IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i11p8456-d1153494.html
   My bibliography  Save this article

Understanding the Impact of Big Data Analytics and Knowledge Management on Green Innovation Practices and Organizational Performance: The Moderating Effect of Government Support

Author

Listed:
  • Lahcene Makhloufi

    (School of Management, Mae Fah Luang University, 333 Moo 1 Tasood, Muang Chiang Rai 57100, Thailand)

  • László Vasa

    (Faculty of Business and Economics, Széchenyi István University, 9026 Győr, Hungary)

  • Joanna Rosak-Szyrocka

    (Department of Production Engineering and Safety, Faculty of Management, Czestochowa University of Technology, 42-200 Czestochowa, Poland)

  • Farouk Djermani

    (Faculty of Economics and Business, Universitas Indonesia, Depok 16424, Indonesia)

Abstract

Understanding and predicting the relationship between big data analytics (BDA) and knowledge management (KM) and how they complement each other is still an ambiguous and strategically crucial issue. This study aims to investigate the interrelationships between BDA and KM in fostering green innovation practices (GIP) and organizational performance and, in addition, to explore the mediation effect of KM and how it can boost the impact of BDA on GIP. Based upon the underpinning theories that cover the study’s research model, several hypotheses were proposed and then examined. Using a cross-sectional research design, 174 questionnaires were collected from medium and large Algerian manufacturing firms. The study applied smart PLS-SEM for data analysis. The sorted results show that BDA positively impacts KM and GIP. The results also indicate that GIP positively influences and increases firm performance. In addition, the findings reveal that government support plays a significant part in leveling up firms’ GIP. Furthermore, the study emphasizes the critical impact of KM to polish the impact of BDA on GIP. This study highlights the necessity of improving the technological and managerial aspects of BDA by determining valuable capabilities, such as KM processes, to enhance organizational performance. Tracking business opportunities and predicting their relevant threats has become a severe concern to knowledge-extensive firms. Therefore, BDA can enable managers to absorb a large amount of data to increase the efficiency of a business decision to ensure survival and advancement. The study discusses both practical and theoretical implications.

