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Leveraging artificial intelligence to facilitate green servitization: Resource orchestration and Re-institutionalization perspectives

Author

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  • Chowdhury, Soumyadeb
  • Ren, Shuang
  • Richey, Robert Glenn

Abstract

Research in operations and supply chain management (O&SCM) has highlighted drivers of digital servitization, along with the influence of Industry 4.0 technologies, such as artificial intelligence (AI). Amidst growing environmental concerns, green servitization (GS) has emerged as a strategic alternative to achieve sustainability. However, few studies have examined the interaction between AI capabilities and GS. To address this gap, this study integrates the resource orchestration theory and theory of institutional entrepreneurship for sustainable organizations, to develop a conceptual model examining the relationship between AI-driven decision support systems (ADSS) capabilities, supply-chain alertness (SCA), resource orchestration (REO), re-institutionalization (REI), circular economy practices (CEP), and GS. A survey was conducted with 248 UK supply chain managers and partial least squares-structural equation modelling was used for analysis. The results indicate that ADSS capabilities will significantly enhance SCA (β = 0.597), and the latter will significantly influence REO (β = 0.461), REI (β = 0.495), and CEP (β = 0.160). We also found that the CEP will significantly impact GS (β = 0.781). Both REO (β = 0.169) and REI (β = 0.142) significantly mediates the relationship between SCA and CEP, i.e., REO and REI will facilitate implementing CEP resulting from AI-driven SCA. These findings highlight the critical role of ADSS in enabling managers to orchestrate resources and implement new institutional frameworks, essential for adopting GS in the supply chain.

Suggested Citation

  • Chowdhury, Soumyadeb & Ren, Shuang & Richey, Robert Glenn, 2025. "Leveraging artificial intelligence to facilitate green servitization: Resource orchestration and Re-institutionalization perspectives," International Journal of Production Economics, Elsevier, vol. 281(C).
    • Handle: RePEc:eee:proeco:v:281:y:2025:i:c:s0925527325000040
    DOI: 10.1016/j.ijpe.2025.109519
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    as
    1. Phil Brown & Nancy Bocken & Ruud Balkenende, 2019. "Why Do Companies Pursue Collaborative Circular Oriented Innovation?," Sustainability, MDPI, vol. 11(3), pages 1-23, January.
    2. Mohsin Malik & Hadi Ghaderi & Amir Andargoli, 2021. "A resource orchestration view of supply chain traceability and transparency bundles for competitive advantage," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 3866-3881, December.
    3. Okabe, Tomoyuki & Otsuka, Yuichi, 2021. "Proposal of a Validation Method of Failure Mode Analyses based on the Stress-Strength Model with a Support Vector Machine," Reliability Engineering and System Safety, Elsevier, vol. 205(C).
    4. Beske, Philip & Land, Anna & Seuring, Stefan, 2014. "Sustainable supply chain management practices and dynamic capabilities in the food industry: A critical analysis of the literature," International Journal of Production Economics, Elsevier, vol. 152(C), pages 131-143.
    5. Junaid, Muhammad & Zhang, Qingyu & Cao, Mei & Luqman, Adeel, 2023. "Nexus between technology enabled supply chain dynamic capabilities, integration, resilience, and sustainable performance: An empirical examination of healthcare organizations," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
    6. Walter R. Stahel, 2016. "The circular economy," Nature, Nature, vol. 531(7595), pages 435-438, March.
    7. Emilia Vann Yaroson & Soumyadeb Chowdhury & Sachin Kumar Mangla & Prasanta Kumar Dey, 2024. "Unearthing the interplay between organisational resources, knowledge and industry 4.0 analytical decision support tools to achieve sustainability and supply chain wellbeing," Annals of Operations Research, Springer, vol. 342(2), pages 1321-1368, November.
    8. Silke Niehoff, 2022. "Aligning digitalisation and sustainable development? Evidence from the analysis of worldviews in sustainability reports," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2546-2567, July.
    9. Parker, Hamieda & Ameen, Khadija, 2018. "The role of resilience capabilities in shaping how firms respond to disruptions," Journal of Business Research, Elsevier, vol. 88(C), pages 535-541.
    10. Shin, Nina & Park, Sangwook, 2021. "Supply chain leadership driven strategic resilience capabilities management: A leader-member exchange perspective," Journal of Business Research, Elsevier, vol. 122(C), pages 1-13.
