮料行业(F&BI)——一个重要但尚未探索的领域。因此,作者旨在扩展“技术接受和使用统一理论(UTAUT)”模型,将其与感知的协作优势、组织惯性和感知成本相结合,并探索物联网采用的关键决定因素,以实现F&BI的数字化转型。设计/方法/方法本研究采用横断面定量方法,从澳大利亚F&BI的高级管理人员中抽取了307份可用的回复样本。研究结果作者发现,绩效预期、感知协作优势、努力预期、社会影响和便利条件对采用物联网进行F&BI数字化转型的行为意愿有很强的积极影响。此外,虽然高感知成本和组织惯性通常被认为是采用新技术的负面因素,但我们的研究结果显示,这些因素对物联网采用的影响微不足道,这很有趣。研究结果还表明,年龄和自愿程度显著调节了大多数关系,而性别是一个无关紧要的调节因素。独创性/价值本研究通过将UTAUT模型扩展为三个变量,并将其应用于一个独特的环境,为现有的知识体系提供了一些新颖的见解。
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引用次数: 0
The complementary effect of ride-sharing on public transit: evidence from a natural experiment 拼车对公共交通的互补效应:来自自然实验的证据
Pub Date : 2023-06-08 DOI: 10.1108/imds-08-2022-0487
Di Xu, Ganxiang Huang, W. Zhang, W. Xu
PurposeIdentifying the complementary effects of ride-sharing on public transit is critical to understanding the potential value of growing partnerships between public transit agencies and ride-sharing platforms. The purpose of this paper is to investigate whether and how ride-sharing services complement public transit.Design/methodology/approachTaking advantage of a natural experiment whereby subway Line 2 opened after the entry of ride-sharing services in Xiamen, this study uses a difference-in-differences approach to identify the complementary effects of ride-sharing on public transit based on a proprietary fine-grained trip-level data set from a large ride-sharing platform.FindingsThis study obtained the encouraging finding that ride-sharing has a significant complementary effect on the subway, as the number of ride-sharing pickups and drop-offs at subway stations increased by 130% and 117.9%, respectively, after the subway opening. Moreover, mechanism analysis shows that the complementary effect of ride-sharing services is stronger when connection distance is short (i.e. under 6 km) and when the transportation availability is limited (i.e. at night or in the areas with low transit supply and low population density).Practical implicationsThe findings provide guidelines for promoting cooperation between public transit agencies and ride-sharing platforms to build an efficient and sustainable urban transport system.Originality/valueThis study is the first to examine the complementary effect of ride-sharing services on public transit via unique fine-grained ride-sharing trips data, and further reveal the underlying mechanism behind this effect.
目的:确定拼车对公共交通的互补效应,对于理解公共交通机构与拼车平台之间日益增长的合作关系的潜在价值至关重要。本文的目的是调查拼车服务是否以及如何补充公共交通。设计/方法/方法本研究利用厦门地铁2号线在共享出行服务进入后开通的自然实验,基于大型共享出行平台的专有细粒度出行级数据集,采用差异中的差异方法来识别共享出行对公共交通的互补效应。本研究得到了令人鼓舞的发现,即拼车对地铁具有显著的互补效应,地铁开通后,地铁站的拼车上下车次数分别增加了130%和117.9%。机制分析表明,在连接距离较短(即6 km以下)和交通可得性有限(即夜间或交通供给低、人口密度低的地区)时,拼车服务的互补效应更强。该研究结果为促进公共交通机构和拼车平台之间的合作,以建立高效和可持续的城市交通系统提供了指导。原创性/价值本研究首次通过独特的细粒度拼车出行数据来检验拼车服务对公共交通的互补效应,并进一步揭示这种效应背后的潜在机制。
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引用次数: 0
Live-streaming shopping: the impacts of para-social interaction and local presence on impulse buying through shopping value 直播购物:超社交互动和本地存在通过购物价值对冲动购买的影响
Pub Date : 2023-05-26 DOI: 10.1108/imds-03-2022-0171
Jen-Ruei Fu, Chiung-Wen Hsu
PurposeThis study examines factors influencing viewers' impulse buying intention in live streaming. The authors draw upon the value theory to theorize how the product (i.e., local presence) and para-social interaction (PSI) in live-streaming shopping improve customers' shopping values and how these values subsequently influence their urge to buy impulsively. In addition, the authors examine value differences in live-streaming shopping through gender differences and previous shopping experiences.Design/methodology/approachAn online survey was conducted in this