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The Relationship Between Data-Intelligence Empowerment, Knowledge Diversification, and Knowledge Recombinant Capabilities: Research on Sustainability of Chinese High-Tech Listed Firms

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  • Qingjin Wang

    (Business School, Qingdao University, Qingdao 266071, China)

  • Mengqi Lyu

    (Business School, Qingdao University, Qingdao 266071, China)

Abstract

Based on resource orchestration theory, this paper examines the influence of data-intelligence empowerment on enterprise knowledge recombinant capabilities empirically, using A-share-listed high-technology enterprises from 2012 to 2021 as research examples. Research shows that data-intelligence empowerment can promote both enterprise knowledge recombinant reuse capability and knowledge recombinant creation capability. Furthermore, knowledge depth diversification acts as a mediator between data-intelligence empowerment and knowledge recombinant reuse capability, and knowledge breadth diversification plays a mediating role between data-intelligence empowerment and knowledge recombinant creation capability. The heterogeneity analysis demonstrates that the data-intelligence empowerment has a more promotive impact on knowledge recombinant reuse capability in non-state-owned enterprises and eastern region enterprises, and there is a promotion effect on the knowledge recombinant creation capability across enterprises with different ownership structures and regions. This study provides theoretical guidance as well as practical references for enterprises to take advantage of digital intelligence technology to empower themselves, match internal and external resources and capabilities, and ultimately accomplish sustainable recombinant innovation.

Suggested Citation

  • Qingjin Wang & Mengqi Lyu, 2025. "The Relationship Between Data-Intelligence Empowerment, Knowledge Diversification, and Knowledge Recombinant Capabilities: Research on Sustainability of Chinese High-Tech Listed Firms," Sustainability, MDPI, vol. 17(1), pages 1-24, January.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:1:p:291-:d:1559274
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    References listed on IDEAS

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    1. Robert M. Grant, 1996. "Prospering in Dynamically-Competitive Environments: Organizational Capability as Knowledge Integration," Organization Science, INFORMS, vol. 7(4), pages 375-387, August.
    2. Cuthbertson, Richard W. & Furseth, Peder Inge, 2022. "Digital services and competitive advantage: Strengthening the links between RBV, KBV, and innovation," Journal of Business Research, Elsevier, vol. 152(C), pages 168-176.
    3. Clint Chadwick & Janice F. Super & Kiwook Kwon, 2015. "Resource orchestration in practice: CEO emphasis on SHRM, commitment-based HR systems, and firm performance," Strategic Management Journal, Wiley Blackwell, vol. 36(3), pages 360-376, March.
    4. Seh-Hyun Yoo & Chang-Yang Lee, 2023. "Technological diversification, technology portfolio properties, and R&D productivity," The Journal of Technology Transfer, Springer, vol. 48(6), pages 2074-2105, December.
    5. Satish Nambisan, 2017. "Digital Entrepreneurship: Toward a Digital Technology Perspective of Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 41(6), pages 1029-1055, November.
    6. John Qi Dong & Chia-Han Yang, 2019. "Information technology and innovation outcomes: is knowledge recombination the missing link?," European Journal of Information Systems, Taylor & Francis Journals, vol. 28(6), pages 612-626, November.
    7. David G. Sirmon & Michael A. Hitt, 2003. "Managing Resources: Linking Unique Resources, Management, and Wealth Creation in Family Firms," Entrepreneurship Theory and Practice, , vol. 27(4), pages 339-358, October.
    8. Yuhua Zhang & Mengdie Hu, 2021. "Research on the Relationship between Data Empowerment and Service Innovation Capability of Logistics Platform Enterprise," Mathematical Problems in Engineering, Hindawi, vol. 2021, pages 1-11, May.
    9. Srikanth Paruchuri & Snehal Awate, 2017. "Organizational knowledge networks and local search: The role of intra‐organizational inventor networks," Strategic Management Journal, Wiley Blackwell, vol. 38(3), pages 657-675, March.
    10. Diéguez-Soto, Julio & Garrido-Moreno, Aurora & Manzaneque, Montserrat, 2018. "Unravelling the link between process innovation inputs and outputs: The moderating role of family management," Journal of Family Business Strategy, Elsevier, vol. 9(2), pages 114-127.
    11. Konstantinos Grigoriou & Frank T. Rothaermel, 2017. "Organizing for knowledge generation: internal knowledge networks and the contingent effect of external knowledge sourcing," Strategic Management Journal, Wiley Blackwell, vol. 38(2), pages 395-414, February.
    12. Strumsky, Deborah & Lobo, José, 2015. "Identifying the sources of technological novelty in the process of invention," Research Policy, Elsevier, vol. 44(8), pages 1445-1461.
    13. Yu-Shan Chen & Ke-Chiun Chang, 2012. "Using the entropy-based patent measure to explore the influences of related and unrelated technological diversification upon technological competences and firm performance," Scientometrics, Springer;Akadémiai Kiadó, vol. 90(3), pages 825-841, March.
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