IDEAS home Printed from https://ideas.repec.org/a/bla/bstrat/v32y2023i8p6029-6046.html
   My bibliography  Save this article

Circular economy practices and environmental performance: Analysing the role of big data analytics capability and responsible research and innovation

Author

Listed:
  • Saumyaranjan Sahoo
  • Arvind Upadhyay
  • Anil Kumar

Abstract

This study employs dynamic capability view theory to comprehend the interplay between big data analytics capability (BDAC), responsible research and innovation (RRI) and circular economy practices (CEPs) as an execution strategy for improving environmental performance. The study uses partial least square structural equation modelling to analyse primary survey data collected from 326 manufacturers. The results indicate that BDAC, RRI and CEPs favourably affect environmental performance. Notably, RRI emerges as the most influential factor among the three. Furthermore, the findings suggest that implementing CEPs serves as a partial mediator for the influence of BDAC and RRI on environmental performance. Surprisingly, the study finds that the moderating impact of resource commitment is not statistically significant in any of the three pairwise interactions involving BDAC, RRI and CEPs with respect to environmental performance. The results have various intriguing implications for how manufacturers can enhance their circular economy strategies to achieve better environmental performance, representing a noteworthy contribution to the foundational theory of the dynamic capability view. Finally, these findings also provide valuable insights to managers, enabling a deeper understanding of the determinants that contribute to deploying CEPs and improving environmental performance within a manufacturing setting.

Suggested Citation

  • Saumyaranjan Sahoo & Arvind Upadhyay & Anil Kumar, 2023. "Circular economy practices and environmental performance: Analysing the role of big data analytics capability and responsible research and innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 32(8), pages 6029-6046, December.
  • Handle: RePEc:bla:bstrat:v:32:y:2023:i:8:p:6029-6046
    DOI: 10.1002/bse.3471
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/bse.3471
    Download Restriction: no