study. Members with browsing or shopping experience of live-streaming shopping sites were invited. The structural equation model was used to conduct confirmative factor analysis (CFA) to assess the convergent validity (item loadings), internal consistency (reliability), discriminant validity, causality hypotheses, and mediating effects.FindingsUtilitarian value appears more important than hedonic value in influencing consumers' urge to buy impulsively. Moreover, PSI with the co-viewers is more influential than PSI with the streamer on utilitarian and hedonic values. Finally, gender differences and prior live-streaming shopping experience moderate the relationship between shopping values and the urge to buy impulsively.Originality/valueThe authors extend the concept of PSI from a celebrity (the streamer) to co-viewers and find that PSI with co-viewers is crucial to impulse buying in live streaming. Additionally, the authors’ finding reveals that consumers with individual differences may react differently to the same set of perceived values in determining the level of their impulse shopping intention.
目的探讨影响直播观众冲动购买意愿的因素。作者利用价值理论来理论化直播购物中的产品(即本地存在)和准社会互动(PSI)如何提高客户的购物价值,以及这些价值如何随后影响他们冲动购买的冲动。此外,作者还通过性别差异和之前的购物经历来研究直播购物的价值差异。设计/方法/方法在这项研究中进行了在线调查。邀请有在线购物网站浏览或购物经验的会员参加。采用结构方程模型进行验证性因子分析(CFA),评估趋同效度(项目负荷)、内部一致性(信度)、区别效度、因果假设和中介效应。发现功利价值比享乐价值更能影响消费者的冲动购买行为。此外,与共同观众的PSI比与主播的PSI对功利和享乐价值观的影响更大。最后,性别差异和之前的直播购物经历调节了购物价值观与冲动购买冲动之间的关系。原创性/价值作者将PSI的概念从名人(主播)扩展到共同观众,发现共同观众的PSI对直播中的冲动购买至关重要。此外,作者的发现揭示了个体差异的消费者在决定冲动购物意愿水平时,对同一套感知价值的反应可能不同。
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引用次数: 2
The continuous usage of artificial intelligence (AI)-powered mobile fitness applications: the goal-setting theory perspective 持续使用人工智能(AI)驱动的移动健身应用程序:目标设定理论的视角
Pub Date : 2023-05-23 DOI: 10.1108/imds-10-2022-0602
Jung-Chieh Lee, Rong Lin
PurposeDue to the popularity of mobile devices and the development of artificial intelligence (AI), AI-powered mobile fitness applications (MFAs) have entered people's daily lives. However, the extant literature lacks empirical investigations that explore users' continuance usage intentions regarding AI-powered MFAs. To fill this research gap, this paper employs goal-setting theory to establish a research model for exploring how AI-enabled features (i.e. intelligence and anthropomorphism) affect users' perceptions of goal difficulties and goal specificities, which in turn affect their MFA continuance usage intentions.Design/methodology/approachThis paper uses a survey method to analyze the research model, and a total of 223 responses are collected. The partial least squares (PLS) technique is utilized for data analysis.FindingsThe results show that intelligence and anthropomorphism affect the continuance usage intention of MFA users through their goal difficulty and specificity. Both intelligence and anthropomorphism positively influence goal specificity, whereas they negatively affect goal difficulty. In addition, goal specificity increases users' MFA continuance usage intention, whereas goal difficulty decreases users' continuance usage intention. The findings of this study provide theoretical contributions for AI technology adoption research and offer practical strategies for firms to retain MFA users.Originality/valueBased on goal-setting theory, this study reveals that as two primary AI features of contemporary mobile fitness apps, intelligence and anthropomorphism, can increase comprehension of users' perceptions regarding goal difficulty and specificity in the context of users' continuance usage intentions toward AI-powered MFAs.
