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Which type of information’s quality in live streaming commerce captures consumers’ attention the most? Considering the moderating role of network size 直播商业中哪类信息的质量最能吸引消费者的注意力?考虑网络规模的调节作用
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-20 DOI: 10.1108/apjml-04-2024-0528
Hailing Shi, Yaqi Wang, Xiaoya Gong, Fumin Deng

Purpose

This study aims to identify which types of information quality influence purchase intentions the most in live streaming commerce and to examine the role of network size in this context.

Design/methodology/approach

We propose a model to investigate the correlation among the quality of different information in live streaming commerce, consumer trust, network size and purchase intention. An empirical analysis of 505 questionnaires was conducted by constructing a structural equation model.

Findings

The empirical findings indicate that information quality can directly enhance purchase intention and exert an indirect influence through the mediating factors of trust in products and streamers. Perceived network size positively moderates the relationship between information quality and trust in products. Of the five types of information, the quality of bullet-screen comments information is most important to consumers.

Originality/value

This study represents the first systematic analysis of how the quality of multiple types of information in live streaming commerce influences consumer trust and purchase intention, integrated within a unified framework. It uniquely introduces network size as a moderating variable, offering both theoretical insights and practical guidance for balancing information quality with network size in live streaming commerce environments.

目的本研究旨在确定哪些类型的信息质量对直播商务中的购买意向影响最大,并研究网络规模在其中的作用。设计/方法/途径我们提出了一个模型来研究直播商务中不同信息质量、消费者信任、网络规模和购买意向之间的相关性。通过构建结构方程模型,对 505 份问卷进行了实证分析。研究结果实证研究结果表明,信息质量可以直接提高购买意向,并通过对产品和流媒体的信任这一中介因素产生间接影响。感知网络规模正向调节信息质量与产品信任之间的关系。在五种类型的信息中,弹幕评论信息的质量对消费者最为重要。 原创性/价值 本研究首次在一个统一的框架内系统分析了直播商业中多种类型信息的质量如何影响消费者的信任和购买意向。它独特地引入了网络规模作为调节变量,为在流媒体直播商务环境中平衡信息质量与网络规模提供了理论见解和实践指导。
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引用次数: 0
Greening the procurement: a SMART evaluation of environmental sustainability in Australian government purchasing policies 绿色采购:澳大利亚政府采购政策中环境可持续性的 SMART 评估
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-19 DOI: 10.1108/apjml-03-2024-0350
Aryana Shahin, Michael Polonsky, Lincoln C. Wood, Alfred Presbitero, Mayuri Wijayasundara

Purpose

This study evaluates how well Victorian local councils’ procurement policies align with the sustainable and circular economy (CE) approach that prioritises sustainable and regenerative practices. It proposes a set of criteria designed to effectively integrate environmental sustainability issues into purchasing policies.

Design/methodology/approach

Employing the Specific, Measurable, Assignable, Realistic and Time-bound (SMART) framework, a multi-dimensional content analysis guided by the goal-setting theory was applied to evaluate all 79 Victorian local councils’ procurement policies. This approach provided an assessment of policy specificity, measurability, assignability, realism and time sensitivity in promoting environmental sustainability through purchasing policies.

Findings

The findings underscored a significant deficiency in policy adherence to all SMART criteria concerning environmental sustainability, hindering the effective green purchasing decisions within government entities. This lack of integration of greening in purchasing policy poses challenges for manufacturers of waste-derived goods, obscuring the procurement objectives of these critical public sector customers.

Practical implications

The paper contributes to the sustainable procurement (SP) discourse by proposing guidelines aimed at improving the efficacy of governmental purchasing of sustainable products. These guidelines address the broader imperative to mitigate the environmental impacts of governmental spending on less sustainable goods, thereby fostering ecological sustainability and promoting responsible consumption.

Originality/value

While past studies have often relied on subjective content analysis methods, the SMART assessment used to develop the environmental sustainability criteria for purchasing policies, which distinguishes this study from previous governmental policy evaluation studies. This approach marks a departure from traditional governmental policy evaluation studies, offering a more structured analysis of policy effectiveness in promoting SP practices.

