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Green Intellectual Capital and Green Supply Chain Performance: Does Big Data Analytics Capabilities Matter?

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  • Ayman wael AL-Khatib

    (Horizons of Science Center for Consultation and Research, Luminus Technical University, Amman 11118, Jordan)

  • Ahmed Shuhaiber

    (College of Technological Innovation, Zayed University, Abu Dhabi P.O. Box 144534, United Arab Emirates)

Abstract

In light of global environmental concerns growing, environmental awareness within firms has become more important than before, and many scholars and researchers have argued the importance of environmental management in promoting sustainable organizational performance, especially in the context of supply chains. Thus, the current study aimed at identifying the impact of the components of green intellectual capital (green human capital, green structural capital, green relational capital) on green supply chain performance in the manufacturing sector in Jordan, as well as identifying the moderating role of big data analytics capabilities. To achieve this aim, we developed a conceptual model of Structural Equation Modelling-Partial Least squares and tested through the Smart-PLS software on a sample of 438 respondents. Empirical results showed that each of the components of green intellectual capital and big data analytics explains 71.1% of the variance in green supply chain performance and that all components of green intellectual capital have a statistically significant impact on green supply chain performance. The results also revealed that the relationship between green relational capital and green supply chain performance is moderated through big data analytics capabilities. Finally, this study made a theoretical and managerial implications to the supply chain literature and industry.