由于移动设备的普及和人工智能(AI)的发展,人工智能驱动的移动健身应用(MFAs)已经进入人们的日常生活。然而,现有文献缺乏探索用户对人工智能驱动的mfa的持续使用意图的实证调查。为了填补这一研究空白,本文运用目标设定理论建立了一个研究模型,探索人工智能功能(即智能和拟人化)如何影响用户对目标难度和目标特异性的感知,进而影响他们的MFA继续使用意愿。设计/方法/方法本文采用调查法对研究模型进行分析,共收集到223份回复。利用偏最小二乘(PLS)技术进行数据分析。结果表明,智力和拟人化通过目标难度和特异性影响MFA使用者的继续使用意愿。智力和拟人化对目标特异性有正向影响,而对目标难度有负向影响。目标特异性增加了用户的MFA继续使用意愿,而目标难度降低了用户的MFA继续使用意愿。本研究结果为人工智能技术应用研究提供了理论依据,并为企业留住MFA用户提供了实践策略。原创性/价值基于目标设定理论,本研究揭示了智能和拟人化作为当代移动健身应用的两个主要AI特征,可以在用户对AI驱动的mfa的持续使用意图的背景下,增加对用户对目标难度和特异性的感知的理解。
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引用次数: 1
Supplier selection criteria using analytical hierarchy process (AHP)-based approach: a study in refractory materials manufacturers 基于层次分析法(AHP)的供应商选择标准:耐火材料制造商研究
Pub Date : 2023-05-19 DOI: 10.1108/imds-06-2022-0370
G. Lin, Cheng-An Chuang, C. Tan, S. Yeo, Fan-Yi Wu
PurposeRefractory materials are now used in all major industries that demand high-temperature resistance, including petrochemicals, steel, cement and aviation. Businesses must decrease operating costs, enhance product technology, sell well and manage corporate risks in decision-making, notably supplier selection, to be more competitive. The study aims to determine the key criteria and factors of supplier selection and to evaluate the importance of the key factor of the supplier selection criteria for the refractory materials manufacturers in Taiwan.Design/methodology/approachAnalytical hierarchy process (AHP) is used to rank these factors for the decision maker. The AHP method is suitable for verifying refractory supplier selection criteria and providing references. The weighted loss scores for each supplier are then determined using the relative importance as the weights. Supplier selection criteria are ranked using their aggregate weighted loss scores. The provider with the lowest loss score should be chosen.FindingsProduct quality is the most significant of the five criteria: product quality, production technology, logistics capacity, service capability and supplier background. Professionalism is the most significant aspect of product quality, whereas equipment and capacity are vital in manufacturing techniques. The studies also show that the delivery rate is essential for logistics and service capabilities.Practical implicationsThis research has important implications for refractory suppliers in promptly fine-tuning the production and service to enhance customer satisfaction, which is key to business sustainability.Originality/valueThe application of an AHP technique to a real-world industrial issue is what makes this research unique. This research addressed one of the most critical topics in supply chain operations by offering better judgement for supplier selection via the use of suitable quantitative methodologies.