目的本研究评估了维多利亚州地方议会的采购政策在多大程度上与优先考虑可持续和再生实践的可持续和循环经济(CE)方法保持一致。采用具体、可衡量、可分配、现实和有时限(SMART)框架,在目标设定理论指导下进行多维内容分析,对维多利亚州所有 79 个地方议会的采购政策进行评估。这一方法对通过采购政策促进环境可持续性方面的政策具体性、可衡量性、可分配性、现实性和时间敏感性进行了评估。本文通过提出旨在提高政府采购可持续产品效率的指导方针,为可持续采购(SP)的讨论做出了贡献。这些指导原则解决了更广泛的当务之急,即减轻政府在可持续程度较低的产品上的支出对环境的影响,从而促进生态的可持续发展,推动负责任的消费。原创性/价值过去的研究通常依赖于主观的内容分析方法,而 SMART 评估用于制定采购政策的环境可持续性标准,这使本研究有别于以往的政府政策评估研究。这种方法有别于传统的政府政策评估研究,对促进可持续消费行为的政策效果进行了更有条理的分析。
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引用次数: 0
Access mode of consumption and psychological ownership: exploring the role of self-product connection 消费方式和心理所有权:探索自我产品联系的作用
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-17 DOI: 10.1108/apjml-04-2024-0515
Ser Zian Tan, Fandy Tjiptono, Lin Yang, Argho Bandyopadhyay, Park Thaichon

Purpose

Drawing upon extended-self theory, this research aims to understand how different access modes of consumption and product type influence consumers' perceptions of self-product connection and sense of individual and collective ownership.

Design/methodology/approach

Two experiments assessed the impact of access modes (temporary vs permanent) and product types (tangible vs intangible) on individual and collective psychological ownership (IPO and CPO) as well as the mediating role of self-product connection in these relationships.

Findings

Temporary access reduces IPO compared to permanent access. Moreover, self-product connection mediates the relationship between access modes and both IPO and CPO. Product type significantly moderates the degree of psychological ownership, with intangible products having a notable influence on the impacts of access modes on IPO and CPO.

Practical implications

Understanding the nuances of access-based consumption and its effects on psychological ownership can inform marketers and businesses in designing more effective strategies for product offerings and access modes. Highlighting self-product connection can aid in cultivating stronger consumer relationships and loyalty in access-based consumption contexts.

Originality/value

This study contributes to the existing literature on consumer access-based consumption by shedding light on the changing dynamics of material possessions and the psychological mechanisms underlying ownership perceptions in access-based models.

设计/方法/途径:两项实验评估了获取模式(临时与永久)和产品类型(有形与无形)对个人和集体心理所有权(IPO 和 CPO)的影响,以及自我产品联系在这些关系中的中介作用。此外,自我产品联系在访问模式与 IPO 和 CPO 之间的关系中起着中介作用。实际意义了解基于访问的消费的细微差别及其对心理所有权的影响,可以帮助营销人员和企业设计更有效的产品和访问模式战略。突出自我产品联系有助于在获取型消费环境中培养更牢固的消费者关系和忠诚度。原创性/价值这项研究通过揭示物质占有的动态变化以及获取型模式中所有权认知的心理机制,为现有的消费者获取型消费文献做出了贡献。
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引用次数: 0
Image recommendation for social media marketing in maternity and baby care product industry – a machine learning approach 针对母婴护理产品行业社交媒体营销的图片推荐--一种机器学习方法
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-17 DOI: 10.1108/apjml-04-2024-0463
Kung-Jeng Wang, Jeh-An Wang

Purpose

The digital marketing landscape is rapidly evolving, but the integration of visual content still heavily depends on human expertise. Driven by the quest for innovative marketing strategies that resonate with family-oriented consumers, this study seeks to bridge this gap by applying machine learning to analyze visual content in the maternity and baby care product sector.

