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Service robot anthropomorphism on consumer usage intention: curvilinear and linear effect 服务机器人拟人化对消费者使用意向的影响:曲线效应和线性效应
Pub Date : 2023-12-05 DOI: 10.1108/imds-08-2023-0538
Maosheng Yang, Juan Li, Lei Feng, Shih-Chih Chen, Ming-Lang Tseng
PurposeThis research proposes and examines a theoretical model grounded in anthropomorphism theory considering the curvilinear and linear relationships between service robot anthropomorphism and consumer usage intention and explores the mediating effect of perceived risk.Design/methodology/approachTo examine the developed model, two complementary studies are designed. In Study 1, multi-time data of 511 participants show that service robot anthropomorphism inverts U-shaped (curvilinear) relationship on consumer usage intention and perceived risk mediates this curvilinear relationship. In Study 2, multi-source data of 460 volunteers are used to confirm the findings of Study 1 and examine that consumer empathy moderates the complex nonlinear effect of service robot anthropomorphism on perceived risk, and the indirect curvilinear effect of service robot anthropomorphism on consumer usage intention through perceived risk.FindingsThis research provides preliminary and yet important findings on how service robot anthropomorphism most likely is positively associated with consumer usage intention, i.e. the positively influence mechanism of service robot anthropomorphism on consumer usage intention.Originality/valueThis research provides preliminary and yet important findings on how service robot anthropomorphism most likely is positively associated with consumer usage intention, i.e. the positively influence mechanism of service robot anthropomorphism on consumer usage intention.
目的本研究基于拟人化理论,考虑服务机器人拟人化与消费者使用意愿之间的曲线和线性关系,提出并检验了一个理论模型,并探讨感知风险的中介作用。设计/方法/方法为了检验已开发的模型,设计了两个互补的研究。在研究1中,511名参与者的多时间数据表明,服务机器人拟人化对消费者使用意愿和感知风险的影响呈倒u型(曲线)关系,并在这种曲线关系中起中介作用。研究2利用460名志愿者的多源数据验证了研究1的研究结果,并检验了消费者共情调节服务机器人拟人化对感知风险的复杂非线性影响,以及服务机器人拟人化通过感知风险对消费者使用意愿的间接曲线影响。本研究对服务机器人拟人化与消费者使用意愿之间的正向关系提供了初步而重要的发现,即服务机器人拟人化对消费者使用意愿的正向影响机制。原创性/价值本研究对服务机器人拟人化与消费者使用意愿之间最可能的正相关关系提供了初步但重要的发现,即服务机器人拟人化对消费者使用意愿的正向影响机制。
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引用次数: 0
Linked by age: a study on social media privacy concerns among younger and older adults 年龄关联:关于年轻人和老年人对社交媒体隐私关注的研究
Pub Date : 2023-12-04 DOI: 10.1108/imds-07-2023-0462
David Goyeneche, Stephen Singaraju, Luis Arango
PurposeThis paper explores the similarities and differences in privacy attitudes, trust and risk beliefs between younger and older adults on social networking sites. The objective of the article is to ascertain whether any notable differences exist between younger (18–25 years old) and older (55+ years old) adults in how trust and risk are influenced by privacy concerns upon personal information disclosure on social media.Design/methodology/approachA Likert scale instrument validated in previous research was employed to gather the responses of 148 younger and 152 older adults. The scale was distributed through Amazon Mechanical Turk. Data were analyzed through partial least squares structural equation modeling.FindingsNo significant differences were found between younger and older adults in how social media privacy concerns related to trust and risk beliefs. Two privacy concern dimensions were found to have a significant influence on perceptions of risk for both populations: collection and control. Predictability and a sense of control are proposed as two conceptual approaches that can explain these findings.Originality/valueThis article is the first one to explore age differences in privacy concerns, trust and risk on social media employing conceptual developments and an instrument specifically tailored to the social media environment. Based on the findings, several strategies are suggested to keep privacy concerns on social media at a minimum, reduce risk perceptions and increase users' trust.
