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Modeling supply chain disruptions due to geopolitical Reasons: A systematic literature review

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  • López, C.
  • Morales-Contreras, M.F.
  • Langella, I.M.
  • Alonso-Monge, J.

Abstract

This article aims to improve understanding of how to manage supply chain threats from geopolitical disruptions. To achieve this, the work conducted a systematic literature review and content analysis of 80 articles, examining both the impacts of geopolitical disruptions and the supply chain management decisions made in response. The analysis identifies six distinct types of geopolitical supply chain disruptions, along with their respective effects and corresponding managerial decisions. Their connections are illustrated through specific models tailored to each geopolitical disruption. Accordingly, the article also provides a framework summarizing strategies for mitigating, responding to, and recovering from each geopolitical disruption. This reveals that financial management, collaboration, resilience and, viable supply chain management are effective strategies for dealing with all geopolitical disruptions. However, digitalization, financial innovation management, location management, security management, risk management, circular economy, and sustainable supply chain management have a limited effect on some geopolitical disruptions. The article concludes by suggesting 16 directions for future research and offering practical insights for managers and policymakers.

Suggested Citation

  • López, C. & Morales-Contreras, M.F. & Langella, I.M. & Alonso-Monge, J., 2025. "Modeling supply chain disruptions due to geopolitical Reasons: A systematic literature review," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 202(C).
    • Handle: RePEc:eee:transe:v:202:y:2025:i:c:s136655452500331x
    DOI: 10.1016/j.tre.2025.104290
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    1. Cheung, Kam-Fung & Bell, Michael G.H. & Bhattacharjya, Jyotirmoyee, 2021. "Cybersecurity in logistics and supply chain management: An overview and future research directions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 146(C).
    2. Park, YoungWon & Hong, Paul & Roh, James Jungbae, 2013. "Supply chain lessons from the catastrophic natural disaster in Japan," Business Horizons, Elsevier, vol. 56(1), pages 75-85.
    3. Liu, Wei & Li, Xin & Liu, Chunyan & Wang, Minxi & Liu, Litao, 2023. "Resilience assessment of the cobalt supply chain in China under the impact of electric vehicles and geopolitical supply risks," Resources Policy, Elsevier, vol. 80(C).
    4. Dario Caldara & Matteo Iacoviello, 2022. "Measuring Geopolitical Risk," American Economic Review, American Economic Association, vol. 112(4), pages 1194-1225, April.
    5. 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.
    6. Ali, Imran & Gligor, David & Balta, Maria & Bozkurt, Siddik & Papadopoulos, Thanos, 2024. "From disruption to innovation: The importance of the supply chain leadership style for driving logistics innovation in the face of geopolitical disruptions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 187(C).
    7. Bueno-Solano, Alfredo & Cedillo-Campos, Miguel Gastón, 2014. "Dynamic impact on global supply chains performance of disruptions propagation produced by terrorist acts," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 61(C), pages 1-12.
    8. Mohamed El Abdellaoui & Gilles Pache, 2019. "Effects of disruptive events within the supply chain on perceived logistics performance," Economics Bulletin, AccessEcon, vol. 39(1), pages 41-54.
    9. Alexander Cimprich & Vanessa Bach & Christoph Helbig & Andrea Thorenz & Dieuwertje Schrijvers & Guido Sonnemann & Steven B. Young & Thomas Sonderegger & Markus Berger, 2019. "Raw material criticality assessment as a complement to environmental life cycle assessment: Examining methods for product‐level supply risk assessment," Journal of Industrial Ecology, Yale University, vol. 23(5), pages 1226-1236, October.
    10. Cristina López & Alessio Ishizaka & Muhammet Gul & Melih Yücesan & Daniela Valencia, 2022. "A calibrated Fuzzy Best-Worst-method to reinforce supply chain resilience during the COVID 19 pandemic," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 74(9), pages 1968-1991, October.
    11. Huang, Jianbai & Ding, Qian & Wang, Ying & Hong, Huojun & Zhang, Hongwei, 2021. "The evolution and influencing factors of international tungsten competition from the industrial chain perspective," Resources Policy, Elsevier, vol. 73(C).
