IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0295327.html
   My bibliography  Save this article

Network evolution of diffusion in enterprise digitalization and intellectualization transformation: A technology—organization—environment framework perspective

Author

Listed:
  • Huan Hu
  • Mingyu Zhao
  • Xiaoyi Zhang

Abstract

Enterprise digitalization and intellectualization (EDI) is a crucial aspect of China’s modernization process. However, uncertainty in market and business decisions hinders the EDI diffusion process in China. Therefore, this research aims to solve the uncertainty problem of EDI diffusion by examining market demand and government policy coordination. First, we utilize complex network game theory and establish a technology–organization–environment framework for the factors that influence the elements of EDI transformation by combining evidence from existing studies. Second, the network game model is constructed to analyze and optimize the updating rules in the network as a diffusion strategy that enterprises under the uncertain market can adopt. Finally, the impact of adjusting government subsidies and different premiums on the diffusion of EDI transformation strategies is examined. The degree of market diffusion and average revenue of EDI are higher after the optimization of network node strategy updating rules compared to before optimization. Further analysis reveals that only the premium effect of product pricing and inverted U-shaped subsidy support from the government affect the degree of market diffusion and the average revenue of EDI, while the other premium effects are not significant. These findings enrich research related to complex networks and nonlinear dynamic strategies. They also indicate recommendations for government policies to enhance diffusion efficiency and reasonable pricing for enterprises to promote returns.