目的研究社交网站上年轻人和老年人在隐私态度、信任和风险信念方面的异同。本文的目的是确定在社交媒体上个人信息披露的隐私问题如何影响信任和风险方面,年轻(18-25岁)和年长(55岁以上)的成年人之间是否存在显著差异。设计/方法/方法采用李克特量表收集148名年轻人和152名老年人的回答。秤是通过亚马逊土耳其机器人分发的。采用偏最小二乘结构方程模型对数据进行分析。在社交媒体隐私问题与信任和风险信念的关系方面,年轻人和老年人之间没有显著差异。发现两个隐私关注维度对两种人群的风险感知有重大影响:收集和控制。可预测性和控制感被提出作为两种概念方法来解释这些发现。原创性/价值本文是第一篇探讨社交媒体上隐私问题、信任和风险的年龄差异的文章,采用了概念发展和专门为社交媒体环境量身定制的工具。基于这些发现,我们提出了一些策略,可以将社交媒体上的隐私问题降到最低,降低风险感知,增加用户的信任。
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引用次数: 0
Understanding the determinants of gifting and social sharing in live streaming: a dual-attachment perspective 了解直播中赠送礼物和社交分享的决定因素:双重依恋视角
Pub Date : 2023-12-04 DOI: 10.1108/imds-06-2023-0380
Yan Zhang, Yongqiang Sun, Nan Wang
PurposeThis study aims to explore the determinants of viewers’ gifting and social sharing behaviours in online streaming from a dual-attachment perspective and to explain how live streaming fosters attachment through a social interaction aspect.Design/methodology/approachThis study conducted an online survey with 316 valid responses to test the research model. The structural equation modelling approach was applied to assess both the measurement and structural models.FindingsThe results show that both bond-based and identity-based attachments promote gifting and social sharing behaviours. Participation and cognitive communion motivate viewers to establish bond-based attachment, while group interaction among viewer crowds encourages viewers to create identity-based attachment. In addition, group interaction can moderate the relationship between participation and bond-based attachment.Originality/valueThis study is one of the earliest attempts to highlight the significance of viewer crowd and viewer-viewer interaction in promoting viewers’ behaviours in live streaming context. This study also indicates that viewer-viewer interaction can moderate the impact of viewer–streamer interaction, which is among the first to investigate the interaction effects of viewer-viewer interaction and viewer–streamer interaction.
目的本研究旨在从双重依恋的角度探讨在线流媒体中观众赠送礼物和社交分享行为的决定因素,并解释直播如何通过社会互动方面培养依恋。设计/方法/方法本研究进行了一项有316份有效回复的在线调查,以检验研究模型。采用结构方程建模方法对测量模型和结构模型进行评估。研究结果表明,基于纽带的依恋和基于身份的依恋都会促进送礼和社会分享行为。参与和认知交流激励观众建立基于纽带的依恋,而观众群体之间的群体互动则鼓励观众建立基于身份的依恋。此外,群体互动可以调节参与与基于纽带的依恋之间的关系。原创性/价值本研究是最早尝试强调观众群体和观众互动对直播情境下观众行为促进意义的研究之一。本研究还表明,观众与观众互动可以调节观众与主播互动的影响,这是首次研究观众与观众互动和观众与主播互动的互动效应。
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引用次数: 0
Research on sales and sharing decisions of the equipment supplier under shared manufacturing environment 共享生产环境下设备供应商的销售和共享决策研究
Pub Date : 2023-11-30 DOI: 10.1108/imds-05-2023-0318
Wenbo Li, Bin Dan, Xumei Zhang, Yi Liu, Ronghua Sui
PurposeWith the rapid development of the sharing economy in manufacturing industries, manufacturers and the equipment suppliers frequently share capacity through the third-party platform. This paper aims to study influences of manufacturers sharing capacity on the supplier and to analyze whether the supplier shares capacity as well as its influences.Design/methodology/approachThis paper deals with conditions that the supplier and manufacturers share capacity through the third-party platform, and the third-party platform competes with the supplier in equipment sales. Considering the heterogeneity of the manufacturer's earning of unit capacity usage and the production efficiency of manufacturer's usage strategies, this paper constructs capacity sharing game models. Then, model equilibrium results under different sharing scenarios are compared.FindingsThe results show that when the production or maintenance cost is high, manufacturers sharing capacity simultaneously benefits the supplier, the third-party platform and manufacturers with high earnings of unit capacity usage. When both the rental efficiency and the production cost are low, or both the rental efficiency and the production cost are high, the supplier simultaneously sells equipment and shares capacity. The supplier only sells equipment in other cases. When both the rental efficiency and the production cost are low, the supplier’s sharing capacity realizes the win-win-win situation for the supplier, the third-party platform and manufacturers with moderate earnings of unit capacity usage.Originality/valueThis paper innovatively examines supplier's selling and sharing decisions considering manufacturers sharing capacity. It extends the research on capacity sharing and is important to supplier's operational decisions.