    11. Toorajipour, Reza & Sohrabpour, Vahid & Nazarpour, Ali & Oghazi, Pejvak & Fischl, Maria, 2021. "Artificial intelligence in supply chain management: A systematic literature review," Journal of Business Research, Elsevier, vol. 122(C), pages 502-517.
    12. Danese, Pamela & Kalchschmidt, Matteo, 2011. "The role of the forecasting process in improving forecast accuracy and operational performance," International Journal of Production Economics, Elsevier, vol. 131(1), pages 204-214, May.
    13. Kristoffersen, Eivind & Blomsma, Fenna & Mikalef, Patrick & Li, Jingyue, 2020. "The smart circular economy: A digital-enabled circular strategies framework for manufacturing companies," Journal of Business Research, Elsevier, vol. 120(C), pages 241-261.
    14. Xun Li & Qun Wu & Clyde W. Holsapple & Thomas Goldsby, 2017. "An empirical examination of firm financial performance along dimensions of supply chain resilience," Management Research Review, Emerald Group Publishing Limited, vol. 40(3), pages 254-269, March.
    15. Emilia Vann Yaroson & Soumyadeb Chowdhury & Sachin Kumar Mangla & Prasanta Dey & Felix T. S. Chan & Melanie Roux, 2024. "A systematic literature review exploring and linking circular economy and sustainable development goals in the past three decades (1991–2022)," International Journal of Production Research, Taylor & Francis Journals, vol. 62(4), pages 1399-1433, February.
    16. Kivimaa, Paula & Boon, Wouter & Hyysalo, Sampsa & Klerkx, Laurens, 2019. "Towards a typology of intermediaries in sustainability transitions: A systematic review and a research agenda," Research Policy, Elsevier, vol. 48(4), pages 1062-1075.
    17. Nathalia Suchek & Cristina I. Fernandes & Sascha Kraus & Matthias Filser & Helena Sjögrén, 2021. "Innovation and the circular economy: A systematic literature review," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 3686-3702, December.
    18. Upadhayay, Neha B. & Rocchetta, Silvia & Gupta, Shivam & Kamble, Sachin & Stekelorum, Rebecca, 2024. "Blazing the trail: The role of digital and green servitization on technological innovation," Technovation, Elsevier, vol. 130(C).
    19. Mohit Goswami & Yash Daultani & Felix T.S. Chan & Saurabh Pratap, 2022. "Assessing the impact of supplier benchmarking in manufacturing value chains: an Intelligent decision support system for original equipment manufacturers," International Journal of Production Research, Taylor & Francis Journals, vol. 60(24), pages 7411-7435, December.
    20. Steve Kennedy & Martina K. Linnenluecke, 2022. "Circular economy and resilience: A research agenda," Business Strategy and the Environment, Wiley Blackwell, vol. 31(6), pages 2754-2765, September.
    21. Zhang, Dan & Pee, L.G. & Cui, Lili, 2021. "Artificial intelligence in E-commerce fulfillment: A case study of resource orchestration at Alibaba’s Smart Warehouse," International Journal of Information Management, Elsevier, vol. 57(C).
    22. Sudusinghe, Jayani Ishara & Seuring, Stefan, 2022. "Supply chain collaboration and sustainability performance in circular economy: A systematic literature review," International Journal of Production Economics, Elsevier, vol. 245(C).
    23. Chunguang Bai & Joseph Sarkis & Fengfu Yin & Yijie Dou, 2020. "Sustainable supply chain flexibility and its relationship to circular economy-target performance," International Journal of Production Research, Taylor & Francis Journals, vol. 58(19), pages 5893-5910, October.
    24. Sumona Mukhuty & Arvind Upadhyay & Holly Rothwell, 2022. "Strategic sustainable development of Industry 4.0 through the lens of social responsibility: The role of human resource practices," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2068-2081, July.
    25. Nancy M. P. Bocken & Elsa A. Olivetti & Jonathan M. Cullen & José Potting & Reid Lifset, 2017. "Taking the Circularity to the Next Level: A Special Issue on the Circular Economy," Journal of Industrial Ecology, Yale University, vol. 21(3), pages 476-482, June.
    26. de Jesus, Ana & Mendonça, Sandro, 2018. "Lost in Transition? Drivers and Barriers in the Eco-innovation Road to the Circular Economy," Ecological Economics, Elsevier, vol. 145(C), pages 75-89.
    27. Dey, Prasanta Kumar & Malesios, Chrysovalantis & Chowdhury, Soumyadeb & Saha, Krishnendu & Budhwar, Pawan & De, Debashree, 2022. "Adoption of circular economy practices in small and medium-sized enterprises: Evidence from Europe," International Journal of Production Economics, Elsevier, vol. 248(C).
