The impact of big data capability: a perspective of supply chain and innovation capabilities

被引:0
|
作者
Peng, Guangqian [1 ]
Zhang, Yan [1 ]
Gao, Ping [2 ]
Yuan, Yiming [3 ]
Yin, Junfeng [4 ]
机构
[1] College of Business Administration, Capital University of Economics and Business, Beijing, China
[2] School of Environment, Education and Development, The University of Manchester, Manchester, United Kingdom
[3] China Centre for Special Economic Zone Research, Shenzhen University, Shenzhen, China
[4] Patent Examination Cooperation (Beijing), Centre of the Patent Office, Beijing, China
关键词
Big data;
D O I
暂无
中图分类号
学科分类号
摘要
The study on big data capability was initiated just recently. The impact of big data capability on companies, such as on companies' other capabilities, is still unclear. Grounded on dynamic capabilities theory, this study proposed a model and tested the impact of big data capability on supply chain dynamic capability and dynamic innovation capability. The research objects are high-tech listed companies in China. By PLS path modelling, the major findings are: 1) big data capability showed positive impact on supply chain dynamic capability; 2) however, unexpectedly, big data capability was found showing negative impact on dynamic innovation capability. In our opinion, the potential reason is that big data application is just initiated, so may lead to certain disorder in the companies. Based on this finding, we call for attention to big data paradox; 3) further, supply chain dynamic capability showed positive impact on dynamic innovation capability; 4) possibly owing to the mediating and moderating effects of supply chain dynamic capability, the total effect of big data capability on dynamic innovation capability is positive and significant. Managerial applications and limitations are generalised at the end. © 2022 Inderscience Enterprises Ltd.
引用
收藏
页码:319 / 331
相关论文
共 50 条
  • [21] Big data analytics capability in healthcare operations and supply chain management: the role of green process innovation
    Benzidia, Smail
    Bentahar, Omar
    Husson, Julien
    Makaoui, Naouel
    ANNALS OF OPERATIONS RESEARCH, 2024, 333 (2-3) : 1077 - 1101
  • [22] Connections between Big Data and Smart Cities from the Supply Chain Perspective: Understanding the Impact of Big Data
    Abdalla, Alaa Amin
    Abdalla, Yousif Abdelbagi
    Haddad, Akarm M.
    Bhavani, Ganga
    Zabalawi, Eman
    SUSTAINABILITY, 2022, 14 (23)
  • [23] Impact of big data on supply chain management
    Raman, Seetha
    Patwa, Nitin
    Niranjan, Indu
    Ranjan, Ujjwal
    Moorthy, Krishna
    Mehta, Ami
    INTERNATIONAL JOURNAL OF LOGISTICS-RESEARCH AND APPLICATIONS, 2018, 21 (06) : 579 - 596
  • [24] Radical Technology Innovation Resource, Capability and Performance: A Perspective of Supply Chain
    Hu, Haiqing
    Wang, Xuehong
    2015 12TH INTERNATIONAL CONFERENCE ON SERVICE SYSTEMS AND SERVICE MANAGEMENT (ICSSSM), 2015,
  • [25] A dynamic capability perspective on the impact of big data analytics and enterprise architecture on innovation: an empirical study
    Pathak, Sunil
    Krishnaswamy, Venkataraghavan
    Sharma, Mayank
    JOURNAL OF ENTERPRISE INFORMATION MANAGEMENT, 2025, 38 (02) : 532 - 563
  • [26] Innovation in the supply chain and big data: a critical review of the literature
    Centobelli, Piera
    Cerchione, Roberto
    Cricelli, Livio
    Strazzullo, Serena
    EUROPEAN JOURNAL OF INNOVATION MANAGEMENT, 2022, 25 (06) : 479 - 497
  • [27] Big data driven supply chain innovative capability for sustainable competitive advantage in the food supply chain: Resource-based view perspective
    Kumar, Mukesh
    Raut, Rakesh D.
    Mangla, Sachin Kumar
    Moizer, Jonathan
    Lean, Jonathan
    BUSINESS STRATEGY AND THE ENVIRONMENT, 2024, 33 (06) : 5127 - 5150
  • [28] Impact of supply chain quality management practices on supply chain resilience: a dynamic capability perspective
    Pu, Guoli
    Gao, Xingwei
    Qiao, Jianqi
    BUSINESS PROCESS MANAGEMENT JOURNAL, 2025,
  • [29] The Effect of Big Data Capability on Organizational Innovation: a Resource Orchestration Perspective
    Xie, Weihong
    Zhang, Qian
    Lin, Yuyao
    Wang, Zhong
    Li, Zhongshun
    JOURNAL OF THE KNOWLEDGE ECONOMY, 2024, 15 (01) : 3767 - 3791
  • [30] The Impact of Big Data Applications on Supply Chain Management
    Zhang, Dong-xiang
    Cheng, Bin
    PROCEEDINGS OF THE 6TH INTERNATIONAL ASIA CONFERENCE ON INDUSTRIAL ENGINEERING AND MANAGEMENT INNOVATION: CORE THEORY AND APPLICATIONS OF INDUSTRIAL ENGINEERING, VOL 1, 2016, : 127 - 135