耐火材料现在被用于所有需要耐高温的主要行业,包括石油化工、钢铁、水泥和航空。企业必须降低运营成本,提高产品技术,做好销售,管理决策中的企业风险,特别是供应商选择,以提高竞争力。本研究旨在确定供应商选择的关键标准和因素,并评估供应商选择标准中关键因素对台湾耐火材料制造商的重要性。设计/方法/方法层次分析法(AHP)用于为决策者对这些因素进行排序。AHP法适用于耐火材料供应商选择标准的验证和参考。然后使用相对重要性作为权重确定每个供应商的加权损失分数。供应商选择标准使用他们的总加权损失分数进行排名。应选择损失分数最低的供应商。产品质量是五个标准中最重要的:产品质量、生产技术、物流能力、服务能力和供应商背景。专业是产品质量最重要的方面,而设备和能力在制造技术中至关重要。研究还表明,配送率对物流和服务能力至关重要。实际意义本研究对耐火材料供应商及时调整生产和服务以提高客户满意度具有重要意义,这是企业可持续发展的关键。原创性/价值将AHP技术应用于现实世界的工业问题是本研究的独特之处。本研究通过使用合适的定量方法为供应商选择提供更好的判断,解决了供应链运营中最关键的主题之一。
{"title":"Supplier selection criteria using analytical hierarchy process (AHP)-based approach: a study in refractory materials manufacturers","authors":"G. Lin, Cheng-An Chuang, C. Tan, S. Yeo, Fan-Yi Wu","doi":"10.1108/imds-06-2022-0370","DOIUrl":"https://doi.org/10.1108/imds-06-2022-0370","url":null,"abstract":"PurposeRefractory materials are now used in all major industries that demand high-temperature resistance, including petrochemicals, steel, cement and aviation. Businesses must decrease operating costs, enhance product technology, sell well and manage corporate risks in decision-making, notably supplier selection, to be more competitive. The study aims to determine the key criteria and factors of supplier selection and to evaluate the importance of the key factor of the supplier selection criteria for the refractory materials manufacturers in Taiwan.Design/methodology/approachAnalytical hierarchy process (AHP) is used to rank these factors for the decision maker. The AHP method is suitable for verifying refractory supplier selection criteria and providing references. The weighted loss scores for each supplier are then determined using the relative importance as the weights. Supplier selection criteria are ranked using their aggregate weighted loss scores. The provider with the lowest loss score should be chosen.FindingsProduct quality is the most significant of the five criteria: product quality, production technology, logistics capacity, service capability and supplier background. Professionalism is the most significant aspect of product quality, whereas equipment and capacity are vital in manufacturing techniques. The studies also show that the delivery rate is essential for logistics and service capabilities.Practical implicationsThis research has important implications for refractory suppliers in promptly fine-tuning the production and service to enhance customer satisfaction, which is key to business sustainability.Originality/valueThe application of an AHP technique to a real-world industrial issue is what makes this research unique. This research addressed one of the most critical topics in supply chain operations by offering better judgement for supplier selection via the use of suitable quantitative methodologies.","PeriodicalId":13427,"journal":{"name":"Ind. Manag. Data Syst.","volume":"13 1","pages":"1814-1839"},"PeriodicalIF":0.0,"publicationDate":"2023-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88733313","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Conducting Monte Carlo simulations with PLS-PM and other variance-based estimators for structural equation models: a tutorial using the R package cSEM 使用PLS-PM和其他基于方差的结构方程模型估计器进行蒙特卡罗模拟:使用R包cSEM的教程
Pub Date : 2023-05-18 DOI: 10.1108/imds-07-2022-0418
Tamara Schamberger
PurposeStructural equation modeling (SEM) is a well-established and frequently applied method in various disciplines. New methods in the context of SEM are being introduced in an ongoing manner. Since formal proof of statistical properties is difficult or impossible, new methods are frequently justified using Monte Carlo simulations. For SEM with covariance-based estimators, several tools are available to perform Monte Carlo simulations. Moreover, several guidelines on how to conduct a Monte Carlo simulation for SEM with these tools have been introduced. In contrast, software to estimate structural equation models with variance-based estimators such as partial least squares path modeling (PLS-PM) is limited.Design/methodology/approachAs a remedy, the R package cSEM which allows researchers to estimate structural equation models and to perform Monte Carlo simulations for SEM with variance-based estimators has been introduced. This manuscript provides guidelines on how to conduct a Monte Carlo simulation for SEM with variance-based estimators using the R packages cSEM and cSEM.DGP.FindingsThe author introduces and recommends a six-step procedure to be followed in conducting each Monte Carlo simulation.Originality/valueFor each of the steps, common design patterns are given. Moreover, these guidelines are illustrated by an example Monte Carlo simulation with ready-to-use R code showing that PLS-PM needs the constructs to be embedded in a nomological net to yield valuable results.
