IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i19p14637-d1256143.html
   My bibliography  Save this article

Big Data Management Capabilities and Green Innovation: A Dynamic Capabilities View

Author

Listed:
  • Hongyi Mao

    (School of Business Administration, Guizhou University of Finance and Economics, Guiyang 550025, China)

  • Jiang Lu

    (School of Business Administration, Guizhou University of Finance and Economics, Guiyang 550025, China)

Abstract

In recent years, both industry professionals and scholars have shown increased interest in the ability of big data management capabilities (BDMCs) to drive green innovation, emphasizing their potential in fostering environmentally sustainable practices. While many studies highlight the positive influence of big data technology on green innovation, there is a notable gap in understanding the managerial process required for such innovation. Moreover, the roles of green dynamic capabilities and environmental turbulence in this context are underexplored. This study aims to contribute to the existing literature by examining the mechanisms and boundary conditions of the relationship between BDMCs and green innovation. We gathered data from 266 Chinese manufacturing enterprises using questionnaires and analyzed the results using Partial Least Squares Structural Equation Modeling (PLS-SEM). Our findings indicate that, despite the inherent qualities of BDMCs such as rarity, applicability, nonreplicability, and non-substitutability, their influence on green innovation is reduced in the absence of effective green dynamic capabilities. Furthermore, our study suggests that environmental turbulence does not weaken the influence of BDMCs on green dynamic capabilities; rather, it amplifies the effects of BDMCs on green dynamic capabilities and their impact on two types of green innovation. This study provides new insights for manufacturing enterprises aiming to achieve green transformation. We also discuss the theoretical and practical implications of the research, along with its limitations.

