How big data analytics and artificial intelligence facilitate digital supply chain transformation: the role of integration and agility

被引:3
|
作者
Ma, Lina [1 ]
Chang, Ruijie [1 ]
机构
[1] Jilin Univ, Business & Management Coll, Changchun, Peoples R China
关键词
Big data analytics and artificial intelligence; Supply chain internal integration; Supply chain external integration; Supply chain agility; Digital supply chain transformation; DECISION-MAKING; OPERATIONAL PERFORMANCE; PLS-SEM; INFORMATION-TECHNOLOGY; DYNAMIC CAPABILITIES; RISK-MANAGEMENT; ORGANIZATION DESIGN; BUYER-SUPPLIER; INDUSTRY; 4.0; IMPACT;
D O I
10.1108/MD-10-2023-1822
中图分类号
F [经济];
学科分类号
02 ;
摘要
PurposeUnder the digital wave and the new industrial competition pattern, the automobile industry is facing multiple challenges such as the redefinition of new technologies and supply chain changes. The purpose of this study is to link big data analytics and artificial intelligence (BDA-AI) with digital supply chain transformation (DSCT) by taking Chinese automobile industry firms as a sample and to consider the role of supply chain internal integration (SCII), supply chain external integration (SCEI) and supply chain agility (SCA) between them.Design/methodology/approachData were collected from 192 Chinese firms in the automotive industry and analyzed using partial least squares structural equation modeling (PLS-SEM). Importance-performance map analysis is used to extend the standard results reporting of path coefficient estimates in PLS-SEM.FindingsThe results indicate that BDA-AI, SCII, SCEI and SCA positively influence DSCT. In addition, this study found that SCII, SCEI and SCA play an intermediary role in BDA-AI and DSCT.Originality/valueThe paper enriches the research on the mechanism of digital resources affecting DSCT and expands the research of organizational information processing theory in the context of digital transformation. The paper explores how the resources deployed by firms change the strategic measures of firms from the perspective of responsiveness. By exploring the positive impact of SCA as a response capability on the DSCT strategy and its intermediary role between digital resources and DSCT, which is helpful to the further theoretical development of logistics and supply chain disciplines.
引用
收藏
页数:42
相关论文
共 50 条
  • [1] The impact of big data analytics and artificial intelligence on green supply chain process integration and hospital environmental performance
    Benzidia, Smail
    Makaoui, Naouel
    Bentahar, Omar
    TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2021, 165
  • [2] The Role of Artificial Intelligence in Supply Chain Agility: A Perspective of Humanitarian Supply Chain
    Pereira, Elisabeth T.
    Shafique, Muhammad Noman
    INZINERINE EKONOMIKA-ENGINEERING ECONOMICS, 2024, 35 (01): : 77 - 89
  • [3] How artificial intelligence-based supply chain analytics enable supply chain agility and innovation? An intellectual capital perspective
    Lamees, Al-Zoubi
    Ramayah, Thurasamy
    SUPPLY CHAIN MANAGEMENT-AN INTERNATIONAL JOURNAL, 2025,
  • [4] Artificial intelligence and big data analytics for supply chain resilience: a systematic literature review
    Zamani, Efpraxia D.
    Smyth, Conn
    Gupta, Samrat
    Dennehy, Denis
    ANNALS OF OPERATIONS RESEARCH, 2023, 327 (02) : 605 - 632
  • [5] How does data-driven supply chain analytics capability enhance supply chain agility in the digital era?
    Cui, Li
    Wang, Ziyi
    Liu, Yang
    Cao, Guikun
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2024, 277
  • [6] Artificial intelligence and big data analytics for supply chain resilience: a systematic literature review
    Efpraxia D. Zamani
    Conn Smyth
    Samrat Gupta
    Denis Dennehy
    Annals of Operations Research, 2023, 327 : 605 - 632
  • [7] Covid-19: Where is the Digital Transformation, Big Data, Artificial Intelligence and Data Analytics?
    Mendonca, Fabricio Martins
    Ribeiro Dantas, Mario Antonio
    REVISTA DO SERVICO PUBLICO, 2020, 71 : 212 - 234
  • [8] Impact of artificial intelligence-driven big data analytics culture on agility and resilience in humanitarian supply chain: A practice-based view
    Dubey, Rameshwar
    Bryde, David J.
    Dwivedi, Yogesh K.
    Graham, Gary
    Foropon, Cyril
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2022, 250
  • [9] Big data analytics capability in supply chain agility The moderating effect of organizational flexibility
    Dubey, Rameshwar
    Gunasekaran, Angappa
    Childe, Stephen J.
    MANAGEMENT DECISION, 2019, 57 (08) : 2092 - 2112
  • [10] How does digital transformation affect organisational sustainable performance: the mediating roles of supply chain agility and integration
    Meng, Jiajia
    Hao, Zhiling
    Yang, Jialu
    Hong, Yushan
    INTERNATIONAL JOURNAL OF LOGISTICS-RESEARCH AND APPLICATIONS, 2023,