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Flying through uncertainty: Air transportation’s impact on supply chain resilience and inventory efficiency

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  • Ke, Jian-yu
  • Cho, Woohyun
  • Su, Hao

Abstract

The COVID-19 pandemic revealed critical vulnerabilities in global supply chains, highlighting the need for innovative approaches to enhance resilience and operational efficiency. This study addresses the dual challenge of managing global supply chain risks and disruptions while improving inventory efficiency. Specifically, it investigates how transportation modal flexibility—the strategic use of air versus ocean freight—mitigates these challenges. Leveraging industry-level data from U.S. manufacturing sectors spanning 2003 to 2021, this research demonstrates how firms utilized air transport to counteract disruptions, maintain operational continuity, and sustain inventory performance. Findings reveal that while global supply chain risks and disruptions adversely affect inventory efficiency, unique features of air transport offer critical mitigation strategies. This study not only contributes to the discourse on supply chain risk management by emphasizing transportation modal flexibility but also provides actionable insights for firms aiming to adapt to crises and enhance supply chain resilience.

Suggested Citation

  • Ke, Jian-yu & Cho, Woohyun & Su, Hao, 2025. "Flying through uncertainty: Air transportation’s impact on supply chain resilience and inventory efficiency," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 197(C).
    • Handle: RePEc:eee:transe:v:197:y:2025:i:c:s1366554525000833
    DOI: 10.1016/j.tre.2025.104042
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    1. Bruce Kogut, 1984. "Normative Observations on the International Value-Added Chain and Strategic Groups," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 15(2), pages 151-167, June.
    2. Nitish Jain & Karan Girotra & Serguei Netessine, 2014. "Managing Global Sourcing: Inventory Performance," Management Science, INFORMS, vol. 60(5), pages 1202-1222, May.
    3. Bertazzi, Luca & Moezi, Sarem Deilami & Maggioni, Francesca, 2021. "The value of integration of full container load, less than container load and air freight shipments in vendor–managed inventory systems," International Journal of Production Economics, Elsevier, vol. 241(C).
    4. Wang, Yong & Luo, Siyu & Fan, Jianxin & Zhen, Lu, 2024. "The multidepot vehicle routing problem with intelligent recycling prices and transportation resource sharing," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 185(C).
    5. John R. Bartle & Rebecca K. Lutte & Deniz Zeynep Leuenberger, 2021. "Sustainability and Air Freight Transportation: Lessons from the Global Pandemic," Sustainability, MDPI, vol. 13(7), pages 1-13, March.
    6. Margherita Bernabei & Silvia Colabianchi & Francesco Costantino, 2022. "Actions and Strategies for Coronavirus to Ensure Supply Chain Resilience: A Systemic Review," Sustainability, MDPI, vol. 14(20), pages 1-19, October.
    7. Lin, Yongjia & Fan, Di & Shi, Xuanyi & Fu, Maggie, 2021. "The effects of supply chain diversification during the COVID-19 crisis: Evidence from Chinese manufacturers," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 155(C).
    8. Fan, Yingjie & Schwartz, Frank & Voß, Stefan, 2017. "Flexible supply chain planning based on variable transportation modes," International Journal of Production Economics, Elsevier, vol. 183(PC), pages 654-666.
    9. Golini, Ruggero & Kalchschmidt, Matteo, 2015. "Managing inventories in global sourcing contexts: A contingency perspective," International Journal of Production Economics, Elsevier, vol. 165(C), pages 64-78.
    10. Sreedevi, R. & Saranga, Haritha, 2017. "Uncertainty and supply chain risk: The moderating role of supply chain flexibility in risk mitigation," International Journal of Production Economics, Elsevier, vol. 193(C), pages 332-342.
    11. Tang, Christopher & Tomlin, Brian, 2008. "The power of flexibility for mitigating supply chain risks," International Journal of Production Economics, Elsevier, vol. 116(1), pages 12-27, November.
    12. Alicia Rodríguez & María Jesús Nieto, 2016. "Does R&D offshoring lead to SME growth? Different governance modes and the mediating role of innovation," Strategic Management Journal, Wiley Blackwell, vol. 37(8), pages 1734-1753, August.