Suggested Citation

  • Hongyi Mao & Jiang Lu, 2023. "Big Data Management Capabilities and Green Innovation: A Dynamic Capabilities View," Sustainability, MDPI, vol. 15(19), pages 1-27, October.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:19:p:14637-:d:1256143
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/19/14637/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/15/19/14637/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Sanjay Kumar Singh & Manlio Del Giudice & Charbel Jose Chiappetta Jabbour & Hengky Latan & Amrik Singh Sohal, 2022. "Stakeholder pressure, green innovation, and performance in small and medium‐sized enterprises: The role of green dynamic capabilities," Business Strategy and the Environment, Wiley Blackwell, vol. 31(1), pages 500-514, January.
    2. Dayuan Li & Min Huang & Shenggang Ren & Xiaohong Chen & Lutao Ning, 2018. "Environmental Legitimacy, Green Innovation, and Corporate Carbon Disclosure: Evidence from CDP China 100," Journal of Business Ethics, Springer, vol. 150(4), pages 1089-1104, July.
    3. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    4. Ghasemaghaei, Maryam & Calic, Goran, 2020. "Assessing the impact of big data on firm innovation performance: Big data is not always better data," Journal of Business Research, Elsevier, vol. 108(C), pages 147-162.
    5. Li, Da-yuan & Liu, Juan, 2014. "Dynamic capabilities, environmental dynamism, and competitive advantage: Evidence from China," Journal of Business Research, Elsevier, vol. 67(1), pages 2793-2799.
    6. Danni Yu & Shen Tao & Abdul Hanan & Tze San Ong & Badar Latif & Mohsin Ali, 2022. "Fostering Green Innovation Adoption through Green Dynamic Capability: The Moderating Role of Environmental Dynamism and Big Data Analytic Capability," IJERPH, MDPI, vol. 19(16), pages 1-20, August.
    7. Yingying Sun & Kexin Bi & Shi Yin, 2020. "Measuring and Integrating Risk Management into Green Innovation Practices for Green Manufacturing under the Global Value Chain," Sustainability, MDPI, vol. 12(2), pages 1-33, January.
    8. Kathleen M. Eisenhardt & Jeffrey A. Martin, 2000. "Dynamic capabilities: what are they?," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1105-1121, October.
    9. Yu-Shan Chen, 2008. "The Driver of Green Innovation and Green Image – Green Core Competence," Journal of Business Ethics, Springer, vol. 81(3), pages 531-543, September.
    10. Ferreira, Jorge & Coelho, Arnaldo & Moutinho, Luiz, 2020. "Dynamic capabilities, creativity and innovation capability and their impact on competitive advantage and firm performance: The moderating role of entrepreneurial orientation," Technovation, Elsevier, vol. 92.
    11. Gao, Qiang & Cheng, Changming & Sun, Guanglin, 2023. "Big data application, factor allocation, and green innovation in Chinese manufacturing enterprises," Technological Forecasting and Social Change, Elsevier, vol. 192(C).
    12. Yu-Shan Chen & Shyh-Bao Lai & Chao-Tung Wen, 2006. "The Influence of Green Innovation Performance on Corporate Advantage in Taiwan," Journal of Business Ethics, Springer, vol. 67(4), pages 331-339, September.
    13. Jay R. Galbraith, 1974. "Organization Design: An Information Processing View," Interfaces, INFORMS, vol. 4(3), pages 28-36, May.
    14. Chengli Shu & Kevin Z. Zhou & Yazhen Xiao & Shanxing Gao, 2016. "How Green Management Influences Product Innovation in China: The Role of Institutional Benefits," Journal of Business Ethics, Springer, vol. 133(3), pages 471-485, February.
    15. Yuan, Baolong & Cao, Xueyun, 2022. "Do corporate social responsibility practices contribute to green innovation? The mediating role of green dynamic capability," Technology in Society, Elsevier, vol. 68(C).
    16. Rosa Maria Dangelico & Devashish Pujari & Pierpaolo Pontrandolfo, 2017. "Green Product Innovation in Manufacturing Firms: A Sustainability‐Oriented Dynamic Capability Perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 26(4), pages 490-506, May.
    17. S.A. Lippman & R.P. Rumelt, 1982. "Uncertain Imitability: An Analysis of Interfirm Differences in Efficiency under Competition," Bell Journal of Economics, The RAND Corporation, vol. 13(2), pages 418-438, Autumn.
    18. Bresciani, Stefano & Ciampi, Francesco & Meli, Francesco & Ferraris, Alberto, 2021. "Using big data for co-innovation processes: Mapping the field of data-driven innovation, proposing theoretical developments and providing a research agenda," International Journal of Information Management, Elsevier, vol. 60(C).
    19. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    20. Wei Lisi & Rui Zhu & Chunlin Yuan, 2020. "Embracing green innovation via green supply chain learning: The moderating role of green technology turbulence," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(1), pages 155-168, January.
    21. Wang, Peizhang, 2023. "Corporate social responsibility and corporate innovation–The moderating role of CEO social capital," Finance Research Letters, Elsevier, vol. 55(PA).
    22. Yu-Shan Chen & Ching-Hsun Chang, 2013. "The Determinants of Green Product Development Performance: Green Dynamic Capabilities, Green Transformational Leadership, and Green Creativity," Journal of Business Ethics, Springer, vol. 116(1), pages 107-119, August.
    23. Sidney G. Winter, 2003. "Understanding dynamic capabilities," Strategic Management Journal, Wiley Blackwell, vol. 24(10), pages 991-995, October.
    24. Paul Shrivastava, 1995. "Environmental technologies and competitive advantage," Strategic Management Journal, Wiley Blackwell, vol. 16(S1), pages 183-200.
