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From the Shallows to the Shelves and Back: A Review, Synthesis, and Research Agenda for Socially Sustainable, AI‐Driven Digital Fashion Supply Chains

Author

Listed:
  • Guli‐Sanam Karimova
  • Stephen A. LeMay
  • Alina Müller
  • Matthias Klumpp

Abstract

The fashion supply chain is undergoing a transformation driven by AI, with significant implications for social sustainability and ethics. This study examines how AI‐powered innovations optimize supply chain operations, enhance transparency, and support ethical labor practices. Through a systematic literature review, we identify key challenges and opportunities, emphasizing the role of AI in fostering circular economy models, responsible sourcing, and stakeholder collaboration. Our findings propose a research agenda centered on policy frameworks, technological advancements, and ethical AI governance. This study contributes to the discourse on socially sustainable and ethical AI adoption in fashion supply chains, offering insights for researchers and industry leaders.

Suggested Citation

  • Guli‐Sanam Karimova & Stephen A. LeMay & Alina Müller & Matthias Klumpp, 2026. "From the Shallows to the Shelves and Back: A Review, Synthesis, and Research Agenda for Socially Sustainable, AI‐Driven Digital Fashion Supply Chains," Business Ethics, the Environment & Responsibility, John Wiley & Sons, Ltd., vol. 35(2), pages 1230-1246, April.
    • Handle: RePEc:wly:buseth:v:35:y:2026:i:2:p:1230-1246
    DOI: 10.1111/beer.12839
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    References listed on IDEAS

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    1. Phuc Hong Huynh, 2021. "“Enabling circular business models in the fashion industry: the role of digital innovation”," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 71(3), pages 870-895, June.
    2. Song, Christina Soyoung & Kim, Youn-Kyung, 2021. "Predictors of consumers’ willingness to share personal information with fashion sales robots," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    3. Michal Carrington & Andreas Chatzidakis & Helen Goworek & Deirdre Shaw, 2021. "Consumption Ethics: A Review and Analysis of Future Directions for Interdisciplinary Research," Journal of Business Ethics, Springer, vol. 168(2), pages 215-238, January.
    4. Erik Brynjolfsson & Tom Mitchell & Daniel Rock, 2018. "What Can Machines Learn, and What Does It Mean for Occupations and the Economy?," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 43-47, May.
    5. Ricardo Vinuesa & Hossein Azizpour & Iolanda Leite & Madeline Balaam & Virginia Dignum & Sami Domisch & Anna Felländer & Simone Daniela Langhans & Max Tegmark & Francesco Fuso Nerini, 2020. "The role of artificial intelligence in achieving the Sustainable Development Goals," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    6. Enrico Fontana & Niklas Egels-Zandén, 2019. "Non Sibi, Sed Omnibus: Influence of Supplier Collective Behaviour on Corporate Social Responsibility in the Bangladeshi Apparel Supply Chain," Journal of Business Ethics, Springer, vol. 159(4), pages 1047-1064, November.
    7. Kusi-Sarpong, Simonov & Orji, Ifeyinwa Juliet & Gupta, Himanshu & Kunc, Martin, 2021. "Risks associated with the implementation of big data analytics in sustainable supply chains," Omega, Elsevier, vol. 105(C).
    8. Michal Carrington & Andreas Chatzidakis & Helen Goworek & Deirdre Shaw, 2021. "Correction to: Consumption Ethics: A Review and Analysis of Future Directions for Interdisciplinary Research," Journal of Business Ethics, Springer, vol. 168(2), pages 239-239, January.
    9. Guli-Sanam Karimova & Nils Christian Hoffmann & Ludger Heidbrink & Stefan Hoffmann, 2020. "Virtue Ethics Between East and West in Consumer Research: Review, Synthesis and Directions for Future Research," Journal of Business Ethics, Springer, vol. 165(2), pages 255-275, August.
    10. Steffen Böhm & Michal Carrington & Nelarine Cornelius & Boudewijn Bruin & Michelle Greenwood & Louise Hassan & Tanusree Jain & Charlotte Karam & Arno Kourula & Laurence Romani & Suhaib Riaz & Deirdre , 2022. "Ethics at the Centre of Global and Local Challenges: Thoughts on the Future of Business Ethics," Journal of Business Ethics, Springer, vol. 180(3), pages 835-861, October.
    11. Kingston, Ewan, 2021. "Shopping with a Conscience? The Epistemic Case for Relinquishment over Conscientious Consumption," Business Ethics Quarterly, Cambridge University Press, vol. 31(2), pages 242-274, April.
    12. Waymond Rodgers & Tam Nguyen, 2022. "Advertising Benefits from Ethical Artificial Intelligence Algorithmic Purchase Decision Pathways," Journal of Business Ethics, Springer, vol. 178(4), pages 1043-1061, July.
    13. Thorey S. Thorisdottir & Lara Johannsdottir, 2019. "Sustainability within Fashion Business Models: A Systematic Literature Review," Sustainability, MDPI, vol. 11(8), pages 1-26, April.
    14. J Mingers, 2006. "A critique of statistical modelling in management science from a critical realist perspective: its role within multimethodology," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(2), pages 202-219, February.
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