Suggested Citation

  • Lahcene Makhloufi & László Vasa & Joanna Rosak-Szyrocka & Farouk Djermani, 2023. "Understanding the Impact of Big Data Analytics and Knowledge Management on Green Innovation Practices and Organizational Performance: The Moderating Effect of Government Support," Sustainability, MDPI, vol. 15(11), pages 1-22, May.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:11:p:8456-:d:1153494
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/11/8456/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/11/8456/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Mingfeng Tang & Grace Walsh & Daniel Lerner & Markus A. Fitza & Qiaohua Li, 2018. "Green Innovation, Managerial Concern and Firm Performance: An Empirical Study," Business Strategy and the Environment, Wiley Blackwell, vol. 27(1), pages 39-51, January.
    2. Lahcene Makhloufi & Abderrazak Ahmed Laghouag & Alhussain Ali Sahli & Fateh Belaid, 2021. "Impact of Entrepreneurial Orientation on Innovation Capability: The Mediating Role of Absorptive Capability and Organizational Learning Capabilities," Sustainability, MDPI, vol. 13(10), pages 1-20, May.
    3. Rialti, Riccardo & Zollo, Lamberto & Ferraris, Alberto & Alon, Ilan, 2019. "Big data analytics capabilities and performance: Evidence from a moderated multi-mediation model," Technological Forecasting and Social Change, Elsevier, vol. 149(C).
    4. Tang Meirun & Lahcene Makhloufi & Mohamad Ghozali Hassan, 2020. "Environmental Outcomes of Green Entrepreneurship Harmonization," Sustainability, MDPI, vol. 12(24), pages 1-26, December.
    5. Ciampi, Francesco & Demi, Stefano & Magrini, Alessandro & Marzi, Giacomo & Papa, Armando, 2021. "Exploring the impact of big data analytics capabilities on business model innovation: The mediating role of entrepreneurial orientation," Journal of Business Research, Elsevier, vol. 123(C), pages 1-13.
    6. Thomas Niebel & Fabienne Rasel & Steffen Viete, 2019. "BIG data – BIG gains? Understanding the link between big data analytics and innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(3), pages 296-316, April.
    7. Hermenegildo Gil-Gomez & Vicente Guerola-Navarro & Raul Oltra-Badenes & José Antonio Lozano-Quilis, 2020. "Customer relationship management: digital transformation and sustainable business model innovation," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 33(1), pages 2733-2750, January.
    8. Larissa Marchiori Pacheco & Marlon Fernandes Rodrigues Alves & Lara Bartocci Liboni, 2018. "Green absorptive capacity: A mediation‐moderation model of knowledge for innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 27(8), pages 1502-1513, December.
    9. Sarstedt, Marko & Hair, Joseph F. & Cheah, Jun-Hwa & Becker, Jan-Michael & Ringle, Christian M., 2019. "How to specify, estimate, and validate higher-order constructs in PLS-SEM," Australasian marketing journal, Elsevier, vol. 27(3), pages 197-211.
    10. Jianming Zhang & Gongqian Liang & Taiwen Feng & Chunlin Yuan & Wenbo Jiang, 2020. "Green innovation to respond to environmental regulation: How external knowledge adoption and green absorptive capacity matter?," Business Strategy and the Environment, Wiley Blackwell, vol. 29(1), pages 39-53, January.
    11. Mahdi Nasrollahi & Mohammad Reza Fathi & Naghmeh Sheikh Hassani, 2020. "Eco-innovation and cleaner production as sustainable competitive advantage antecedents: the mediating role of green performance," International Journal of Business Innovation and Research, Inderscience Enterprises Ltd, vol. 22(3), pages 388-407.
    12. 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.
    13. Die Hu & Lu Qiu & Maoyan She & Yu Wang, 2021. "Sustaining the sustainable development: How do firms turn government green subsidies into financial performance through green innovation?," Business Strategy and the Environment, Wiley Blackwell, vol. 30(5), pages 2271-2292, July.
    14. 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.
    15. Usama Awan & Marlen Gabriele Arnold & Ismail Gölgeci, 2021. "Enhancing green product and process innovation: Towards an integrative framework of knowledge acquisition and environmental investment," Business Strategy and the Environment, Wiley Blackwell, vol. 30(2), pages 1283-1295, February.
    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. Lahcene Makhloufi & Abderrazak Ahmed Laghouag & Tang Meirun & Fateh Belaid, 2022. "Impact of green entrepreneurship orientation on environmental performance: The natural resource‐based view and environmental policy perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 31(1), pages 425-444, January.
    2. Ciampi, Francesco & Faraoni, Monica & Ballerini, Jacopo & Meli, Francesco, 2022. "The co-evolutionary relationship between digitalization and organizational agility: Ongoing debates, theoretical developments and future research perspectives," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    3. Yueping Du & Huanhuan Wang, 2022. "Green Innovation Sustainability: How Green Market Orientation and Absorptive Capacity Matter?," Sustainability, MDPI, vol. 14(13), pages 1-20, July.
    4. Jiatong Yu & Jiajue Wang & Taesoo Moon, 2022. "Influence of Digital Transformation Capability on Operational Performance," Sustainability, MDPI, vol. 14(13), pages 1-20, June.
    5. Jim Andersén, 2023. "Green resource orchestration: A critical appraisal of the use of resource orchestration in environmental management research, and a research agenda for future study," Business Strategy and the Environment, Wiley Blackwell, vol. 32(8), pages 5506-5520, December.
    6. Wunhong Su & Chun Guo & Xiaobao Song, 2022. "Media coverage, Environment Protection Law and environmental research and development: evidence from the Chinese-listed firms," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(5), pages 6953-6983, May.
    7. Li, Lei & Lin, Jiabao & Ouyang, Ye & Luo, Xin (Robert), 2022. "Evaluating the impact of big data analytics usage on the decision-making quality of organizations," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    8. Osama Musa Ali Al-Darras & Cem Tanova, 2022. "From Big Data Analytics to Organizational Agility: What Is the Mechanism?," SAGE Open, , vol. 12(2), pages 21582440221, June.
    9. Suqin Liao & Qianying Hu & Jingjing Wei, 2023. "How to Leverage Big Data Analytic Capabilities for Innovation Ambidexterity: A Mediated Moderation Model," Sustainability, MDPI, vol. 15(5), pages 1-19, February.
    10. Saira Begum & Muhammad Ashfaq & Enjun Xia & Usama Awan, 2022. "Does green transformational leadership lead to green innovation? The role of green thinking and creative process engagement," Business Strategy and the Environment, Wiley Blackwell, vol. 31(1), pages 580-597, January.
    11. Vrontis, Demetris & Basile, Gianpaolo & Simona Andreano, M. & Mazzitelli, Andrea & Papasolomou, Ioanna, 2020. "The profile of innovation driven Italian SMEs and the relationship between the firms’ networking abilities and dynamic capabilities," Journal of Business Research, Elsevier, vol. 114(C), pages 313-324.
    12. Keonhyeong Lee & Liyuan Wang, 2023. "Chinese High-Tech Export Performance: Effects of Intellectual Capital Mediated by Dynamic and Risk Management Capabilities," SAGE Open, , vol. 13(1), pages 21582440231, February.
    13. 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.
    14. Lu Chen & Ming Yuan & Han Lin & Yilong Han & Youyou Yu & Caihui Sun, 2023. "Organizational improvisation and corporate green innovation: A dynamic capability perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 32(8), pages 5686-5701, December.
    15. Chen, Yantai & Luo, Haibei & Chen, Jin & Guo, Yanlin, 2022. "Building data-driven dynamic capabilities to arrest knowledge hiding: A knowledge management perspective," Journal of Business Research, Elsevier, vol. 139(C), pages 1138-1154.
    16. Efpraxia D. Zamani & Anastasia Griva & Kieran Conboy, 2022. "Using Business Analytics for SME Business Model Transformation under Pandemic Time Pressure," Information Systems Frontiers, Springer, vol. 24(4), pages 1145-1166, August.
    17. Juanru Wang & Yajiong Xue & Jin Yang, 2020. "Boundary‐spanning search and firms' green innovation: The moderating role of resource orchestration capability," Business Strategy and the Environment, Wiley Blackwell, vol. 29(2), pages 361-374, February.
    18. Forliano, Canio & Ferraris, Alberto & Bivona, Enzo & Couturier, Jerome, 2022. "Pouring new wine into old bottles: A dynamic perspective of the interplay among environmental dynamism, capabilities development, and performance," Journal of Business Research, Elsevier, vol. 142(C), pages 448-463.
    19. 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.
    20. Zhunxin Huang & Zengrui Xiao, 2023. "Dynamic Capabilities, Environmental Management Capabilities, Stakeholder Pressure and Eco-Innovation of Chinese Manufacturing Firms: A Moderated Mediation Model," Sustainability, MDPI, vol. 15(9), pages 1-22, 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:11:p:8456-:d:1153494. 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.