    25. Ching-Hsun Chang, 2011. "The Influence of Corporate Environmental Ethics on Competitive Advantage: The Mediation Role of Green Innovation," Journal of Business Ethics, Springer, vol. 104(3), pages 361-370, December.
    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. Arnaldo Coelho & Jorge Ferreira & Catarina Proença, 2024. "The impact of green entrepreneurial orientation on sustainability performance through the effects of green product and process innovation: The moderating role of ambidexterity," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 3184-3202, May.
    2. Xuan Hung Nguyen & Khanh Linh Nguyen & Thi Van Ha Nguyen & Thi Thanh Huyen Nguyen & Van Loi Ta, 2023. "The Impact of Green Organizational Capabilities on Competitive Advantage of Construction Enterprises in Vietnam: The Mediating Role of Green Innovation," Sustainability, MDPI, vol. 15(16), pages 1-16, August.
    3. Yuan, Baolong & Cao, Xueyun, 2022. "Do corporate social responsibility practices contribute to green innovation? The mediating role of green dynamic capability," Technology in Society, Elsevier, vol. 68(C).
    4. Lu Qiu & Xiaowen Jie & Yanan Wang & Minjuan Zhao, 2020. "Green product innovation, green dynamic capability, and competitive advantage: Evidence from Chinese manufacturing enterprises," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(1), pages 146-165, January.
    5. Achi, Awele & Adeola, Ogechi & Achi, Francis Chukwuedo, 2022. "CSR and green process innovation as antecedents of micro, small, and medium enterprise performance: Moderating role of perceived environmental volatility," Journal of Business Research, Elsevier, vol. 139(C), pages 771-781.
    6. Albort-Morant, Gema & Leal-Millán, Antonio & Cepeda-Carrión, Gabriel, 2016. "The antecedents of green innovation performance: A model of learning and capabilities," Journal of Business Research, Elsevier, vol. 69(11), pages 4912-4917.
    7. Yu-Shan Chen & Ching-Hsun Chang, 2013. "The Determinants of Green Product Development Performance: Green Dynamic Capabilities, Green Transformational Leadership, and Green Creativity," Journal of Business Ethics, Springer, vol. 116(1), pages 107-119, August.
    8. Tu Thanh Hoai & Nha Nguyen Minh & Hien Vo Van & Nguyen Phong Nguyen, 2023. "Accounting going green: The move toward environmental sustainability in Vietnamese manufacturing firms," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1928-1941, July.
    9. Chotia, Varun & Cheng, Yue & Agarwal, Reeti & Vishnoi, Sushant Kumar, 2024. "AI-enabled Green Business Strategy: Path to carbon neutrality via environmental performance and green process innovation," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
    10. Rosa Maria Dangelico & Devashish Pujari & Pierpaolo Pontrandolfo, 2017. "Green Product Innovation in Manufacturing Firms: A Sustainability‐Oriented Dynamic Capability Perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 26(4), pages 490-506, May.
    11. Danni Yu & Shen Tao & Abdul Hanan & Tze San Ong & Badar Latif & Mohsin Ali, 2022. "Fostering Green Innovation Adoption through Green Dynamic Capability: The Moderating Role of Environmental Dynamism and Big Data Analytic Capability," IJERPH, MDPI, vol. 19(16), pages 1-20, August.
    12. Jing-Wen Huang & Yong-Hui Li, 2017. "Green Innovation and Performance: The View of Organizational Capability and Social Reciprocity," Journal of Business Ethics, Springer, vol. 145(2), pages 309-324, October.
    13. Ge Zhang & Yuxiang Gao & Gaoyong Li, 2023. "Research on Digital Transformation and Green Technology Innovation—Evidence from China’s Listed Manufacturing Enterprises," Sustainability, MDPI, vol. 15(8), pages 1-23, April.
    14. Tariq, Adeel & Badir, Yuosre F. & Tariq, Waqas & Bhutta, Umair Saeed, 2017. "Drivers and consequences of green product and process innovation: A systematic review, conceptual framework, and future outlook," Technology in Society, Elsevier, vol. 51(C), pages 8-23.
    15. Jana Hojnik & Mitja Ruzzier & Tatiana Manolova, 2017. "Eco-Innovation and Firm Efficiency: Empirical Evidence from Slovenia," Foresight and STI Governance (Foresight-Russia till No. 3/2015), National Research University Higher School of Economics, vol. 11(3), pages 103-111.
    16. Ying Guo, 2023. "External Knowledge Acquisition and Green Innovation in Chinese Firms: Unveiling the Impact of Green Dynamic Capabilities," SAGE Open, , vol. 13(3), pages 21582440231, July.
    17. Tze San Ong & Ah Suat Lee & Boon Heng Teh & Hussain Bakhsh Magsi, 2019. "Environmental Innovation, Environmental Performance and Financial Performance: Evidence from Malaysian Environmental Proactive Firms," Sustainability, MDPI, vol. 11(12), pages 1-18, June.
    18. Chengliang Wang & Xiaojun Liu & Yang Li, 2024. "Exploring Dynamic Capability Drivers of Green Innovation at Different Digital Transformation Stages: Evidence from Listed Companies in China," Sustainability, MDPI, vol. 16(13), pages 1-22, July.
    19. Manjot Singh Bhatia & Suresh Kumar Jakhar, 2021. "The effect of environmental regulations, top management commitment, and organizational learning on green product innovation: Evidence from automobile industry," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 3907-3918, December.
    20. Magdalena Pichlak, 2021. "The Drivers of Technological Eco-Innovation—Dynamic Capabilities and Leadership," Sustainability, MDPI, vol. 13(10), pages 1-17, May.

    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:gam:jsusta:v:15:y:2023:i:19:p:14637-:d:1256143. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.