Design/methodology/approach

This study incorporates a range of machine learning techniques – including open science framework feature detection, panoptic segmentation, customized instance segmentation, and face detection calculation methods – to analyze and predict the appeal of images, thereby enhancing user engagement and parent-child intimacy.

Findings

The exploration of various ML models, such as DT, LightGBM, RIPPER algorithm, and CNNs, has offered a comparative analysis that addresses a methodological gap in the existing literature, which frequently depends on isolated model evaluations. According to our quadrant analysis with respect to engagement rate and parent-child intimacy, the selection of a model for real-world applications depends on balancing performance and interpretability.

Originality/value

The proposed system offers a series of actionable recommendations designed to enhance customer engagement and foster brand loyalty. This study contributes to image design in maternity and baby care marketing and provides analytical insights for recommendation systems.

目的数字营销领域正在迅速发展,但视觉内容的整合仍然在很大程度上依赖于人类的专业知识。设计/方法/方法本研究采用了一系列机器学习技术--包括开放科学框架特征检测、全视角细分、自定义实例细分和人脸检测计算方法--来分析和预测图片的吸引力,从而提高用户参与度和亲子亲密度。研究结果对 DT、LightGBM、RIPPER 算法和 CNN 等各种 ML 模型的探索提供了一种比较分析方法,解决了现有文献中经常依赖于孤立模型评估的方法论空白。根据我们对参与率和亲子亲密关系的象限分析,为现实世界的应用选择模型取决于性能和可解释性之间的平衡。这项研究有助于母婴护理营销中的形象设计,并为推荐系统提供了分析见解。
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引用次数: 0
Enhancing brand experience and brand authenticity through octomodal mental imagery: the moderating role of social presence 通过八模态心理想象增强品牌体验和品牌真实性:社交存在的调节作用
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-13 DOI: 10.1108/apjml-04-2024-0456
Davood Ghorbanzadeh, Diyorjon Abdullaev, Teddy Chandra, Eiman Abdelgabr Abdelsamie Allam, Mazhar Abbas

Purpose

This study investigated the impact of octomodal mental imagery (OMI) on brand experience and authenticity in advocating sustainable development and responding to the lack of brand experience and customers’ growing demand for authentic brands.

Design/methodology/approach

Based on quantitative research and convenience sampling, data for the study were collected from 480 marketing students in Tehran, Iran. The research model is tested using partial least squares structural equation modeling (PLS-SEM).

Findings

The results showed that all the sensory attributes of OMI positively influenced consumers’ brand experience. Among the structural attributes of OMI, only spatial mental imagery positively influenced consumers’ brand experience, while autonomy and kinesthetic mental imagery did not have a significant effect. This study also found that consumers’ brand experience positively influenced brand authenticity, while social presence positively moderated the relationship.

Originality/value

This study provides branding managers and scholars with a new reference point and scientific data support for companies to implement brand strategies and marketing models, which helps brands maintain sustainable development in a competitive business environment.

目的 本研究调查了八模态心理意象(OMI)对品牌体验和真实性的影响,以倡导可持续发展,应对品牌体验的缺失和客户对真实品牌日益增长的需求。研究结果表明,OMI 的所有感官属性都对消费者的品牌体验产生了积极影响。在 OMI 的结构属性中,只有空间心理意象对消费者的品牌体验产生了积极影响,而自主性和动觉心理意象则没有显著影响。本研究还发现,消费者的品牌体验对品牌真实性有正向影响,而社会存在对两者的关系有正向调节作用。 原创性/价值 本研究为品牌管理者和学者提供了新的参考点,为企业实施品牌战略和营销模式提供了科学的数据支持,有助于品牌在竞争激烈的商业环境中保持可持续发展。
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引用次数: 0
Driving online course sales by leveraging teacher information 利用教师信息促进在线课程销售
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-11 DOI: 10.1108/apjml-11-2023-1071
Yan Shi, Baiqing Sun, Ou Li, Chunhong Li

Purpose

Online learning is increasingly popular, and educational platforms provide a wealth of courses. Improving course sales is the key to promoting sustainable development of online course platforms. However, limited research has explored the marketing of online courses. We study how to drive online course sales by leveraging teacher information.