Suggested Citation

  • Huan Hu & Mingyu Zhao & Xiaoyi Zhang, 2023. "Network evolution of diffusion in enterprise digitalization and intellectualization transformation: A technology—organization—environment framework perspective," PLOS ONE, Public Library of Science, vol. 18(12), pages 1-23, December.
    • Handle: RePEc:plo:pone00:0295327
    DOI: 10.1371/journal.pone.0295327
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0295327
    Download Restriction: no
    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0295327&type=printable
    Download Restriction: no
    File URL: https://libkey.io/10.1371/journal.pone.0295327?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Xiaojian Guo & Huan Hu, 2020. "Strategy of BIM Building Operation and Maintenance Management Based on LV-EG Model," Mathematical Problems in Engineering, Hindawi, vol. 2020, pages 1-13, October.
    2. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 81032, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    3. Chen, Ping-Ho & Chu, Angus C. & Chu, Hsun & Lai, Ching-Chong, 2023. "Optimal capital taxation in an economy with innovation-driven growth," Macroeconomic Dynamics, Cambridge University Press, vol. 27(3), pages 635-668, April.
    4. Zhong, Meirui & Liu, Qing & Zeng, Anqi & Huang, Jianbai, 2018. "An effects analysis of China's metal mineral resource tax reform: A heterogeneous dynamic multi-regional CGE appraisal," Resources Policy, Elsevier, vol. 58(C), pages 303-313.
    5. Holmström, Jonny, 2022. "From AI to digital transformation: The AI readiness framework," Business Horizons, Elsevier, vol. 65(3), pages 329-339.
    6. Siwei Wang & Xin Li & Zibiao Li & Yongwei Ye, 2023. "The effects of government support on enterprises' digital transformation: Evidence from China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(5), pages 2520-2539, July.
    7. Xiao Han & Menghan Zhang & Yixuan Hu & Yuan Huang, 2022. "Study on the Digital Transformation Capability of Cost Consultation Enterprises Based on Maturity Model," Sustainability, MDPI, vol. 14(16), pages 1-18, August.
    8. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 82423, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    9. Yongzhi Qi & Yuchen Chai & Yifan Jiang, 2021. "Threshold effect of government subsidy, corporate social responsibility and brand value using the data of China’s top 500 most valuable brands," PLOS ONE, Public Library of Science, vol. 16(5), pages 1-15, May.
    10. Maik Dehnert & Josephine Schumann, 2022. "Uncovering the digitalization impact on consumer decision-making for checking accounts in banking," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(3), pages 1503-1528, September.
    11. Sunil Mithas & Zhi‐Long Chen & Terence J.V. Saldanha & Alysson De Oliveira Silveira, 2022. "How will artificial intelligence and Industry 4.0 emerging technologies transform operations management?," Production and Operations Management, Production and Operations Management Society, vol. 31(12), pages 4475-4487, December.
    12. Rui Li & Jing Rao & Liangyong Wan, 2022. "The digital economy, enterprise digital transformation, and enterprise innovation," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(7), pages 2875-2886, October.
    13. Liu, Penghui & Liu, Jing, 2017. "Cooperation in the prisoner’s dilemma game on tunable community networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 472(C), pages 156-163.
    14. Melissa Liborio Zapata & Lamia Berrah & Laurent Tabourot, 2021. "Analyzing the Impact Level of SMEs Features Over Digital Transformation: A Case Study [Analyse du niveau d'impact des caractéristiques des PME sur la transformation numérique : Une étude de cas]," Post-Print hal-03500160, HAL.
    15. de Lucas Ancillo, Antonio & Gavrila Gavrila, Sorin, 2023. "The Impact of Research and Development on Entrepreneurship, Innovation, Digitization and Digital transformation," Journal of Business Research, Elsevier, vol. 157(C).
    16. Nylén, Daniel & Holmström, Jonny, 2015. "Digital innovation strategy: A framework for diagnosing and improving digital product and service innovation," Business Horizons, Elsevier, vol. 58(1), pages 57-67.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chun-Liang Chen & Yao-Chin Lin & Wei-Hung Chen & Cheng-Fu Chao & Henry Pandia, 2021. "Role of Government to Enhance Digital Transformation in Small Service Business," Sustainability, MDPI, vol. 13(3), pages 1-24, January.
    2. Yang, Hefan & Liu, Xilu & Meng, Yao & Feng, Baoyi & Chen, Zhijun, 2024. "Digital transformation and the allocation of decision-making rights within business groups – Empirical evidence from China," Journal of Business Research, Elsevier, vol. 179(C).
    3. Liyan Tan & Xiaoxu Zhang & Yu Song & Fei Zou & Qiaoran Liao, 2024. "The impact of serial mergers and acquisitions on enterprises’ total factor productivity: The mediating role of digital transformation," PLOS ONE, Public Library of Science, vol. 19(11), pages 1-26, November.
    4. Chen, Yu & Wang, Yuandi & Zhao, Changyi, 2024. "From riches to digitalization: The role of AMC in overcoming challenges of digital transformation in resource-rich regions," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    5. Swen Nadkarni & Reinhard Prügl, 2021. "Digital transformation: a review, synthesis and opportunities for future research," Management Review Quarterly, Springer, vol. 71(2), pages 233-341, April.
    6. Ander, Veronika & Cihelka, Petr & Tyrychtr, Jan & Novák, David, 2022. "Towards Compromise User Experience Design in Ambient Intelligent Environment," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 14(2), June.
    7. Fuming Deng & Lu Cai & Xiaolei Ma, 2024. "Does digital transformation restrict the carbon emission intensity of enterprises? Evidence from listed manufacturing enterprises in China," Natural Resources Forum, Blackwell Publishing, vol. 48(2), pages 364-384, May.
    8. Severin Oesterle & Arne Buchwald & Nils Urbach, 2022. "Investigating the co-creation of IT consulting service value: empirical findings of a matched pair analysis," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(2), pages 571-597, June.
    9. Cong Cheng & Hongfang Cui, 2024. "Combining digital and legacy technologies: firm digital transformation strategies—evidence from Chinese manufacturing companies," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-14, December.
    10. T. O. Tolstykh & L. A. Gamidullayeva & E. V. Shkarupeta, 2018. "Key factors of development of the industrial enterprises in the conditions of the industry 4.0," Russian Journal of Industrial Economics, MISIS, vol. 11(1).
    11. Coskun-Setirek, Abide & Tanrikulu, Zuhal, 2021. "Digital innovations-driven business model regeneration: A process model," Technology in Society, Elsevier, vol. 64(C).
    12. Li, Fei & Zhang, Nana, 2025. "Digital transformation, innovation investment and quality," Finance Research Letters, Elsevier, vol. 75(C).
    13. Siwei Wang & Xin Li & Zibiao Li & Yongwei Ye, 2023. "The effects of government support on enterprises' digital transformation: Evidence from China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(5), pages 2520-2539, July.
    14. Sascha Kraus & Paul Jones & Norbert Kailer & Alexandra Weinmann & Nuria Chaparro-Banegas & Norat Roig-Tierno, 2021. "Digital Transformation: An Overview of the Current State of the Art of Research," SAGE Open, , vol. 11(3), pages 21582440211, September.
    15. Rugiubei Radu & Pînzaru Florina, 2022. "The digitalization of supply chain management in Romanian companies: an introductive research," Proceedings of the International Conference on Business Excellence, Sciendo, vol. 16(1), pages 1295-1305, August.
    16. Esther Calderon-Monge & Domingo Ribeiro-Soriano, 2024. "The role of digitalization in business and management: a systematic literature review," Review of Managerial Science, Springer, vol. 18(2), pages 449-491, February.
    17. Junru Chen & Lei Shen, 2024. "A Synthetic Review on Enterprise Digital Transformation: A Bibliometric Analysis," Sustainability, MDPI, vol. 16(5), pages 1-20, February.
    18. Piepponen, Amanda & Ritala, Paavo & Keränen, Joona & Maijanen, Päivi, 2022. "Digital transformation of the value proposition: A single case study in the media industry," Journal of Business Research, Elsevier, vol. 150(C), pages 311-325.
    19. Weber, Ellen & Büttgen, Marion & Bartsch, Silke, 2022. "How to take employees on the digital transformation journey: An experimental study on complementary leadership behaviors in managing organizational change," Journal of Business Research, Elsevier, vol. 143(C), pages 225-238.
    20. Kumar Saurabh & Parijat Upadhyay & Neelam Rani, 2025. "Towards Blockchain Decentralized Autonomous Organizations (DAO) Design," Information Systems Frontiers, Springer, vol. 27(2), pages 659-681, April.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0295327. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.