    12. Moustafa Elnadi & Yasser Omar Abdallah, 2024. "Industry 4.0: critical investigations and synthesis of key findings," Management Review Quarterly, Springer, vol. 74(2), pages 711-744, June.
    13. Catrin Böcher & Benjamin Sprecher & Tomer Fishman, 2024. "Integrating material flow analysis and supply chain resilience analysis to study silicon carbide," Journal of Industrial Ecology, Yale University, vol. 28(6), pages 1830-1841, December.
    14. Jie Xu & Jun Zhuang & Zigeng Liu, 2016. "Modeling and mitigating the effects of supply chain disruption in a defender–attacker game," Annals of Operations Research, Springer, vol. 236(1), pages 255-270, January.
    15. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    16. Biju Kr. Thapalia & Stein W. Wallace & Michal Kaut, 2009. "Using inventory to handle risks in the supply of oil to Nepal," International Journal of Business Performance and Supply Chain Modelling, Inderscience Enterprises Ltd, vol. 1(1), pages 41-60.
    17. Tobias Bier & Anne Lange & Christoph H. Glock, 2020. "Methods for mitigating disruptions in complex supply chain structures: a systematic literature review," International Journal of Production Research, Taylor & Francis Journals, vol. 58(6), pages 1835-1856, March.
    18. David L. Levy, 2005. "Offshoring in the New Global Political Economy," Journal of Management Studies, Wiley Blackwell, vol. 42(3), pages 685-693, May.
    19. Kathleen M. Eisenhardt & Jeffrey A. Martin, 2000. "Dynamic capabilities: what are they?," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1105-1121, October.
    20. William Ho & Tian Zheng & Hakan Yildiz & Srinivas Talluri, 2015. "Supply chain risk management: a literature review," International Journal of Production Research, Taylor & Francis Journals, vol. 53(16), pages 5031-5069, August.
    21. Tse, Ying Kei & Dong, Kyra & Sun, Ruiqing & Mason, Robert, 2024. "Recovering from geopolitical risk: An event study of Huawei's semiconductor supply chain," International Journal of Production Economics, Elsevier, vol. 275(C).
    22. Gerald Marten & Nurcan Atalan-Helicke, 2015. "Introduction to the Symposium on American Food Resilience (Part 2)," Journal of Environmental Studies and Sciences, Springer;Association of Environmental Studies and Sciences, vol. 5(4), pages 537-542, December.
    23. Kauppi, Katri & Longoni, Annachiara & Caniato, Federico & Kuula, Markku, 2016. "Managing country disruption risks and improving operational performance: risk management along integrated supply chains," International Journal of Production Economics, Elsevier, vol. 182(C), pages 484-495.
    24. Gene M. Grossman & Elhanan Helpman & Hugo Lhuillier, 2023. "Supply Chain Resilience: Should Policy Promote International Diversification or Reshoring?," Journal of Political Economy, University of Chicago Press, vol. 131(12), pages 3462-3496.
    25. Amulya Gurtu & Jestin Johny, 2021. "Supply Chain Risk Management: Literature Review," Risks, MDPI, vol. 9(1), pages 1-16, January.
    26. Matsuo, Hirofumi, 2015. "Implications of the Tohoku earthquake for Toyota׳s coordination mechanism: Supply chain disruption of automotive semiconductors," International Journal of Production Economics, Elsevier, vol. 161(C), pages 217-227.
    27. Song Xu & Xiaotong Zhang & Lipan Feng & Wenting Yang, 2020. "Disruption risks in supply chain management: a literature review based on bibliometric analysis," International Journal of Production Research, Taylor & Francis Journals, vol. 58(11), pages 3508-3526, June.
    28. Yevhen Krykavskyy & Nataliya Chornopyska & Oksana Dovhun & Nataliya Hayvanovych & Sofiya Leonova, 2023. "Defining supply chain resilience during wartime," Eastern-European Journal of Enterprise Technologies, PC TECHNOLOGY CENTER, vol. 1(13(121)), pages 32-46, February.