Design/methodology/approach

We performed an empirical study. We collected data through a crawler and image recognition from Tencent classroom.

Findings

Our results show that providing teacher information and profile images helps promote online course sales. However, detailed course descriptions weaken the positive impact of teachers' profile images on online course sales. Furthermore, our study shows an inverted U-shaped relationship between the intensity of smiling in teacher profile photos and online course sales, and teacher descriptions negatively moderate this relationship.

Research limitations/implications

Our study contributes to the research on online course sales and extends the context of the research on smiling as well as the studies of visual and textual information.

Practical implications

The results have practical implications for online course sellers and platforms.

Originality/value

Existing scholarly efforts have explored online courses mainly from an education perspective. More research is needed to advance the understanding of online course sales. Our study advances research in the marketing of online courses.

目的在线学习日益普及,教育平台提供了丰富的课程。提高课程销售额是促进在线课程平台可持续发展的关键。然而,有关在线课程营销的研究却十分有限。我们研究了如何利用教师信息推动在线课程销售。结果我们的研究结果表明,提供教师信息和个人资料图片有助于促进在线课程的销售。然而,详细的课程描述削弱了教师个人形象对在线课程销售的积极影响。研究局限/意义我们的研究为在线课程销售研究做出了贡献,并扩展了有关微笑以及视觉和文字信息研究的范围。要加深对在线课程销售的理解,还需要更多的研究。我们的研究推动了在线课程营销方面的研究。
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引用次数: 0
Factors influencing consumers’ loyalty in the use of mobile telecommunication services: the case study in Vietnam 影响消费者使用移动通信服务忠诚度的因素:越南案例研究
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-06 DOI: 10.1108/apjml-03-2024-0412
Khoa Nguyen Van, Huyen Pham Thi, Thuy Anh Phan

Purpose

The research aimed to identify factors influencing customer loyalty in the use of mobile telecommunication services in Vietnam, focusing on two dimensions “attitudinal loyalty” and “behavioral loyalty.”

Design/methodology/approach

Based on survey data collected from 820 in two of Vietnam’s major cities users, Hanoi and Ho Chi Minh City, the data were processed using SPSS and AMOS software.

Findings

The study identified four factors affecting customer loyalty to mobile telecommunication services, with perceived service quality directly impacting both attitudinal and behavioral loyalty. Corporate image and perceived switching costs influenced attitudinal loyalty, while trust affected behavioral loyalty. Moreover, perceived service quality indirectly influenced attitudinal loyalty through corporate image and perceived switching costs.

Research limitations/implications

The study only focuses on a limited number of factors influencing mobile telecommunications service user loyalty, its restricted geographical sample from only Hanoi and Ho Chi Minh City, and the simplification of perceived switching costs without considering their various components, such as psychological, financial and procedural costs, which could provide more comprehensive experimental and theoretical insights.

Practical implications

The study reveals that customer loyalty in Vietnam’s mobile telecommunications sector is linked to the relationship between attitude toward the service provider and continued usage behavior, categorizing customer groups into genuine loyalty, latent loyalty, feigned loyalty and disloyalty. It suggests that service providers should focus on improving service quality and cultivating a positive, transparent corporate image to bolster customer trust, foster stable relationships and remain competitive in the market.

Originality/value

The research model combines Oliver’s (1999) theory of loyalty with Aydin and Özer’s (2005) research model, focusing on perceived service quality, corporate image, trust and perceived switching costs, examining their relationships with both behavioral and attitudinal loyalty simultaneously.