    28. El Baz, Jamal & Ruel, Salomée, 2021. "Can supply chain risk management practices mitigate the disruption impacts on supply chains’ resilience and robustness? Evidence from an empirical survey in a COVID-19 outbreak era," International Journal of Production Economics, Elsevier, vol. 233(C).
    29. Sjödin, David & Parida, Vinit & Palmié, Maximilian & Wincent, Joakim, 2021. "How AI capabilities enable business model innovation: Scaling AI through co-evolutionary processes and feedback loops," Journal of Business Research, Elsevier, vol. 134(C), pages 574-587.
    30. Lai-Wan Wong & Garry Wei-Han Tan & Keng-Boon Ooi & Binshan Lin & Yogesh K. Dwivedi, 2024. "Artificial intelligence-driven risk management for enhancing supply chain agility: A deep-learning-based dual-stage PLS-SEM-ANN analysis," International Journal of Production Research, Taylor & Francis Journals, vol. 62(15), pages 5535-5555, August.
    31. Kirchherr, Julian & Reike, Denise & Hekkert, Marko, 2017. "Conceptualizing the circular economy: An analysis of 114 definitions," Resources, Conservation & Recycling, Elsevier, vol. 127(C), pages 221-232.
    32. Suk Bong Choi & Wang Ro Lee & Seung-Wan Kang, 2020. "Entrepreneurial Orientation, Resource Orchestration Capability, Environmental Dynamics and Firm Performance: A Test of Three-Way Interaction," Sustainability, MDPI, vol. 12(13), pages 1-13, July.
    33. Gomes, Leonardo Augusto de Vasconcelos & Faria, Aline Mariane de & Braz, Antonio Carlos & Mello, Adriana Marotti de & Borini, Felipe Mendes & Ometto, Aldo Roberto, 2023. "Circular ecosystem management: Orchestrating ecosystem value proposition and configuration," International Journal of Production Economics, Elsevier, vol. 256(C).
    34. Abou-Foul, Mohamad & Ruiz-Alba, Jose L. & López-Tenorio, Pablo J., 2023. "The impact of artificial intelligence capabilities on servitization: The moderating role of absorptive capacity-A dynamic capabilities perspective," Journal of Business Research, Elsevier, vol. 157(C).
    35. Amine Belhadi & Venkatesh Mani & Sachin S. Kamble & Syed Abdul Rehman Khan & Surabhi Verma, 2024. "Artificial intelligence-driven innovation for enhancing supply chain resilience and performance under the effect of supply chain dynamism: an empirical investigation," Annals of Operations Research, Springer, vol. 333(2), pages 627-652, February.
    36. Chirumalla, Koteshwar & Leoni, Luna & Oghazi, Pejvak, 2023. "Moving from servitization to digital servitization: Identifying the required dynamic capabilities and related microfoundations to facilitate the transition," Journal of Business Research, Elsevier, vol. 158(C).
    37. Ornella Benedettini, 2022. "Green Servitization in the Single-Use Medical Device Industry: How Device OEMs Create Supply Chain Circularity through Reprocessing," Sustainability, MDPI, vol. 14(19), pages 1-21, October.
    38. Julie Battilana & Bernard Leca & Eva Boxenbaum, 2009. "How actors change institutions : Towards a theory of institutional entrepreneurship," Post-Print hal-00576509, HAL.
    39. Christina W.Y. Wong & Chee Yew Wong & Sakun Boon‐itt, 2018. "How Does Sustainable Development of Supply Chains Make Firms Lean, Green and Profitable? A Resource Orchestration Perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 27(3), pages 375-388, March.
    40. 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.
    41. Akter, Shahriar & Wamba, Samuel Fosso & D’Ambra, John, 2019. "Enabling a transformative service system by modeling quality dynamics," International Journal of Production Economics, Elsevier, vol. 207(C), pages 210-226.
    42. Dash, Ganesh & Paul, Justin, 2021. "CB-SEM vs PLS-SEM methods for research in social sciences and technology forecasting," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    43. Chowdhury, Soumyadeb & Dey, Prasanta Kumar & Rodríguez-Espíndola, Oscar & Parkes, Geoff & Tuyet, Nguyen Thi Anh & Long, Dang Duc & Ha, Tran Phuong, 2022. "Impact of Organisational Factors on the Circular Economy Practices and Sustainable Performance of Small and Medium-sized Enterprises in Vietnam," Journal of Business Research, Elsevier, vol. 147(C), pages 362-378.