    13. Vishal Gaur & Marshall L. Fisher & Ananth Raman, 2005. "An Econometric Analysis of Inventory Turnover Performance in Retail Services," Management Science, INFORMS, vol. 51(2), pages 181-194, February.
    14. Sergey Rumyantsev & Serguei Netessine, 2007. "What Can Be Learned from Classical Inventory Models? A Cross-Industry Exploratory Investigation," Manufacturing & Service Operations Management, INFORMS, vol. 9(4), pages 409-429, April.
    15. Oli R. Mihalache & Justin J. J. P. Jansen & Frans A. J. Van Den Bosch & Henk W. Volberda, 2012. "Offshoring and firm innovation: The moderating role of top management team attributes," Strategic Management Journal, Wiley Blackwell, vol. 33(13), pages 1480-1498, December.
    16. Trigeorgis, Lenos & Tsekrekos, Andrianos E., 2018. "Real Options in Operations Research: A Review," European Journal of Operational Research, Elsevier, vol. 270(1), pages 1-24.
    17. B. Korcan Ak & Panos N. Patatoukas, 2016. "Customer-Base Concentration and Inventory Efficiencies: Evidence from the Manufacturing Sector," Production and Operations Management, Production and Operations Management Society, vol. 25(2), pages 258-272, February.
    18. Saravanan Kesavan & Tarun Kushwaha & Vishal Gaur, 2016. "Do High and Low Inventory Turnover Retailers Respond Differently to Demand Shocks?," Manufacturing & Service Operations Management, INFORMS, vol. 18(2), pages 198-215, May.
    19. Brian Tomlin, 2006. "On the Value of Mitigation and Contingency Strategies for Managing Supply Chain Disruption Risks," Management Science, INFORMS, vol. 52(5), pages 639-657, May.
    20. Dbouk, Wassim & Moussawi-Haidar, Lama & Jaber, Mohamad Y., 2020. "The effect of economic uncertainty on inventory and working capital for manufacturing firms," International Journal of Production Economics, Elsevier, vol. 230(C).
    21. Hau L. Lee & V. Padmanabhan & Seungjin Whang, 1997. "Information Distortion in a Supply Chain: The Bullwhip Effect," Management Science, INFORMS, vol. 43(4), pages 546-558, April.
    22. Oded Berman & Qian Wang, 2006. "Inbound Logistic Planning: Minimizing Transportation and Inventory Cost," Transportation Science, INFORMS, vol. 40(3), pages 287-299, August.
    23. Gianluca Benigno & Julian di Giovanni & Jan J. J. Groen & Adam I. Noble, 2022. "The GSCPI: A New Barometer of Global Supply Chain Pressures," Staff Reports 1017, Federal Reserve Bank of New York.
    24. Wang, Yong & Wei, Zikai & Luo, Siyu & Zhou, Jingxin & Zhen, Lu, 2024. "Collaboration and resource sharing in the multidepot time-dependent vehicle routing problem with time windows," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 192(C).
    25. Wang, Yong & Jiang, Qiong & Guan, Xu & Guan, Xiangyang, 2023. "Recycling channel design and coordination in a reverse supply chain with customer green preference," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).
    26. Rachel Croson & Karen Donohue, 2006. "Behavioral Causes of the Bullwhip Effect and the Observed Value of Inventory Information," Management Science, INFORMS, vol. 52(3), pages 323-336, March.
    27. Shekarian, Mansoor & Reza Nooraie, Seyed Vahid & Parast, Mahour Mellat, 2020. "An examination of the impact of flexibility and agility on mitigating supply chain disruptions," International Journal of Production Economics, Elsevier, vol. 220(C).
    28. S. Rajagopalan & Arvind Malhotra, 2001. "Have U.S. Manufacturing Inventories Really Decreased? An Empirical Study," Manufacturing & Service Operations Management, INFORMS, vol. 3(1), pages 14-24, June.
    29. Ren, Xiaohang & Fu, Chenjia & Jin, Chenglu & Li, Yuyi, 2024. "Dynamic causality between global supply chain pressures and China's resource industries: A time-varying Granger analysis," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    30. Bijvank, Marco & Vis, Iris F.A., 2012. "Lost-sales inventory systems with a service level criterion," European Journal of Operational Research, Elsevier, vol. 220(3), pages 610-618.
    31. Mohamed Ben-Daya & Elkafi Hassini & Zied Bahroun, 2019. "Internet of things and supply chain management: a literature review," International Journal of Production Research, Taylor & Francis Journals, vol. 57(15-16), pages 4719-4742, August.