设计/方法/途径基于从越南两个主要城市(河内和胡志明市)的 820 名用户中收集的调查数据,使用 SPSS 和 AMOS 软件对数据进行处理。研究结果该研究确定了影响客户对移动电信服务忠诚度的四个因素,其中感知服务质量直接影响态度忠诚度和行为忠诚度。企业形象和感知转换成本影响态度忠诚度,而信任影响行为忠诚度。此外,感知服务质量通过企业形象和感知转换成本间接影响了态度忠诚度。研究局限性/启示该研究只关注了影响移动通信服务用户忠诚度的有限几个因素,研究的地域样本仅限于河内和胡志明市,而且简化了感知转换成本,没有考虑其不同的组成部分,如心理、财务和程序成本,而这些因素可以提供更全面的实验和理论见解。研究揭示了越南移动通信行业的客户忠诚度与对服务提供商的态度和持续使用行为之间的关系,并将客户群体分为真正忠诚、潜在忠诚、假装忠诚和不忠诚。研究建议,服务提供商应注重提高服务质量,培养积极、透明的企业形象,以增强客户信任,促进稳定的关系,保持市场竞争力。原创性/价值该研究模型结合了 Oliver(1999 年)的忠诚度理论和 Aydin 和 Özer(2005 年)的研究模型,重点关注感知服务质量、企业形象、信任和感知转换成本,同时考察了它们与行为忠诚和态度忠诚之间的关系。
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引用次数: 0
Roles of value co-creation on social platforms in driving participating businesses’ sustainable competitive advantage and performance 社交平台上的价值共创在推动参与企业的可持续竞争优势和绩效方面的作用
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-06 DOI: 10.1108/apjml-01-2024-0007
Honglei Liu, Chang Suk Choi, Kyung Hoon Kim

Purpose

This study discusses the sources of value co-creation and its effects on businesses using social platforms such as Facebook, Instagram, Twitter and blogs.

Design/methodology/approach

A total of 301 survey responses were selected. The selected respondents indicated that they lived in South Korea, had an occupation as a private business or marketer and had used a social platform one or more times a day. The hypotheses were tested using a structural equation model.

Findings

The study reveals that the source of sustainable value co-creation between social platforms and businesses positively affects the competitive advantage of maintaining businesses. This advantage reveals an integrated relationship that leads to the successful financial performance of businesses through online word of mouth and customer satisfaction. Moreover, this study finds that the relationship between variables differs by social platform types (unidirectional vs bidirectional service).

Research limitations/implications

The results of this study explain the relationship between value co-production, value-in-use, SCA and long-term performance. However, this study focused on private business and marketing staff working in companies in South Korea. Accordingly, more countries in which social platforms are widely utilized should be taken into account to help generalize the empirical findings.

Practical implications

There is a difference in the relationship between co-creation activity and cost advantage/long-term performance in accordance with the service type of a social platform. The results indicate that a bidirectional service is a more powerful tool for cost advantage and long-term performance.

Originality/value

This study focuses on the role of value co-creation in social platforms to ensure companies’ sustainable competitive advantage and performance. The results of this study will help companies develop online marketing strategies using social platforms.

目的 本研究讨论了共同创造价值的来源及其对使用 Facebook、Instagram、Twitter 和博客等社交平台的企业的影响。所选受访者表示,他们居住在韩国,职业为私营企业或营销人员,每天使用社交平台一次或多次。研究结果表明,社交平台与企业之间的可持续价值共创来源会对维持企业的竞争优势产生积极影响。这种优势揭示了一种综合关系,它通过网络口碑和客户满意度成功地提高了企业的财务业绩。此外,本研究还发现,不同社交平台类型(单向服务与双向服务)的变量之间的关系也有所不同。研究局限性/影响本研究结果解释了价值共同生产、使用价值、SCA 和长期绩效之间的关系。然而,本研究的对象主要是在韩国公司工作的私营企业和营销人员。实践意义根据社交平台的服务类型,共同创造活动与成本优势/长期绩效之间的关系存在差异。研究结果表明,双向服务是提高成本优势和长期绩效的更有力工具。研究结果将有助于企业利用社交平台制定网络营销战略。
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引用次数: 0
Perception of corporate social responsibility in a morally contentious industry: the roles of consumption motives and ethical perspectives 道德争议行业中的企业社会责任感:消费动机和伦理视角的作用
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-05 DOI: 10.1108/apjml-05-2024-0641
Nizar Souiden

Purpose

This study investigates the roles of consumption motives and ethical perspectives in explaining individuals’ perceptions of corporate social responsibility (CSR) within the context of the recreational marijuana industry, often characterized as morally contentious.