    File URL: https://libkey.io/10.1002/bse.3471?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. Lopes de Sousa Jabbour, Ana Beatriz & Chiappetta Jabbour, Charbel Jose & Choi, Tsan-Ming & Latan, Hengky, 2022. "‘Better together’: Evidence on the joint adoption of circular economy and industry 4.0 technologies," International Journal of Production Economics, Elsevier, vol. 252(C).
    2. Renata Konadu & Samuel Owusu‐Agyei & Theophilus A. Lartey & Albert Danso & Samuel Adomako & Joseph Amankwah‐Amoah, 2020. "CEOs' reputation, quality management and environmental innovation: The roles of stakeholder pressure and resource commitment," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2310-2323, September.
    3. Dubey, Rameshwar & Bryde, David J. & Dwivedi, Yogesh K. & Graham, Gary & Foropon, Cyril & Papadopoulos, Thanos, 2023. "Dynamic digital capabilities and supply chain resilience: The role of government effectiveness," International Journal of Production Economics, Elsevier, vol. 258(C).
    4. Saumyaranjan Sahoo & Anil Kumar & Arvind Upadhyay, 2023. "How do green knowledge management and green technology innovation impact corporate environmental performance? Understanding the role of green knowledge acquisition," Business Strategy and the Environment, Wiley Blackwell, vol. 32(1), pages 551-569, January.
    5. Ana Beatriz Lopes de Sousa Jabbour & C.J. Chiappetta Jabbour & T.-M. Choi & H. Latan, 2022. "`Better Together': Evidence on the Joint Adoption of Circular Economy and Industry 4.0 Technologies," Post-Print hal-04276062, HAL.
    6. Sengupta, Abhijit & Rossi, Federica, 2023. "The relationship between universities' funding portfolios and their knowledge exchange profiles: A dynamic capabilities view," Technovation, Elsevier, vol. 121(C).
    7. Naimatullah Shah & Bahadur Ali Soomro, 2021. "Internal green integration and environmental performance: The predictive power of proactive environmental strategy, greening the supplier, and environmental collaboration with the supplier," Business Strategy and the Environment, Wiley Blackwell, vol. 30(2), pages 1333-1344, February.
    8. Kristoffersen, Eivind & Mikalef, Patrick & Blomsma, Fenna & Li, Jingyue, 2021. "The effects of business analytics capability on circular economy implementation, resource orchestration capability, and firm performance," International Journal of Production Economics, Elsevier, vol. 239(C).
    9. Dubey, Rameshwar & Gunasekaran, Angappa & Childe, Stephen J. & Bryde, David J. & Giannakis, Mihalis & Foropon, Cyril & Roubaud, David & Hazen, Benjamin T., 2020. "Big data analytics and artificial intelligence pathway to operational performance under the effects of entrepreneurial orientation and environmental dynamism: A study of manufacturing organisations," International Journal of Production Economics, Elsevier, vol. 226(C).
    10. Liu, Yanping & Farooque, Muhammad & Lee, Chang-Hun & Gong, Yu & Zhang, Abraham, 2023. "Antecedents of circular manufacturing and its effect on environmental and financial performance: A practice-based view," International Journal of Production Economics, Elsevier, vol. 260(C).
    11. Gupta, Shivam & Chen, Haozhe & Hazen, Benjamin T. & Kaur, Sarabjot & Santibañez Gonzalez, Ernesto D.R., 2019. "Circular economy and big data analytics: A stakeholder perspective," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 466-474.
    12. Hasegawa, Shota & Kinoshita, Yuki & Yamada, Tetsuo & Bracke, Stefan, 2019. "Life cycle option selection of disassembly parts for material-based CO2 saving rate and recovery cost: Analysis of different market value and labor cost for reused parts in German and Japanese cases," International Journal of Production Economics, Elsevier, vol. 213(C), pages 229-242.
    13. Smaïl Benzidia & Omar Bentahar & Julien Husson & Naouel Makaoui, 2023. "Big Data Analytics Capability in Healthcare Operations and Supply Chain Management: The Role of Green Process Innovation," Post-Print hal-03856255, HAL.
    14. Kannan Govindan & Mia Hasanagic, 2018. "A systematic review on drivers, barriers, and practices towards circular economy: a supply chain perspective," International Journal of Production Research, Taylor & Francis Journals, vol. 56(1-2), pages 278-311, January.
    15. Bag, Surajit & Dhamija, Pavitra & Bryde, David J. & Singh, Rajesh Kumar, 2022. "Effect of eco-innovation on green supply chain management, circular economy capability, and performance of small and medium enterprises," Journal of Business Research, Elsevier, vol. 141(C), pages 60-72.
    16. Kaibalya Ketan Nayak & Deepak Singhal & Sushanta Tripathy, 2021. "Determination of challenges and driving forces of green supply chain management in Indian manufacturing industries: a critical review," International Journal of Logistics Systems and Management, Inderscience Enterprises Ltd, vol. 40(1), pages 28-51.
    17. Fellnhofer, Katharina, 2022. "Entrepreneurial alertness toward responsible research and innovation: Digital technology makes the psychological heart of entrepreneurship pound," Technovation, Elsevier, vol. 118(C).
    18. Jukka Luoma & Sampsa Ruutu & Adelaide Wilcox King & Henrikki Tikkanen, 2017. "Time delays, competitive interdependence, and firm performance," Strategic Management Journal, Wiley Blackwell, vol. 38(3), pages 506-525, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Shobande, Olatunji A. & Ogbeifun, Lawrence & Tiwari, Aviral Kumar, 2024. "Extricating the impacts of emissions trading system and energy transition on carbon intensity," Applied Energy, Elsevier, vol. 357(C).