    32. Roberta Pellegrino & Nicola Costantino & Danilo Tauro, 2021. "The value of flexibility in mitigating supply chain transportation risks," International Journal of Production Research, Taylor & Francis Journals, vol. 59(20), pages 6252-6269, October.
    33. Casalin, Fabrizio & Pang, Gu & Maioli, Sara & Cao, Ting, 2017. "Inventories and the concentration of suppliers and customers: Evidence from the Chinese manufacturing sector," International Journal of Production Economics, Elsevier, vol. 193(C), pages 148-159.
    34. Tang, Christopher S., 2006. "Perspectives in supply chain risk management," International Journal of Production Economics, Elsevier, vol. 103(2), pages 451-488, October.
    35. Moser, Philipp & Isaksson, Olov H.D. & Seifert, Ralf W., 2017. "Inventory dynamics in process industries: An empirical investigation," International Journal of Production Economics, Elsevier, vol. 191(C), pages 253-266.
    36. Heydari, Jafar & Govindan, Kannan & Ebrahimi Nasab, Hamid Reza & Taleizadeh, Ata Allah, 2020. "Coordination by quantity flexibility contract in a two-echelon supply chain system: Effect of outsourcing decisions," International Journal of Production Economics, Elsevier, vol. 225(C).
    37. Baker, Peter & Canessa, Marco, 2009. "Warehouse design: A structured approach," European Journal of Operational Research, Elsevier, vol. 193(2), pages 425-436, March.
    38. Frank Chen & Zvi Drezner & Jennifer K. Ryan & David Simchi-Levi, 2000. "Quantifying the Bullwhip Effect in a Simple Supply Chain: The Impact of Forecasting, Lead Times, and Information," Management Science, INFORMS, vol. 46(3), pages 436-443, March.
    39. John H. Park & Burak Kazaz & Scott Webster, 2018. "Surface vs. Air Shipment of Humanitarian Goods under Demand Uncertainty," Production and Operations Management, Production and Operations Management Society, vol. 27(5), pages 928-948, May.
    40. Sarac, Aysegul & Absi, Nabil & Dauzère-Pérès, Stéphane, 2010. "A literature review on the impact of RFID technologies on supply chain management," International Journal of Production Economics, Elsevier, vol. 128(1), pages 77-95, November.
    41. Ogunranti, Gbemileke A. & Ceryan, Oben & Banerjee, Avijit, 2021. "Buyer-supplier currency exchange rate flexibility contracts in global supply chains," European Journal of Operational Research, Elsevier, vol. 288(2), pages 420-435.
    42. Fisher Ke, Jian-yu & Otto, James & Han, Chaodong, 2022. "Customer-Country diversification and inventory efficiency: Comparative evidence from the manufacturing sector during the pre-pandemic and the COVID-19 pandemic periods," Journal of Business Research, Elsevier, vol. 148(C), pages 292-303.
    43. Wang, Yong & Peng, Shouguo & Zhou, Xuesong & Mahmoudi, Monirehalsadat & Zhen, Lu, 2020. "Green logistics location-routing problem with eco-packages," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 143(C).
    44. Gianluca Benigno & Julian di Giovanni & Jan J. J. Groen & Adam I. Noble, 2022. "A New Barometer of Global Supply Chain Pressures," Liberty Street Economics 20220104, Federal Reserve Bank of New York.
    45. Pedroletti, Daniel & Ciabuschi, Francesco, 2023. "Reshoring: A review and research agenda," Journal of Business Research, Elsevier, vol. 164(C).
    46. Travis Kulpa & Jason W. Miller & Rodney Thomas, 2024. "Investigating the dynamic and contingent effects of the US import air freight market throughout the phases of the COVID‐19 disruption," Transportation Journal, John Wiley & Sons, vol. 63(3), pages 156-170, July.
    47. Mason, Scott J. & Mauricio Ribera, P. & Farris, Jennifer A. & Kirk, Randall G., 2003. "Integrating the warehousing and transportation functions of the supply chain," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 39(2), pages 141-159, March.
    48. Jabbarzadeh, Armin & Fahimnia, Behnam & Sheu, Jiuh-Biing & Moghadam, Hani Shahmoradi, 2016. "Designing a supply chain resilient to major disruptions and supply/demand interruptions," Transportation Research Part B: Methodological, Elsevier, vol. 94(C), pages 121-149.
    49. Zhao, Qiu hong & Chen, Shuang & Leung, Stephen C.H. & Lai, K.K., 2010. "Integration of inventory and transportation decisions in a logistics system," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(6), pages 913-925, November.
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