Suggested Citation

  • Ayman wael AL-Khatib & Ahmed Shuhaiber, 2022. "Green Intellectual Capital and Green Supply Chain Performance: Does Big Data Analytics Capabilities Matter?," Sustainability, MDPI, vol. 14(16), pages 1-23, August.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:16:p:10054-:d:887791
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    1. Wang, Gang & Gunasekaran, Angappa & Ngai, Eric W.T. & Papadopoulos, Thanos, 2016. "Big data analytics in logistics and supply chain management: Certain investigations for research and applications," International Journal of Production Economics, Elsevier, vol. 176(C), pages 98-110.
    2. Rehman, Shafique Ur & Kraus, Sascha & Shah, Syed Asim & Khanin, Dmitry & Mahto, Raj V., 2021. "Analyzing the relationship between green innovation and environmental performance in large manufacturing firms," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    3. Santanu Mandal, 2018. "An examination of the importance of big data analytics in supply chain agility development," Management Research Review, Emerald Group Publishing Limited, vol. 41(10), pages 1201-1219, May.
    4. Yu, Wantao & Wong, Chee Yew & Chavez, Roberto & Jacobs, Mark A., 2021. "Integrating big data analytics into supply chain finance: The roles of information processing and data-driven culture," International Journal of Production Economics, Elsevier, vol. 236(C).
    5. Altig, Dave & Baker, Scott & Barrero, Jose Maria & Bloom, Nicholas & Bunn, Philip & Chen, Scarlet & Davis, Steven J. & Leather, Julia & Meyer, Brent & Mihaylov, Emil & Mizen, Paul & Parker, Nicholas &, 2020. "Economic uncertainty before and during the COVID-19 pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    6. Paula Benevene & Ilaria Buonomo & Eric Kong & Martina Pansini & Maria Luisa Farnese, 2021. "Management of Green Intellectual Capital: Evidence-Based Literature Review and Future Directions," Sustainability, MDPI, vol. 13(15), pages 1-22, July.
    7. Yu-Shan Chen, 2008. "The Positive Effect of Green Intellectual Capital on Competitive Advantages of Firms," Journal of Business Ethics, Springer, vol. 77(3), pages 271-286, February.
    8. Olivier Boiral & Marie-Christine Brotherton & Léo Rivaud & Laurence Guillaumie, 2021. "Organizations’ Management of the COVID-19 Pandemic: A Scoping Review of Business Articles," Sustainability, MDPI, vol. 13(7), pages 1-20, April.
    9. Sumit Maheshwari & Prerna Gautam & Chandra K. Jaggi, 2021. "Role of Big Data Analytics in supply chain management: current trends and future perspectives," International Journal of Production Research, Taylor & Francis Journals, vol. 59(6), pages 1875-1900, March.
    10. Yu-Shan Chen & Ching-Hsun Chang, 2013. "Utilize structural equation modeling (SEM) to explore the influence of corporate environmental ethics: the mediation effect of green human capital," Quality & Quantity: International Journal of Methodology, Springer, vol. 47(1), pages 79-95, January.
    11. Venkatesh Mani & Catarina Delgado & Benjamin T. Hazen & Purvishkumar Patel, 2017. "Mitigating Supply Chain Risk via Sustainability Using Big Data Analytics: Evidence from the Manufacturing Supply Chain," Sustainability, MDPI, vol. 9(4), pages 1-21, April.
    12. Mingxing Li & Mengjuan Zhang & Fredrick Oteng Agyeman & Hira Salah ud din Khan & Isabella Torcicollo, 2021. "Research on the Influence of Industry-University-Research Cooperation Innovation Network Characteristics on Subject Innovation Performance," Mathematical Problems in Engineering, Hindawi, vol. 2021, pages 1-13, August.
    13. Sarstedt, Marko & Ringle, Christian M. & Smith, Donna & Reams, Russell & Hair, Joseph F., 2014. "Partial least squares structural equation modeling (PLS-SEM): A useful tool for family business researchers," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 105-115.
    14. Chee Yew Wong & Christina W.Y. Wong & Sakun Boon-itt, 2020. "Effects of green supply chain integration and green innovation on environmental and cost performance," International Journal of Production Research, Taylor & Francis Journals, vol. 58(15), pages 4589-4609, July.
    15. Saqib Yaqoob Malik & Yukun Cao & Yasir Hayat Mughal & Ghulam Muhammad Kundi & Mudassir Hayat Mughal & T. Ramayah, 2020. "Pathways towards Sustainability in Organizations: Empirical Evidence on the Role of Green Human Resource Management Practices and Green Intellectual Capital," Sustainability, MDPI, vol. 12(8), pages 1-24, April.
    16. Fairlie, Robert W, 2020. "The Impact of COVID-19 on Small Business Owners: Continued Losses and the Partial Rebound in May 2020," Santa Cruz Department of Economics, Working Paper Series qt21f993s2, Department of Economics, UC Santa Cruz.
    17. So Ra Park & Sung Tae Kim & Hong-Hee Lee, 2022. "Green Supply Chain Management Efforts of First-Tier Suppliers on Economic and Business Performances in the Electronics Industry," Sustainability, MDPI, vol. 14(3), pages 1-23, February.
    18. Simon Mosey & Mike Wright, 2007. "From Human Capital to Social Capital: A Longitudinal Study of Technology–Based Academic Entrepreneurs," Entrepreneurship Theory and Practice, , vol. 31(6), pages 909-935, November.
    19. Xiaoying Ma, 2021. "Higher Education Research," Springer Books, in: The Economic Impact of Government Policy on China’s Private Higher Education Sector, chapter 0, pages 89-102, Springer.
    20. Salvatore, Dominick, 2020. "Growth and trade in the United States and the world economy: Overview," Journal of Policy Modeling, Elsevier, vol. 42(4), pages 750-759.