目的随着制造业共享经济的快速发展,制造商和设备供应商经常通过第三方平台共享产能。本文旨在研究制造商共享产能对供应商的影响,并分析供应商是否共享产能及其影响因素。设计/方法/途径本文研究的条件是供应商和制造商通过第三方平台共享产能,第三方平台与供应商在设备销售方面展开竞争。考虑到制造商单位产能使用收益的异质性和制造商使用策略的生产效率,本文构建了产能共享博弈模型。研究结果表明,当生产成本或维护成本较高时,制造商共享产能同时有利于供应商、第三方平台和单位产能使用收益较高的制造商。当租赁效率和生产成本都较低或租赁效率和生产成本都较高时,供应商同时出售设备和共享产能。在其他情况下,供应商只出售设备。当租赁效率和生产成本都较低时,供应商共享产能实现了供应商、第三方平台和制造商的三赢局面,单位产能使用收益适中。它拓展了产能共享的研究领域,对供应商的运营决策具有重要意义。
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引用次数: 0
Digital transformation or not? Manufacturer's selection strategy under carbon cap-and-trade mechanism 数字化转型与否?碳限额交易机制下制造商的选择策略
Pub Date : 2023-11-30 DOI: 10.1108/imds-06-2023-0382
Anhang Chen, Huiqin Zhang, Yuxiang Zhang, Junwei Zhao
Purpose The digital economy is profoundly transforming the manufacturing industry's fundamental concepts and value creation logic, making digital transformation (DT) strategy a crucial decision for manufacturers. And faced with increasingly severe environmental issues, DT may become an important means to achieve sustainable development. This paper mainly discusses the strategic choice of the manufacturer's DT and analyzes the impact of DT on carbon emissions.Design/methodology/approach Based on the carbon cap-and-trade mechanism, the authors have constructed two decision models to study the DT strategy of the manufacturer, further exploring the impact of the mechanism on the DT strategy and production strategy of the manufacturer. Finally, the authors discussed the effect of manufacturers' DT on their carbon emissions.Findings The authors found that the manufacturer should initiate DT to enhance their competitiveness, regardless of whether they are in a low digital technology scenario or a high digital technology scenario. Notably, DT can enhance the ability of the manufacturer to respond to external emergencies. In a low digital technology market scenario, both carbon emissions per unit of product and carbon price are positively affecting the digitization level of the manufacturer. In a high digital technology market scenario, the manufacturer will initiate a full degree of DT. Moreover, the impact of DT on total carbon emissions varies in markets with different levels of digital technology.Originality/value Innovatively, the authors divided the DT of the manufacturer into market scenarios with low digital technology and high digital technology. Provide the manufacturer with DT decisions according to different scenarios. At the same time, it verifies the uncertainty of DT on carbon emission and enriches the related research.
目的 数字经济正在深刻改变制造业的基本理念和价值创造逻辑,使数字化转型(DT)战略成为制造商的关键决策。而面对日益严峻的环境问题,数字化转型或将成为实现可持续发展的重要手段。本文主要探讨了制造商的 DT 战略选择,并分析了 DT 对碳排放的影响。设计/方法/途径 基于碳排放限额交易机制,作者构建了两个决策模型来研究制造商的 DT 战略,进一步探讨了该机制对制造商 DT 战略和生产战略的影响。最后,作者讨论了制造商的 DT 对其碳排放的影响。研究结果 作者发现,无论制造商处于低数字技术情景还是高数字技术情景,都应启动 DT 以增强其竞争力。值得注意的是,DT 可以增强制造商应对外部紧急情况的能力。在低数字化技术市场情景下,单位产品碳排放量和碳价格都会对制造商的数字化水平产生积极影响。在高数字化技术市场情景下,制造商将全面启动数字化转型。此外,在不同数字化技术水平的市场中,DT 对碳排放总量的影响也不同。原创性/价值 作者创新性地将制造商的 DT 分为低数字化技术和高数字化技术的市场情景。根据不同的情景,为制造商提供 DT 决策。同时,验证了 DT 对碳排放的不确定性,丰富了相关研究。
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引用次数: 0
A novel virtual-communicated evolution learning recommendation 新颖的虚拟交流进化学习建议
Pub Date : 2023-11-28 DOI: 10.1108/imds-05-2023-0298
Yi-Cheng Chen, Yen-Liang Chen
PurposeIn this “Info-plosion” era, recommendation systems (or recommenders) play a significant role in finding interesting items in the surge of online digital activity and e-commerce. The purpose of this paper is to model users' preference evolution to recommend potential items which users may be interested in.Design/methodology/approachA novel recommendation system, namely evolution-learning recommendation (ELR), is developed to precisely predict user interest for making recommendations. Differing from prior related methods, the authors integrate the matrix factorization (MF) and recurrent neural network (RNN) to effectively describe the variation of user preferences over time.FindingsA novel cumulative factorization technique