    44. Rodríguez-Espíndola, Oscar & Cuevas-Romo, Ana & Chowdhury, Soumyadeb & Díaz-Acevedo, Natalie & Albores, Pavel & Despoudi, Stella & Malesios, Chrisovalantis & Dey, Prasanta, 2022. "The role of circular economy principles and sustainable-oriented innovation to enhance social, economic and environmental performance: Evidence from Mexican SMEs," International Journal of Production Economics, Elsevier, vol. 248(C).
    45. Qi, Yinan & Mao, Zhigang & Zhang, Min & Guo, Hangfei, 2020. "Manufacturing practices and servitization: The role of mass customization and product innovation capabilities," International Journal of Production Economics, Elsevier, vol. 228(C).
    46. Matthieu Crozet & Emmanuel Milet, 2017. "Should everybody be in services? The effect of servitization on manufacturing firm performance," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 26(4), pages 820-841, December.
    47. Masi, Antonio & Pero, Margherita & Abdelkafi, Nizar, 2023. "Supply chain antecedents of servitization: A study in ETO machinery companies," International Journal of Production Economics, Elsevier, vol. 258(C).
    48. Sjödin, David & Parida, Vinit & Kohtamäki, Marko, 2023. "Artificial intelligence enabling circular business model innovation in digital servitization: Conceptualizing dynamic capabilities, AI capacities, business models and effects," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    49. 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).
    50. Amine Belhadi & Sachin Kamble & Samuel Fosso Wamba & Maciel M. Queiroz, 2022. "Building supply-chain resilience: an artificial intelligence-based technique and decision-making framework," International Journal of Production Research, Taylor & Francis Journals, vol. 60(14), pages 4487-4507, July.
    51. Xun Li & Qun Wu & Clyde W. Holsapple & Thomas Goldsby, 2017. "An empirical examination of firm financial performance along dimensions of supply chain resilience," Management Research Review, Emerald Group Publishing Limited, vol. 40(3), pages 254-269, March.
    52. Lafuente, Esteban & Vaillant, Yancy, 2023. "Greening as a competitiveness optimizer of servitization," Technovation, Elsevier, vol. 127(C).
    53. Astrachan, Claudia Binz & Patel, Vijay K. & Wanzenried, Gabrielle, 2014. "A comparative study of CB-SEM and PLS-SEM for theory development in family firm research," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 116-128.
    54. Oscar Rodríguez-Espíndola & Soumyadeb Chowdhury & Ahmad Beltagui & Pavel Albores, 2020. "The potential of emergent disruptive technologies for humanitarian supply chains: the integration of blockchain, Artificial Intelligence and 3D printing," International Journal of Production Research, Taylor & Francis Journals, vol. 58(15), pages 4610-4630, July.
    55. Govindan, Kannan & Soleimani, Hamed & Kannan, Devika, 2015. "Reverse logistics and closed-loop supply chain: A comprehensive review to explore the future," European Journal of Operational Research, Elsevier, vol. 240(3), pages 603-626.
    56. Dubey, Rameshwar & Bryde, David J. & Dwivedi, Yogesh K. & Graham, Gary & Foropon, Cyril, 2022. "Impact of artificial intelligence-driven big data analytics culture on agility and resilience in humanitarian supply chain: A practice-based view," International Journal of Production Economics, Elsevier, vol. 250(C).
    57. Zhining Wang & Shuang Ren & Doren Chadee & Yuhang Chen, 2024. "Employee Ethical Silence Under Exploitative Leadership: The Roles of Work Meaningfulness and Moral Potency," Journal of Business Ethics, Springer, vol. 190(1), pages 59-76, February.
    58. Kinkel, Steffen & Baumgartner, Marco & Cherubini, Enrica, 2022. "Prerequisites for the adoption of AI technologies in manufacturing – Evidence from a worldwide sample of manufacturing companies," Technovation, Elsevier, vol. 110(C).
    59. Fuller, Christie M. & Simmering, Marcia J. & Atinc, Guclu & Atinc, Yasemin & Babin, Barry J., 2016. "Common methods variance detection in business research," Journal of Business Research, Elsevier, vol. 69(8), pages 3192-3198.
    60. Piero Morseletto, 2020. "Restorative and regenerative: Exploring the concepts in the circular economy," Journal of Industrial Ecology, Yale University, vol. 24(4), pages 763-773, August.