    21. Mahmoood Ali & Muhammad Shujaat Mubarik & Sajid Nazir, 2021. "Intellectual Capital and Supply Chain Mapping: A Proposed Framework," Springer Books, in: Muhammad Shahbaz & Muhammad Shujaat Mubarik & Tarique Mahmood (ed.), The Dynamics of Intellectual Capital in Current Era, pages 275-290, Springer.
    22. Kamble, Sachin S. & Gunasekaran, Angappa & Gawankar, Shradha A., 2020. "Achieving sustainable performance in a data-driven agriculture supply chain: A review for research and applications," International Journal of Production Economics, Elsevier, vol. 219(C), pages 179-194.
    23. Jing Yi Yong & Mohd‐Yusoff Yusliza & Thurasamy Ramayah & Charbel Jose Chiappetta Jabbour & Simone Sehnem & Venkatesh Mani, 2020. "Pathways towards sustainability in manufacturing organizations: Empirical evidence on the role of green human resource management," Business Strategy and the Environment, Wiley Blackwell, vol. 29(1), pages 212-228, January.
    24. Goel, Rajeev K. & Saunoris, James W. & Goel, Srishti S., 2021. "Supply chain performance and economic growth: The impact of COVID-19 disruptions," Journal of Policy Modeling, Elsevier, vol. 43(2), pages 298-316.
    25. Tiberio Daddi & Iñaki Heras‐Saizarbitoria & Luca Marrucci & Francesco Rizzi & Francesco Testa, 2021. "The effects of green supply chain management capability on the internalisation of environmental management systems and organisation performance," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(4), pages 1241-1253, July.
    26. Sudhanshu Joshi & Manu Sharma, 2022. "Impact of sustainable supply chain management on performance of SMEs amidst COVID-19 pandemic: an Indian perspective," International Journal of Logistics Economics and Globalisation, Inderscience Enterprises Ltd, vol. 9(3), pages 248-276.
    27. 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.
    28. Vecchiato, Riccardo, 2012. "Environmental uncertainty, foresight and strategic decision making: An integrated study," Technological Forecasting and Social Change, Elsevier, vol. 79(3), pages 436-447.
    29. 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.
    30. Shamim, Saqib & Zeng, Jing & Khan, Zaheer & Zia, Najam Ul, 2020. "Big data analytics capability and decision making performance in emerging market firms: The role of contractual and relational governance mechanisms," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    31. Zhu, Qinghua & Sarkis, Joseph & Lai, Kee-hung, 2008. "Confirmation of a measurement model for green supply chain management practices implementation," International Journal of Production Economics, Elsevier, vol. 111(2), pages 261-273, February.
    32. Secundo, Giustina & Ndou, Valentina & Vecchio, Pasquale Del & De Pascale, Gianluigi, 2020. "Sustainable development, intellectual capital and technology policies: A structured literature review and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    33. Atanu Sengupta & Sanjoy De, 2020. "Review of Literature," India Studies in Business and Economics, in: Assessing Performance of Banks in India Fifty Years After Nationalization, chapter 0, pages 15-30, Springer.
    34. Amin Khalil Alsadi & Thamir Hamad Alaskar & Karim Mezghani, 2021. "Adoption of Big Data Analytics in Supply Chain Management: Combining Organizational Factors With Supply Chain Connectivity," International Journal of Information Systems and Supply Chain Management (IJISSCM), IGI Global, vol. 14(2), pages 88-107, April.
    35. El-Kassar, Abdul-Nasser & Singh, Sanjay Kumar, 2019. "Green innovation and organizational performance: The influence of big data and the moderating role of management commitment and HR practices," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 483-498.
    36. Samuel Fosso Wamba & Angappa Gunasekaran & Rameshwar Dubey & Eric W. T. Ngai, 2018. "Big data analytics in operations and supply chain management," Annals of Operations Research, Springer, vol. 270(1), pages 1-4, November.
    37. Dmitry Ivanov & Alexandre Dolgui & Boris Sokolov & Marina Ivanova, 2017. "Literature review on disruption recovery in the supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 55(20), pages 6158-6174, October.
    38. Benzidia, Smail & Makaoui, Naouel & Bentahar, Omar, 2021. "The impact of big data analytics and artificial intelligence on green supply chain process integration and hospital environmental performance," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
    39. Wang, Yichuan & Kung, LeeAnn & Byrd, Terry Anthony, 2018. "Big data analytics: Understanding its capabilities and potential benefits for healthcare organizations," Technological Forecasting and Social Change, Elsevier, vol. 126(C), pages 3-13.
    40. 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.
    41. Christian Wankmüller & Gerald Reiner, 2020. "Coordination, cooperation and collaboration in relief supply chain management," Journal of Business Economics, Springer, vol. 90(2), pages 239-276, March.
    42. Smaïl Benzidia & Naouel Makaoui & Omar Bentahar, 2021. "The impact of big data analytics and artificial intelligence on green supply chain process integration and hospital environmental performance," Post-Print hal-03028127, HAL.
    43. Streukens, Sandra & Leroi-Werelds, Sara, 2016. "Bootstrapping and PLS-SEM: A step-by-step guide to get more out of your bootstrap results," European Management Journal, Elsevier, vol. 34(6), pages 618-632.
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