A Review of Digital Transformation on Supply Chain Process Management Using Text Mining

被引:43
|
作者
Tavana, Madjid [1 ,2 ]
Shaabani, Akram [3 ]
Raeesi Vanani, Iman [3 ]
Kumar Gangadhari, Rajan [4 ]
机构
[1] La Salle Univ, Business Syst & Analyt Dept, Distinguished Chair Business Analyt, Philadelphia, PA 19141 USA
[2] Univ Paderborn, Fac Business Adm & Econ, Business Informat Syst Dept, D-33100 Paderborn, Germany
[3] Allameh Tabatabai Univ, Fac Management & Accounting, Dept Ind Management, Tehran 1489684511, Iran
[4] Natl Inst Ind Engn, Ind Engn & Mfg Syst, Mumbai 400087, Maharashtra, India
关键词
digital transformation; supply chain management; industry; 4.0; text mining; big data; analytics; INDUSTRY; 4.0; BIG-DATA; BLOCKCHAIN TECHNOLOGY; INTERNET; THINGS; ANALYTICS; BARRIERS; RISK; IMPLEMENTATION; OPPORTUNITIES;
D O I
10.3390/pr10050842
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Industry 4.0 technologies are causing a paradigm shift in supply chain process management. The digital transformation of the supply chains provides enormous benefits to organizations by empowering collaboration among multiple internal and external organizations and systems. This study presents a narrative review explaining the existing knowledge on digital transformation in supply chain process management using text mining. It summarizes the existing literature to explain the current state of the art in supply chain digitalization. This comprehensive review identifies the most important topics and technologies and determines the future trends in this emerging field. We investigate the articles published in Web of Science and Scopus databases and use text mining techniques (clustering and topic modeling) on the article contents. Using VOS viewer, a bibliometric analysis of 395 articles with 12,700 references is analyzed. The contents of the articles are explored using text mining approaches. The synthesized results reveal that the most important topics in digital transformation are "sustainable supply chain management" and "circular economy and industry 4.0 technologies". The study further discovers big data, data analytics, blockchain, artificial intelligence, machine learning, and the Internet of Things as the most critical technologies for facilitating supply chain digital transformation. Finally, an overlay heatmap analysis of the research articles found that digital transformation, supply chain management, industry 4.0, decision-making, and sustainability are emerging trends in supply chain digitalization.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] Review of Research on Digital Supply Chain Management Using Network Text Analysis
    Pyun, Jebum
    Rha, Jin Sung
    SUSTAINABILITY, 2021, 13 (17)
  • [2] Enterprise digital transformation and supply chain management
    Li, Zongru
    Zhang, Xiaohan
    Tao, Zhe
    Wang, Binbin
    FINANCE RESEARCH LETTERS, 2024, 60
  • [3] Strategic issues in digital transformation of HR management: systematic literature review and text mining
    Caratu, Myriam
    Dragomirov, Nikolay
    Iovanella, Antonio
    Vlahovic, Sanja
    TECHNOLOGY ANALYSIS & STRATEGIC MANAGEMENT, 2025,
  • [4] Digital transformation of the purchasing and supply management process
    Karttunen, Elina
    Lintukangas, Katrina
    Hallikas, Jukka
    INTERNATIONAL JOURNAL OF PHYSICAL DISTRIBUTION & LOGISTICS MANAGEMENT, 2023, 53 (5/6) : 685 - 706
  • [5] Text Mining in Supply Chain Risk Management: A Bibliometric Analysis
    Gelastopoulos, Georgios
    Keramydas, Christos
    Tsolakis, Naoum
    SUPPLY CHAINS, PT I, ICSC 2024, 2025, 2110 : 66 - 75
  • [6] Text Mining for Supply Chain Risk Management in the Apparel Industry
    Shah, Sayed Mehdi
    Luetjen, Michael
    Freitag, Michael
    APPLIED SCIENCES-BASEL, 2021, 11 (05): : 1 - 20
  • [7] Consolidated Definition of Digital Transformation by using Text Mining
    Hitham, M. H. Mohammed
    Elkadi, Hatem
    El Tazi, Neamat
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (03) : 544 - 552
  • [8] Unlocking the Potential of Robotic Process Automation for Digital Transformation in Logistics and Supply Chain Management
    Tsang, Y. P.
    Tang, Valerie
    Wu, C. H.
    Li, Fuqing
    JOURNAL OF GLOBAL INFORMATION MANAGEMENT, 2024, 32 (01)
  • [9] Supply Chain Transformation Based on Business Process Management
    Wang, Qinhua
    Ren, Changrui
    Shao, Bing
    Dong, Jin
    Ding, Hongwei
    Wang, Wei
    PROCEEDINGS OF 2009 IEEE INTERNATIONAL CONFERENCE ON SERVICE OPERATION, LOGISTICS AND INFORMATICS, 2009, : 518 - 523
  • [10] Digital interoperability and transformation in logistics and supply chain management: Editorial
    Pan, Shenle
    Trentesaux, Damien
    McFarlane, Duncan
    Montreuil, Benoit
    Ballot, Eric
    Huang, George Q.
    COMPUTERS IN INDUSTRY, 2021, 129