Design/methodology/approach

The research was conducted in Canada, a country where recreational marijuana is legally permitted. Through an online survey, 411 participants were recruited, and the data were analyzed using Statistical Package for the Social Sciences (SPSS) and SmartPLS4, employing ANOVA and structural equation modeling (SEM) techniques.

Findings

ANOVA analyses reveal significant differences across four ethical perspectives: absolutism, subjectivism, situationism and exceptionism. Conformity motives are most prominent in the exceptionism group, while expansion motives are more common in the subjectivism group. CSR perceptions vary among these groups, with situationism showing the most favorable views. In the absolutism group, expansion and social motives positively influence CSR perception, whereas conformity motives negatively impact it. Conversely, in the exceptionism and situationism groups, only expansion motives positively affect CSR perception. Unexpectedly, within the subjectivism group, only conformity motives have a significant negative effect on CSR perception.

Originality/value

This study examines a controversial industry and contributes to research on recreational marijuana by comparing consumer motives from ethical perspectives. Unlike previous research focused on consumption behaviors (e.g. use frequency), this study investigates how CSR perceptions are shaped by consumption motives and vary with ethical viewpoints.

目的 本研究调查了消费动机和道德观点在解释个人对娱乐性大麻行业中企业社会责任(CSR)的看法时所起的作用,娱乐性大麻行业通常具有道德争议性。通过在线调查,共招募了 411 名参与者,并使用社会科学统计软件包 (SPSS) 和 SmartPLS4 对数据进行了分析,采用了方差分析和结构方程建模 (SEM) 技术。研究结果方差分析显示,绝对主义、主观主义、情境主义和例外主义这四种伦理观之间存在显著差异。服从动机在例外主义组中最为突出,而扩张动机在主观主义组中更为常见。各组对企业社会责任的看法也不尽相同,其中形势主义的看法最为积极。在绝对主义组中,扩张动机和社会动机对企业社会责任认知有积极影响,而顺应动机则有消极影响。相反,在例外主义和情境主义组中,只有扩张动机会对企业社会责任认知产生积极影响。出乎意料的是,在主观主义组中,只有顺从动机对企业社会责任认知有显著的负面影响。原创性/价值本研究通过比较消费者从道德角度出发的动机,考察了一个有争议的行业,为有关休闲大麻的研究做出了贡献。与以往侧重于消费行为(如使用频率)的研究不同,本研究调查了消费动机如何影响企业社会责任认知,以及企业社会责任认知如何随道德观的变化而变化。
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引用次数: 0
Industry 4.0 supply chain nexus: sequential mediating effects of traceability, visibility and resilience on performance 工业 4.0 供应链关系:可追溯性、可见性和复原力对绩效的连续中介效应
IF 3.7 4区 管理学 Q2 BUSINESS Pub Date : 2024-09-03 DOI: 10.1108/apjml-02-2024-0202
Adil Riaz, Hafiz Mudassir Rehman, Aamir Sohail, Mobashar Rehman

Purpose

The research frontier concerning the relationship between Industry 4.0 (I4.0) and supply chain performance (SCP) in manufacturing is currently lacking in a comprehensive examination. This study examines the relationship between I4.0 adoption and SCP. Additionally, the study examines the mediating effects of supply chain traceability (SCT), supply chain visibility (SCV) and supply chain resilience (SCR), both individually and sequentially.

Design/methodology/approach

The data were garnered from 510 managers of manufacturing firms, and PLS-SEM was applied to examine the sequential mediation effect of SCT, SCV and SCR between I4.0 and SCP.