目的结构方程建模(SEM)是一种成熟且经常应用于各个学科的方法。在扫描电镜的背景下,新的方法正在不断地被引入。由于统计性质的正式证明是困难的或不可能的,新方法经常使用蒙特卡罗模拟来证明。对于基于协方差估计器的SEM,有几种工具可用于执行蒙特卡罗模拟。此外,还介绍了如何使用这些工具对SEM进行蒙特卡罗模拟的几个指导方针。相比之下,用偏最小二乘路径建模(PLS-PM)等基于方差的估计器估计结构方程模型的软件是有限的。设计/方法/方法有一种补救措施,R包cSEM,它允许研究人员估计结构方程模型,并使用基于方差的估计器对SEM进行蒙特卡罗模拟。本文提供了关于如何使用R包cSEM和cSEM. dgp .发现作者介绍并建议在进行每个蒙特卡罗模拟时要遵循的六步程序。原创性/价值对于每个步骤,给出了常见的设计模式。此外,这些指导原则通过一个示例蒙特卡罗模拟与现成的R代码来说明,表明PLS-PM需要将结构嵌入到一个法则网络中以产生有价值的结果。
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引用次数: 1
Gratification matters? An explorative study of antecedents and consequence in livestream shopping 满足重要吗?网络购物的前因后果探索性研究
Pub Date : 2023-05-17 DOI: 10.1108/imds-08-2022-0513
J. Zhang, Yinghan Xu, Li-Juan Dong, Qingqi Long
PurposeThis study aims to explore whether gratification matters in influencing consumers' attitudes towards purchase in the context of livestream shopping and the antecedents that lead to consumers' gratification perceptions.Design/methodology/approachFour technology affordances (i.e. modality affordance, agency affordance, interactivity affordance and navigability affordance) and two gratifications (information gratification and entertainment gratification) are identified, and the relationships among the technology affordances, gratifications and purchase intention are examined. The model is tested using structural equation modeling.FindingsThe result shows that both information and entertainment gratification are positively associated with consumer purchase intention. No significant results have been uncovered with the relationship between interactivity affordance and entertainment gratification, while the rest relationships of gratification and its antecedents are positively associated.Originality/valueThe findings of this study uncover the antecedents and consequences of gratification in the context of livestreaming from technology affordance perspective. The uncovered relationships among technology affordance, gratification, purchase intention as well as the moderation roles aroused by price consciousness contribute to the extant literature.
目的本研究旨在探讨在直播购物的背景下,满意度是否会影响消费者的购买态度,以及导致消费者满意度感知的前因由。设计/方法/途径确定了四种技术支持(即形态支持、代理支持、交互性支持和可导航性支持)和两种满足(信息满足和娱乐满足),并考察了技术支持、满足和购买意愿之间的关系。采用结构方程模型对模型进行了验证。结果表明,信息满足和娱乐满足都与消费者的购买意愿呈正相关。互动提供性与娱乐满足之间的关系尚未发现显著结果,而满足及其前因的其他关系则呈正相关。原创性/价值本研究的发现从技术提供的角度揭示了直播背景下满足的前因和后果。技术提供、满足、购买意愿之间的关系以及价格意识所引起的调节作用的揭示有助于现存文献的研究。
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引用次数: 0
The effects of the fuzzy front end and cross-functional interfaces in the NPD process 模糊前端和跨职能接口在新产品开发过程中的作用
Pub Date : 2023-04-18 DOI: 10.1108/imds-07-2022-0428
Lingjia Li, Jing Dai, Bin Guo, Y. Shou
PurposeAs the start of a new product development (NPD) process, the front fuzzy end (FFE) is believed to determine new product performance to a large extent. However, its effects on new product performance, particularly in terms of quality and cost, lack empirical evidence in the extant literature. Moreover, the joint performance effects of the FFE and cross-functional interfaces in later NPD stages (i.e. product development and product launch) are largely overlooked and deserve further investigation. Therefore, this study aims to explore the direct effects of the FFE and later stages’ joint moderating effects on new product performance (i.e. quality and cost) from a holistic process view.Design/methodology/approachA conceptual model is proposed to hypothesize the FFE–new product performance relationships and the joint performance effects of cross-functional interface management. A sample of 196 firms from an international survey is used and hierarchical linear regression is employed to test the proposed hypotheses.FindingsThis study finds that FFE implementation contributes to both new product quality and cost performance. Moreover, interface management in multiple NPD stages has synergistic performance effects. Specifically, the FFE, customer involvement in product development and manufacturing flexibility in product launch jointly improve new product quality performance, while the FFE, supplier involvement in product development and manufacturing flexibility in product launch jointly improve new product cost performance.Originality/valueThis study extends the NPD literature by deepening the understanding of the key roles of the FFE on new product performance and evidencing the synergistic effects of cross-functional interfaces in multiple NPD stages. Further, this study also highlights the differential joint moderating effects of interface management in later NPD stages on new product quality and cost performance. This study also offers insightful implications to NPD managers.
