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

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  • 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
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    References listed on IDEAS

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    1. 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.
    2. 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.
    3. 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).
    4. 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).
    5. 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.
    6. 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.
    7. 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.
    8. 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).
    9. 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.
    10. 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).
    11. 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.
    12. 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).
    13. 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).
    14. 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.
    15. 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.
    16. 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.
    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.
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    Cited by:

    1. Shaham Saleem & Hafsa Bashir, 2024. "Environmental corporate social responsibility and green dynamic capability: The moderating role of slack resources," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(4), pages 3379-3394, July.
    2. 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).

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