Findings

Results indicate a statistically significant direct relationship between I4.0 adoption and SCP. Furthermore, SCT mediates the impact of I4.0 on SCP. Similarly, results showed that SCV mediates the impact of I4.0 on SCP and SCR mediates the impact of I4.0 on SCP. Moreover, the relation between I4.0 adoption and SCP is substantially influenced by the sequential effects of SCT, SCV and SCR. The study provides novel empirical evidence by investigating the sequential mediation roles of SCT, SCV and SCR between I4.0 adoption and SCP through the lens of the resource-based view (RBV) perspective.

Practical implications

Policymakers must prioritize the promotion of I4.0 integration to strengthen the performance of manufacturing supply chains (SC). This can be achieved by improving traceability, visibility and resilience within these SCs.

Originality/value

The originality of this study lies in its use of the sequential mediation effect of SCT, SCV and SCR between I4.0 and SCP under the theoretical lens of RBV.

目的 目前,有关制造业中工业 4.0(I4.0)与供应链绩效(SCP)之间关系的研究前沿还缺乏全面的考察。本研究探讨了采用工业 4.0 与 SCP 之间的关系。此外,本研究还考察了供应链可追溯性(SCT)、供应链可视性(SCV)和供应链弹性(SCR)单独和依次产生的中介效应。设计/方法/途径本研究从 510 名制造企业经理人处获得数据,并应用 PLS-SEM 方法考察了 SCT、SCV 和 SCR 在 I4.0 与 SCP 之间的依次中介效应。此外,SCT 对 I4.0 对 SCP 的影响起到了中介作用。同样,结果表明,SCV 对 I4.0 对 SCP 的影响起中介作用,SCR 对 I4.0 对 SCP 的影响起中介作用。此外,I4.0 的采用与 SCP 之间的关系在很大程度上受到 SCT、SCV 和 SCR 的连续效应的影响。本研究通过基于资源观(RBV)的视角,研究了 SCT、SCV 和 SCR 在 I4.0 采用与 SCP 之间的顺序中介作用,从而提供了新颖的实证证据。原创性/价值本研究的原创性在于它在 RBV 的理论视角下使用了 SCT、SCV 和 SCR 在 I4.0 和 SCP 之间的顺序中介效应。
{"title":"Industry 4.0 supply chain nexus: sequential mediating effects of traceability, visibility and resilience on performance","authors":"Adil Riaz, Hafiz Mudassir Rehman, Aamir Sohail, Mobashar Rehman","doi":"10.1108/apjml-02-2024-0202","DOIUrl":"https://doi.org/10.1108/apjml-02-2024-0202","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>The research frontier concerning the relationship between Industry 4.0 (I4.0) and supply chain performance (SCP) in manufacturing is currently lacking in a comprehensive examination. This study examines the relationship between I4.0 adoption and SCP. Additionally, the study examines the mediating effects of supply chain traceability (SCT), supply chain visibility (SCV) and supply chain resilience (SCR), both individually and sequentially.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>The data were garnered from 510 managers of manufacturing firms, and PLS-SEM was applied to examine the sequential mediation effect of SCT, SCV and SCR between I4.0 and SCP.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>Results indicate a statistically significant direct relationship between I4.0 adoption and SCP. Furthermore, SCT mediates the impact of I4.0 on SCP. Similarly, results showed that SCV mediates the impact of I4.0 on SCP and SCR mediates the impact of I4.0 on SCP. Moreover, the relation between I4.0 adoption and SCP is substantially influenced by the sequential effects of SCT, SCV and SCR. The study provides novel empirical evidence by investigating the sequential mediation roles of SCT, SCV and SCR between I4.0 adoption and SCP through the lens of the resource-based view (RBV) perspective.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>Policymakers must prioritize the promotion of I4.0 integration to strengthen the performance of manufacturing supply chains (SC). This can be achieved by improving traceability, visibility and resilience within these SCs.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The originality of this study lies in its use of the sequential mediation effect of SCT, SCV and SCR between I4.0 and SCP under the theoretical lens of RBV.</p><!--/ Abstract__block -->","PeriodicalId":47866,"journal":{"name":"Asia Pacific Journal of Marketing and Logistics","volume":"114 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225478","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Asia Pacific Journal of Marketing and Logistics
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