is proposed to efficiently decompose a rating matrix for discovering latent user preferences. Compared to traditional MF-based methods, the cumulative MF could reduce the utilization of computation resources. Furthermore, the authors depict the significance of long- and short-term effects in the memory cell of RNN for evolution patterns. With the context awareness, a learning model, V-LSTM, is developed to dynamically capture the evolution pattern of user interests. By using a well-trained learning model, the authors predict future user preferences and recommend related items.Originality/valueBased on the relations among users and items for recommendation, the authors introduce a novel concept, virtual communication, to effectively learn and estimate the correlation among users and items. By incorporating the discovered latent features of users and items in an evolved manner, the proposed ELR model could promote “right” things to “right” users at the “right” time. In addition, several extensive experiments are performed on real datasets and are discussed. Empirical results show that ELR significantly outperforms the prior recommendation models. The proposed ELR exhibits great generalization and robustness in real datasets, including e-commerce, industrial retail and streaming service, with all discussed metrics.
目的 在这个 "信息爆炸 "的时代,推荐系统(或称推荐器)在激增的在线数字活动和电子商务中扮演着寻找有趣商品的重要角色。本文的目的是建立用户偏好演变模型,以推荐用户可能感兴趣的潜在项目。设计/方法/途径本文开发了一种新颖的推荐系统,即演变学习推荐(ELR),以精确预测用户兴趣,从而进行推荐。与之前的相关方法不同,作者整合了矩阵因式分解(MF)和循环神经网络(RNN),以有效地描述用户偏好随时间的变化。与基于累积因式分解的传统方法相比,累积因式分解可以减少计算资源的使用。此外,作者还描述了 RNN 存储单元中长期和短期效应对演化模式的意义。利用上下文意识,作者开发了一种学习模型--V-LSTM,以动态捕捉用户兴趣的演变模式。通过使用训练有素的学习模型,作者预测了用户未来的偏好并推荐了相关物品。原创性/价值基于用户和物品之间的推荐关系,作者引入了一个新概念--虚拟通信,以有效学习和估计用户和物品之间的相关性。通过将发现的用户和物品的潜在特征以进化的方式融入其中,所提出的 ELR 模型可以在 "正确 "的时间向 "正确 "的用户推荐 "正确 "的物品。此外,我们还在真实数据集上进行了大量实验,并对实验结果进行了讨论。实证结果表明,ELR 明显优于之前的推荐模型。在包括电子商务、工业零售和流媒体服务在内的真实数据集中,所提出的 ELR 在所有讨论的指标上都表现出很强的泛化能力和鲁棒性。
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引用次数: 0
Analysis of software promotion strategies in product-service integrated supply chains 产品服务一体化供应链中的软件推广策略分析
Pub Date : 2023-11-16 DOI: 10.1108/imds-11-2022-0691
Kai Li, Lulu Xia, Nenggui Zhao, Tao Zhou
PurposeThe purpose of this paper is to compare the pricing decisions and earning potential of the software supplier and the smart device manufacturer in different software promotion strategies.Design/methodology/approachBased on game theory, the authors formulate two promotion models, that is, the supplier implements software promotion activities individually (SP model) or outsources the promotion activity to the manufacturer under profit-sharing contract (MP model) when taking different channel power structures into consideration. Besides, in order to test the robustness of the conclusions, the authors also extend the basic model to the following situations: (1) the customers have different price elasticity toward service fee and product price; (2) the revenue sharing contract is employed by the supply chain members; and (3) the manufacturer's product promotion practice is taken into consideration.FindingsThe optimal service fee (product price) of the supplier (manufacturer) under SP model is always lower (higher) than that under MP model. Surprisingly, if the supplier is the channel leader and the profit sharing ratio exceeds certain threshold, the manufacturer's profit decreases in profit sharing ratio, which remains robust in three extension models. Moreover, the supply chain's profit in supplier-led game is always lower than that in Nash game irrespective of the promotion strategy in profit sharing context. When revenue sharing contract is adopted, the result holds only when the revenue sharing ratio is relatively low.Originality/valueThe authors originally explore two promotion strategies of the software supplier when taking the channel power structures into considerations, which has not been explored in the literature to the best of the authors' knowledge.