在新产品开发(NPD)过程的开始,前端模糊端(FFE)被认为在很大程度上决定了新产品的性能。然而,它对新产品性能的影响,特别是在质量和成本方面,在现有文献中缺乏经验证据。此外,FFE和跨功能接口在新产品开发后期(即产品开发和产品发布)的联合性能效应在很大程度上被忽视了,值得进一步研究。因此,本研究旨在从整体过程的角度探讨FFE和后期阶段对新产品性能(即质量和成本)的联合调节效应的直接影响。设计/方法/方法提出了一个概念模型来假设ffe -新产品绩效关系和跨功能接口管理的联合绩效效应。从一个国际调查的196家公司的样本被使用和层次线性回归被用来检验提出的假设。本研究发现,FFE的实施对新产品质量和性价比都有贡献。此外,多个新产品开发阶段的界面管理具有协同效应。具体而言,FFE、客户参与产品开发和产品推出的制造灵活性共同提高了新产品的质量绩效,而FFE、供应商参与产品开发和产品推出的制造灵活性共同提高了新产品的成本绩效。原创性/价值本研究通过加深对FFE对新产品性能的关键作用的理解,并证明跨功能界面在多个新产品开发阶段的协同效应,扩展了新产品开发文献。此外,本研究还强调了新产品开发后期界面管理对新产品质量和性价比的差异联合调节作用。本研究也为新产品开发经理提供了深刻的启示。
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引用次数: 0
Additive manufacturing-enabled innovation in small- and medium-sized enterprises: the role of readiness in make-or-buy decisions 增材制造在中小企业中的创新:准备在制造或购买决策中的作用
Pub Date : 2023-04-17 DOI: 10.1108/imds-11-2022-0700
Jan Stentoft Arlbjørn, Kent Adsbøll Wickstrøm, Anders Haug, Kristian Philipsen
PurposeThe digital transition process is an important strategic initiative for manufacturing companies to ensure continued competitiveness. The purpose is to investigate the relationship between firms' additive manufacturing (AM) readiness and product and process innovation and how this process is mediated by firms' make-or-buy decisions regarding performing AM processes internally or buying AM services from external partners.Design/methodology/approachThe paper is based on a questionnaire survey including full answers from 157 small- and medium-sized manufacturing companies.FindingsResults show a positive relationship between AM readiness and both product and process innovation. Results also reveal that firms with higher readiness invest more in in-house AM, which in turn promotes innovation. There was no significant association between AM readiness and the use of external AM services. Nonetheless, buying external AM services is still associated positively with innovation.Research limitations/implicationsData in the questionnaire survey are provided by single respondents from each company and are only based on Danish respondents.Practical implicationsThe results indicate that firms' product and process innovation benefits from higher AM readiness derive from increased investment in in-house AM rather than from increased use of external AM services. This also signifies that firms with lower levels of AM readiness buy external AM services and derive the innovation benefits hereof.Originality/valueThe paper delivers new, empirically found knowledge about how small- and medium-sized manufacturing can improve innovation by both making and buying AM services.