    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. Stekelorum, Rebecca & Laguir, Issam & Lai, Kee-hung & Gupta, Shivam & Kumar, Ajay, 2021. "Responsible governance mechanisms and the role of suppliers’ ambidexterity and big data predictive analytics capabilities in circular economy practices improvements," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 155(C).
    2. Alessandra Neri & Marta Negri & Enrico Cagno & Simone Franzò & Vikas Kumar & Tommaso Lampertico & Carlo Andrea Bassani, 2023. "The role of digital technologies in supporting the implementation of circular economy practices by industrial small and medium enterprises," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4693-4718, November.
    3. Riggs, Randy & Felipe, Carmen M. & Roldán, José L. & Real, Juan C., 2024. "Information systems capabilities value creation through circular economy practices in uncertain environments: A conditional mediation model," Journal of Business Research, Elsevier, vol. 175(C).
    4. Harshad Sonar & Nikhil Ghag & Yashomandira Kharde & Shriya Ghosh, 2023. "Analysis of barriers affecting circular economy adoption in food supply chain: A strategic perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 32(8), pages 5273-5288, December.
    5. Surajit Bag & Muhammad Sabbir Rahman, 2024. "Navigating circular economy: Unleashing the potential of political and supply chain analytics skills among top supply chain executives for environmental orientation, regenerative supply chain practice," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 504-528, February.
    6. Li, Miaomiao & Cao, Guikun & Cui, Li & Liu, Xiaoquan & Dai, Jing, 2023. "Examining how government subsidies influence firms’ circular supply chain management: The role of eco-innovation and top management team," International Journal of Production Economics, Elsevier, vol. 261(C).
    7. Jing Shao & Cedric Aneye & Alyona Kharitonova & Wei Fang, 2023. "Essential innovation capability of producer‐service enterprises towards circular business model: Motivators and barriers," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4548-4567, November.
    8. Juan Cristóbal Hernández-Arzaba & Sarfraz Nazir & Sandra Nelly Leyva-Hernández & Sanar Muhyaddin, 2022. "Stakeholder Pressure Engaged with Circular Economy Principles and Economic and Environmental Performance," Sustainability, MDPI, vol. 14(23), pages 1-20, December.
    9. Zerbino, Pierluigi & Stefanini, Alessandro & Aloini, Davide & Dulmin, Riccardo & Mininno, Valeria, 2021. "Curling linearity into circularity: The benefits of formal scavenging in closed-loop settings," International Journal of Production Economics, Elsevier, vol. 240(C).
    10. De Lima, Felipe Alexandre & Seuring, Stefan, 2023. "A Delphi study examining risk and uncertainty management in circular supply chains," International Journal of Production Economics, Elsevier, vol. 258(C).
    11. Luoma, Päivi & Penttinen, Esko & Tapio, Petri & Toppinen, Anne, 2022. "Future images of data in circular economy for textiles," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    12. Davide Aloini & Riccardo Dulmin & Valeria Mininno & Alessandro Stefanini & Pierluigi Zerbino, 2020. "Driving the Transition to a Circular Economic Model: A Systematic Review on Drivers and Critical Success Factors in Circular Economy," Sustainability, MDPI, vol. 12(24), pages 1-14, December.
    13. Wong, David T.W. & Ngai, Eric W.T., 2023. "The impact of advanced manufacturing technology, sensing and analytics capabilities, and planning comprehensiveness on sustained competitive advantage: The moderating role of environmental uncertainty," International Journal of Production Economics, Elsevier, vol. 265(C).
    14. Usama Awan & Robert Sroufe & Muhammad Shahbaz, 2021. "Industry 4.0 and the circular economy: A literature review and recommendations for future research," Business Strategy and the Environment, Wiley Blackwell, vol. 30(4), pages 2038-2060, May.
    15. Suthep Nimsai & Chanin Yoopetch & Polin Lai, 2020. "Mapping the Knowledge Base of Sustainable Supply Chain Management: A Bibliometric Literature Review," Sustainability, MDPI, vol. 12(18), pages 1-21, September.
    16. Kamble, Sachin S. & Belhadi, Amine & Gunasekaran, Angappa & Ganapathy, L. & Verma, Surabhi, 2021. "A large multi-group decision-making technique for prioritizing the big data-driven circular economy practices in the automobile component manufacturing industry," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
    17. Ipek Kazancoglu & Muhittin Sagnak & Sachin Kumar Mangla & Yigit Kazancoglu, 2021. "Circular economy and the policy: A framework for improving the corporate environmental management in supply chains," Business Strategy and the Environment, Wiley Blackwell, vol. 30(1), pages 590-608, January.
    18. Saoussane Srhir & Anicia Jaegler & Jairo R. Montoya‐Torres, 2023. "Uncovering Industry 4.0 technology attributes in sustainable supply chain 4.0: A systematic literature review," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4143-4166, November.
    19. Surajit Bag & Gautam Srivastava & Anass Cherrafi & Ahad Ali & Rajesh Kumar Singh, 2024. "Data‐driven insights for circular and sustainable food supply chains: An empirical exploration of big data and predictive analytics in enhancing social sustainability performance," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 1369-1396, February.
    20. Bag, Surajit & Pretorius, Jan Ham Christiaan & Gupta, Shivam & Dwivedi, Yogesh K., 2021. "Role of institutional pressures and resources in the adoption of big data analytics powered artificial intelligence, sustainable manufacturing practices and circular economy capabilities," Technological Forecasting and Social Change, Elsevier, vol. 163(C).

    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:bla:bstrat:v:32:y:2023:i:8:p:6029-6046. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1099-0836 .

    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.