本文旨在比较软件供应商和智能设备制造商在不同软件促销策略下的定价决策和盈利潜力。基于博弈论,作者提出了两种促销模型,即在考虑不同渠道权力结构的情况下,供应商单独实施软件促销活动(SP 模型)或根据利润分享合同将促销活动外包给制造商(MP 模型)。此外,为了检验结论的稳健性,作者还将基本模型扩展到以下几种情况:(1)客户对服务费和产品价格的价格弹性不同;(2)供应链成员采用收益分享合同;(3)考虑制造商的产品促销行为。研究结果在 SP 模型下,供应商(制造商)的最优服务费(产品价格)总是低于(高于)MP 模型。令人惊讶的是,如果供应商是渠道领导者,且利润分享率超过一定临界值,则制造商的利润会随着利润分享率的降低而降低,这在三种扩展模型中都保持稳定。此外,无论在利润分享背景下采取何种促销策略,供应链在供应商主导博弈中的利润总是低于纳什博弈中的利润。当采用收入分享合同时,只有当收入分享比率相对较低时,结果才会成立。原创性/价值 作者首次探讨了软件供应商在考虑渠道权力结构时的两种促销策略,据作者所知,这在文献中还没有被探讨过。
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引用次数: 0
Impact of blockchain on the green innovation performance of enterprises under the policy uncertainty 政策不确定性下区块链对企业绿色创新绩效的影响
Pub Date : 2023-09-07 DOI: 10.1108/imds-02-2023-0071
Xuezhu Wang, Runze Zhang, Zheng Gong, X. Chen
PurposeThis study aims to empirically examine how blockchain, one of the emerging Industry 4.0 technologies, can combat climate change by improving their green innovation performance, particularly under conditions of policy uncertainty.Design/methodology/approachThis study utilizes the difference-in-difference-in-difference (DDD) method to explore the effect of blockchain on enterprises' green innovation performance. The analysis is based on data from Chinese-listed enterprises spanning the period from 2013 to 2021.FindingsFirst, the adoption of blockchain in enterprises registered in areas designated as low-carbon pilot cities can significantly improve their green innovation performance. Second, the enhancement of green innovation efficiency emerges as the primary driving force behind the adoption of blockchain, thereby leading to improved green innovation performance. Lastly, it is observed that blockchain adoption has a greater positive impact on improving green efficiency in private enterprises compared to state-owned enterprises in China.Practical implicationsFor managers, the findings can provide valuable insights to help them better prepare for the challenges and opportunities presented by the era of Industry 4.0. For policymakers, this study offers valuable insights into the interaction between new technologies in Industry 4.0 and the performance of green innovation, thereby aiding in the formulation of effective policies.Originality/valueThis study contributes to bridging the existing gap between the adoption of new technologies, such as blockchain, and their potential impact on climate change. Moreover, this research enriches practitioners' understanding of how new technologies in the era of Industry 4.0 can be applied to address significant challenges like climate change.