数字化转型过程是制造企业确保持续竞争力的重要战略举措。目的是调查公司的增材制造(AM)准备程度与产品和工艺创新之间的关系,以及公司在内部执行AM工艺或从外部合作伙伴购买AM服务方面的自制或购买决策如何调节这一过程。设计/方法/方法本文基于一项问卷调查,其中包括157家中小型制造公司的完整答案。研究结果表明,增材制造就绪度与产品和工艺创新之间存在正相关关系。研究结果还表明,准备程度较高的企业在内部增材制造方面的投资更多,这反过来又促进了创新。在AM准备和外部AM服务的使用之间没有显著的关联。尽管如此,购买外部AM服务仍然与创新呈正相关。研究局限性/启示问卷调查中的数据由每个公司的单个受访者提供,并且仅基于丹麦受访者。研究结果表明,企业从更高的增材制造准备度中获得的产品和工艺创新收益来自于增加对内部增材制造的投资,而不是增加对外部增材制造服务的使用。这也意味着具有较低AM准备水平的公司购买外部AM服务并从中获得创新收益。原创性/价值本文提供了新的,实证发现的知识,关于中小型制造业如何通过制造和购买增材制造服务来提高创新。
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引用次数: 2
The impact of digital supply chain capabilities on enterprise sustainable competitive performance: an ambidextrous view 数字化供应链能力对企业可持续竞争绩效的影响:一个双向视角
Pub Date : 2023-04-11 DOI: 10.1108/imds-11-2022-0699
Ning Li, D. Liu, Francis Boadu
PurposeThe construction of digital supply chains to integrate internal and external resources is becoming an important path for manufacturing enterprises to gain competitiveness. However, at present, research on the internal mechanisms of digital supply chain capabilities (DSCC) and enterprise sustainable competitive performance (ESCP) has not been sufficiently studied. Based on contextual ambidexterity theory, this study investigates whether DSCC could enable the realization of supply chain ambidexterity and further explains the mediating role of supply chain ambidexterity on DSCC and ESCP, and the boundary conditions of supply chain governance on supply chain ambidexterity and ESCP.Design/methodology/approachWith a survey data set of 232 Chinese manufacturing enterprises from different industries, the study empirically tests a moderated mediating model and conducts hierarchical linear modeling and bootstrap to test the study's hypotheses.FindingsThe results demonstrate that: (1) DSCC positively enhance ESCP; (2) supply chain ambidexterity, which can be regarded as a synergic ability of supply chain alignment and adaptability, partially mediates the positive relationship between DSCC and ESCP; and (3) supply chain governance such as incentive governance positively moderates the association between supply chain ambidexterity and ESCP, but there is no evidence that relational governance moderates their relationship.Originality/valueThis paper proposes a new interpretive perspective to understand digital supply chains. More importantly, it reveals the importance of DSCC in contributing toward supply chain ambidexterity and ESCP, and demonstrates the differential regulating action of incentive and relational governance on the association between supply chain ambidexterity and ESCP, with implications for both academics and practitioners.
目的构建数字化供应链,整合内外部资源,正成为制造企业获得竞争力的重要途径。然而,目前对数字供应链能力(DSCC)与企业可持续竞争绩效(ESCP)的内在机制研究还不够深入。本研究基于情境双元性理论,探讨了DSCC是否能够促进供应链双元性的实现,并进一步解释了供应链双元性对DSCC和ESCP的中介作用,以及供应链治理对供应链双元性和ESCP的边界条件。设计/方法/方法采用232家不同行业的中国制造企业的调查数据集,实证检验了一个有调节的中介模型,并通过层次线性建模和自举来检验研究的假设。结果表明:(1)DSCC对ESCP有正向促进作用;(2)供应链双元性可以看作是供应链一致性和适应性的协同能力,在部分程度上中介了DSCC和ESCP之间的正向关系;(3)激励治理等供应链治理正向调节供应链二元性与ESCP之间的关系,而关系治理对两者之间的关系没有调节作用。原创性/价值本文提出了一种新的解释视角来理解数字供应链。更重要的是,本文揭示了DSCC对供应链双元性和ESCP的贡献的重要性,并论证了激励和关系治理对供应链双元性和ESCP之间关系的差异调节作用,对学术界和实践者都有启示意义。
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引用次数: 2
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Ind. Manag. Data Syst.
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