    29. Wei Hu & Yue Shan & Yun Deng & Ningning Fu & Jian Duan & Haining Jiang & Jianzhen Zhang, 2023. "Geopolitical Risk Evolution and Obstacle Factors of Countries along the Belt and Road and Its Types Classification," IJERPH, MDPI, vol. 20(2), pages 1-24, January.
    30. Govindan, Kannan & Kannan, Devika & Jørgensen, Thomas Ballegård & Nielsen, Tim Straarup, 2022. "Supply Chain 4.0 performance measurement: A systematic literature review, framework development, and empirical evidence," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 164(C).
    31. Gong, Yuting & Li, Kevin X. & Chen, Shu-Ling & Shi, Wenming, 2020. "Contagion risk between the shipping freight and stock markets: Evidence from the recent US-China trade war," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 136(C).
    32. Daniel A. Levinthal, 1997. "Adaptation on Rugged Landscapes," Management Science, INFORMS, vol. 43(7), pages 934-950, July.
    33. Gyöngyi Kovács & Ioanna Falagara Sigala, 2021. "Lessons learned from humanitarian logistics to manage supply chain disruptions," Journal of Supply Chain Management, Institute for Supply Management, vol. 57(1), pages 41-49, January.
    34. Hokey Min, 2022. "Examining the Impact of Energy Price Volatility on Commodity Prices from Energy Supply Chain Perspectives," Energies, MDPI, vol. 15(21), pages 1-16, October.
    35. Li, Yiliang & Bai, Xiwen & Wang, Qi & Ma, Zhongjun, 2022. "A big data approach to cargo type prediction and its implications for oil trade estimation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 165(C).
    36. Mariani, Marcello & Borghi, Matteo, 2019. "Industry 4.0: A bibliometric review of its managerial intellectual structure and potential evolution in the service industries," Technological Forecasting and Social Change, Elsevier, vol. 149(C).
    37. Chervenkova, Tanya & Ivanov, Dmitry, 2023. "Adaptation strategies for building supply chain viability: A case study analysis of the global automotive industry re-purposing during the COVID-19 pandemic," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 177(C).
    38. Ivanov, Dmitry & Dolgui, Alexandre, 2021. "OR-methods for coping with the ripple effect in supply chains during COVID-19 pandemic: Managerial insights and research implications," International Journal of Production Economics, Elsevier, vol. 232(C).
    39. Andrés Fernández-Miguel & Maria Pia Riccardi & Valerio Veglio & Fernando E. García-Muiña & Alfonso P. Fernández del Hoyo & Davide Settembre-Blundo, 2022. "Disruption in Resource-Intensive Supply Chains: Reshoring and Nearshoring as Strategies to Enable Them to Become More Resilient and Sustainable," Sustainability, MDPI, vol. 14(17), pages 1-13, August.
    40. Cohen, Mark A. & Rogers, Philip C., 2021. "When Sino-American Struggle Disrupts the Supply Chain: Licensing Intellectual Property in a Changing Trade Environment," World Trade Review, Cambridge University Press, vol. 20(2), pages 238-257, May.
    41. Gerald Marten & Nurcan Atalan-Helicke, 2015. "Introduction to the Symposium on American Food Resilience," Journal of Environmental Studies and Sciences, Springer;Association of Environmental Studies and Sciences, vol. 5(3), pages 308-320, September.
    42. Asian, Sobhan & Wang, Jian & Dickson, Geoff, 2020. "Trade disruptions, behavioral biases, and social influences: Can luxury sporting goods supply chains be immunized?," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 143(C).
    43. K. Katsaliaki & P. Galetsi & S. Kumar, 2022. "Supply chain disruptions and resilience: a major review and future research agenda," Annals of Operations Research, Springer, vol. 319(1), pages 965-1002, December.
    44. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    45. 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.
    46. Matthew J Page & Joanne E McKenzie & Patrick M Bossuyt & Isabelle Boutron & Tammy C Hoffmann & Cynthia D Mulrow & Larissa Shamseer & Jennifer M Tetzlaff & Elie A Akl & Sue E Brennan & Roger Chou & Jul, 2021. "The PRISMA 2020 statement: An updated guideline for reporting systematic reviews," PLOS Medicine, Public Library of Science, vol. 18(3), pages 1-15, March.