    61. Covaleski, Mark A. & Dirsmith, Mark W. & Weiss, Jane M., 2013. "The social construction, challenge and transformation of a budgetary regime: The endogenization of welfare regulation by institutional entrepreneurs," Accounting, Organizations and Society, Elsevier, vol. 38(5), pages 333-364.
    62. Kumar, Mukesh & Raut, Rakesh D. & Mangla, Sachin Kumar & Chowdhury, Soumyadeb & Choubey, Vikas Kumar, 2024. "Moderating ESG compliance between industry 4.0 and green practices with green servitization: Examining its impact on green supply chain performance," Technovation, Elsevier, vol. 129(C).
    63. E.C. Martins & F. Terblanche, 2003. "Building organisational culture that stimulates creativity and innovation," European Journal of Innovation Management, Emerald Group Publishing Limited, vol. 6(1), pages 64-74, March.
    64. Dmitry Ivanov, 2022. "Viable supply chain model: integrating agility, resilience and sustainability perspectives—lessons from and thinking beyond the COVID-19 pandemic," Annals of Operations Research, Springer, vol. 319(1), pages 1411-1431, December.
    65. Shah, Syed Aamir Ali & Jajja, Muhammad Shakeel Sadiq & Chatha, Kamran Ali & Farooq, Sami, 2020. "Servitization and supply chain integration: An empirical analysis," International Journal of Production Economics, Elsevier, vol. 229(C).
    66. Queiroz, Maciel M. & Fosso Wamba, Samuel & Chiappetta Jabbour, Charbel Jose & Machado, Marcio C., 2022. "Supply chain resilience in the UK during the coronavirus pandemic: A resource orchestration perspective," International Journal of Production Economics, Elsevier, vol. 245(C).
    67. Mosch, Philipp & Schweikl, Stefan & Obermaier, Robert, 2021. "Trapped in the supply chain? Digital servitization strategies and power relations in the case of an industrial technology supplier," International Journal of Production Economics, Elsevier, vol. 236(C).
    68. Gerd J. Hahn, 2020. "Industry 4.0: a supply chain innovation perspective," International Journal of Production Research, Taylor & Francis Journals, vol. 58(5), pages 1425-1441, March.
    69. Alan Murray & Keith Skene & Kathryn Haynes, 2017. "The Circular Economy: An Interdisciplinary Exploration of the Concept and Application in a Global Context," Journal of Business Ethics, Springer, vol. 140(3), pages 369-380, February.
    70. Huang, Kerry & Wang, Kedi & Lee, Peter K.C. & Yeung, Andy C.L., 2023. "The impact of industry 4.0 on supply chain capability and supply chain resilience: A dynamic resource-based view," International Journal of Production Economics, Elsevier, vol. 262(C).
    71. Satirenjit Kaur Johl & Kashif Ali & Kunio Shirahada & Oyelakin Idris Oyewale, 2024. "Green servitization, circular economy, and sustainability a winning combination analysis through hybrid SEM‐ANN approach," Business Strategy and the Environment, Wiley Blackwell, vol. 33(8), pages 8978-8993, December.
    72. Josip Marić & Marco Opazo-Basáez, 2019. "Green Servitization for Flexible and Sustainable Supply Chain Operations: A Review of Reverse Logistics Services in Manufacturing," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(1), pages 65-80, December.
    73. Kirti Nayal & Shashank Kumar & Rakesh D. Raut & Maciel M. Queiroz & Pragati Priyadarshinee & Balkrishna E. Narkhede, 2022. "Supply chain firm performance in circular economy and digital era to achieve sustainable development goals," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 1058-1073, March.
    74. Shivam Gupta & Sachin Modgil & Samadrita Bhattacharyya & Indranil Bose, 2022. "Artificial intelligence for decision support systems in the field of operations research: review and future scope of research," Annals of Operations Research, Springer, vol. 308(1), pages 215-274, January.
    75. Sjödin, David & Parida, Vinit & Kohtamäki, Marko & Wincent, Joakim, 2020. "An agile co-creation process for digital servitization: A micro-service innovation approach," Journal of Business Research, Elsevier, vol. 112(C), pages 478-491.
    76. Marco Opazo-Basáez & Ferran Vendrell-Herrero & Oscar F. Bustinza, 2018. "Uncovering Productivity Gains of Digital and Green Servitization: Implications from the Automotive Industry," Sustainability, MDPI, vol. 10(5), pages 1-17, May.
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