本研究旨在实证研究新兴工业4.0技术之一的区块链如何通过提高其绿色创新绩效来应对气候变化,特别是在政策不确定的条件下。本研究采用差异中差异(DDD)方法探讨区块链对企业绿色创新绩效的影响。该分析基于2013年至2021年期间中国上市企业的数据。首先,在低碳试点城市注册的企业中采用区块链可以显著提高其绿色创新绩效。第二,绿色创新效率的提升成为采用区块链的主要动力,从而导致绿色创新绩效的提高。最后,我们观察到,与国有企业相比,区块链的采用对提高中国民营企业的绿色效率有更大的积极影响。对于管理者来说,研究结果可以提供有价值的见解,帮助他们更好地为工业4.0时代带来的挑战和机遇做好准备。对于政策制定者来说,这项研究为工业4.0新技术与绿色创新绩效之间的相互作用提供了有价值的见解,从而有助于制定有效的政策。原创性/价值本研究有助于弥合采用区块链等新技术与其对气候变化的潜在影响之间的现有差距。此外,这项研究丰富了从业者对工业4.0时代新技术如何应用于应对气候变化等重大挑战的理解。
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引用次数: 0
Exploring investors' willingness to use robo-advisors: mediating role of emotional response 探讨投资者使用机器人顾问的意愿:情绪反应的中介作用
Pub Date : 2023-08-28 DOI: 10.1108/imds-07-2022-0400
Huosong Xia, Qian Zhang, J. Zhang, L. J. Zheng
PurposeThis paper aims to investigate investors' willingness to use robo-advisors from customers' perspectives and analyzes the factors that drive them to use robo-advisors, including perceived usefulness and emotional response.Design/methodology/approachThe authors extend the Cognition-Affect-Conation (CAC) framework to the behavioral domain of robo-advisor users on financial technology platforms and conduct an empirical study based on 248 valid questionnaires.FindingsThe authors find two types of factors driving the willingness to use robo-advisors: perceived usefulness, trust and perceived risk as external driving forces and investor sentiment as an internal driving force. Trust has a significant positive effect on willingness to use, and arousal in emotional response plays a mediating role between perceived usefulness and willingness to use.Originality/valueThis research provides valuable insights for financial institutions to engage in robo-advisor innovation from customers' perspectives.
本文旨在从客户的角度调查投资者使用机器人投资顾问的意愿,并分析驱动他们使用机器人投资顾问的因素,包括感知有用性和情绪反应。设计/方法/方法作者将认知-影响-意识(CAC)框架扩展到金融科技平台机器人顾问用户的行为领域,并基于248份有效问卷进行实证研究。研究结果作者发现,驱动使用机器人顾问意愿的两种因素:感知有用性、信任和感知风险是外部驱动力,投资者情绪是内部驱动力。信任对使用意愿有显著的正向影响,情绪反应唤醒在感知有用性与使用意愿之间起中介作用。独创性/价值本研究为金融机构从客户角度进行机器人顾问创新提供了有价值的见解。
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引用次数: 0
IT-related resources, digital marketing capabilities and business performance: moderating effects of digital orientation and technological turbulence it相关资源、数字营销能力与企业绩效:数字化导向与技术动荡的调节作用
Pub Date : 2023-08-18 DOI: 10.1108/imds-11-2022-0675
P. Ranjan
PurposeThis research intends to develop a conceptual framework investigating how IT-related resources, namely IT advancement (ITAD) and IT alignment (ITAG), utilization relates to digital marketing capabilities (DMCs) development, which in turn improves business performance (BP), as well as how digital orientation (DO) and technological turbulence (TT) moderate these effects.Design/methodology/approachThis study employs an online email-based survey technique to collect primary cross-sectional data from 388 small and medium-sized enterprises operating in India. Moderated hierarchical regression was used to validate the hypothesized relationships.FindingsITAD and ITAG are significant drivers of DMCs, and these capabilities positively influence BP. Moreover, DO strengthens the positive effect of ITAD and ITAG on DMCs, with ITAD having a higher impact than ITAG. Similarly, DMCs have a greater positive effect on BP in an environment with high TT.Originality/valueDespite increased interest in the information technology resources required for the development of DMCs, less attention has been paid to the relationship between ITAD and ITAG resources and DMCs. In addition, few researchers investigate the moderating influence of DO on the relationship between IT-related resources and DMCs, as well as TT on the association between DMCs and BP.
本研究旨在建立一个概念框架,探讨IT相关资源,即IT进步(ITAD)和IT一致性(ITAG)的利用如何与数字营销能力(dmc)的发展相关,从而提高业务绩效(BP),以及数字导向(DO)和技术动荡(TT)如何调节这些影响。设计/方法/方法本研究采用基于在线电子邮件的调查技术,从388家在印度经营的中小型企业收集主要的横截面数据。使用有调节的层次回归来验证假设的关系。发现sitad和ITAG是dmc的重要驱动因素,这些能力对BP有积极影响。此外,DO强化了ITAD和ITAG对dmc的正向作用,其中ITAD的影响高于ITAG。同样,在高TT环境中,dmc对BP有更大的积极作用。独创性/价值尽管人们对发展发展中国家发展所需的信息技术资源越来越感兴趣,但对发展中国家间的关系却很少注意。此外,很少有研究者研究DO对it相关资源与dmc之间关系的调节作用,以及TT对dmc与BP之间关系的调节作用。
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引用次数: 0
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Industrial Management & Data Systems
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