    47. Dmitry Ivanov & Alexandre Dolgui, 2020. "Viability of intertwined supply networks: extending the supply chain resilience angles towards survivability. A position paper motivated by COVID-19 outbreak," International Journal of Production Research, Taylor & Francis Journals, vol. 58(10), pages 2904-2915, May.
    48. Marta Negri & Enrico Cagno & Claudia Colicchia & Joseph Sarkis, 2021. "Integrating sustainability and resilience in the supply chain: A systematic literature review and a research agenda," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 2858-2886, November.
    49. Kawaljeet Kapoor & Ali Ziaee Bigdeli & Yogesh K. Dwivedi & Ramakrishnan Raman, 2024. "How is COVID-19 altering the manufacturing landscape? A literature review of imminent challenges and management interventions," Annals of Operations Research, Springer, vol. 335(3), pages 1567-1599, April.
    50. Provost, Jennifer & Rosero, Gabriel & Brümmer, Bernhard & Schlecht, Eva, 2022. "To sell, not to sell, or to quit: Exploring milk producers’ approaches after a supply chain disruption in Northwest Cameroon," World Development, Elsevier, vol. 150(C).
    51. Ivanov, Dmitry, 2020. "Predicting the impacts of epidemic outbreaks on global supply chains: A simulation-based analysis on the coronavirus outbreak (COVID-19/SARS-CoV-2) case," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 136(C).
    52. Linh Nguyen Khanh Duong & Josephine Chong, 2020. "Supply chain collaboration in the presence of disruptions: a literature review," International Journal of Production Research, Taylor & Francis Journals, vol. 58(11), pages 3488-3507, June.
    53. Chih-Hung Hsu & An-Yuan Chang & Ting-Yi Zhang & Wei-Da Lin & Wan-Ling Liu, 2021. "Deploying Resilience Enablers to Mitigate Risks in Sustainable Fashion Supply Chains," Sustainability, MDPI, vol. 13(5), pages 1-24, March.
    54. Guoqing Zhao & Shaofeng Liu & Carmen Lopez & Huilan Chen & Haiyan Lu & Sachin Kumar Mangla & Sebastian Elgueta, 2020. "Risk analysis of the agri-food supply chain: A multi-method approach," International Journal of Production Research, Taylor & Francis Journals, vol. 58(16), pages 4851-4876, July.
    55. Teece, David J, 2018. "Dynamic capabilities as (workable) management systems theory," Journal of Management & Organization, Cambridge University Press, vol. 24(3), pages 359-368, May.
    56. Slimane Ed‐Dafali & Zahra Adardour & Atar Derj & Adil Bami & Khaled Hussainey, 2025. "A PRISMA‐Based Systematic Review on Economic, Social, and Governance Practices: Insights and Research Agenda," Business Strategy and the Environment, Wiley Blackwell, vol. 34(2), pages 1896-1916, February.
    57. Pravin Kumar & Rajesh Kumar Singh & Azar Shahgholian, 2024. "Learnings from COVID-19 for managing humanitarian supply chains: systematic literature review and future research directions," Annals of Operations Research, Springer, vol. 335(3), pages 899-935, April.
    58. Andres F. Jola-Sanchez & Juan Camilo Serpa, 2021. "Inventory in Times of War," Management Science, INFORMS, vol. 67(10), pages 6457-6479, October.
    59. Maciel Queiroz & Dmitry Ivanov & Alexandre Dolgui & Samuel Fosso Wamba, 2020. "Impacts of epidemic outbreaks on supply chains: mapping a research agenda amid the COVID-19 pandemic through a structured literature review," Post-Print hal-05408964, HAL.
    60. López, Cristina & Ishizaka, Alessio, 2019. "A hybrid FCM-AHP approach to predict impacts of offshore outsourcing location decisions on supply chain resilience," Journal of Business Research, Elsevier, vol. 103(C), pages 495-507.
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