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Airline network response to government policies: COVID-19 and Russian airspace closure

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  • Liao, Maozhu
  • Zhang, Yilin
  • Cheung, Tommy

Abstract

This study examines how airlines responded to two major external shocks: the COVID-19 pandemic and Russian airspace closure. Using monthly international schedules data from 2018 to 2024 on airline networks and government stringency measures, we apply both panel regression model based on Driscoll-Kraay standard errors and panel vector autoregression (PVAR) model, to analyze the effects of these disruptions on key airline network measures, including mean distance, clustering coefficient, network diameter, and network efficiency. Our findings indicate that increased stringency exposure during the pandemic leads to a contraction in airline network structures, with reduced global connectivity and network efficiency. In contrast, the closure of Russian airspace forces airlines to adopt longer routes, leading to an increase in mean distances but an improvement in network efficiency as airlines optimized their rerouted operations. The dynamic analysis reveals persistence in airline network characteristics, with significant long-term effects resulting from these external shocks. These findings contribute to the existing literature on airline network resilience and highlight the need for strategic planning to address both public health and geopolitical disruptions. The study also presents important policy implications, suggesting that governments and industry stakeholders should develop frameworks for enhancing network adaptability and ensuring global connectivity in the face of future crises.

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  • Liao, Maozhu & Zhang, Yilin & Cheung, Tommy, 2025. "Airline network response to government policies: COVID-19 and Russian airspace closure," Transport Policy, Elsevier, vol. 169(C), pages 74-89.
  • Handle: RePEc:eee:trapol:v:169:y:2025:i:c:p:74-89
    DOI: 10.1016/j.tranpol.2025.04.026
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    1. Gabriel M. Ahlfeldt & Kristoffer Moeller & Nicolai Wendland, 2015. "Chicken or egg? The PVAR econometrics of transportation," Journal of Economic Geography, Oxford University Press, vol. 15(6), pages 1169-1193.
    2. Chen, Xin & Zhang, Zhen & Xuan, Chao & Qiu, Rui, 2024. "Evolutionary analysis of airline networks under different airport-provided subsidy regimes in the context of multiple airport systems," Journal of Air Transport Management, Elsevier, vol. 119(C).
    3. Thomas Hale & Noam Angrist & Rafael Goldszmidt & Beatriz Kira & Anna Petherick & Toby Phillips & Samuel Webster & Emily Cameron-Blake & Laura Hallas & Saptarshi Majumdar & Helen Tatlow, 2021. "A global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker)," Nature Human Behaviour, Nature, vol. 5(4), pages 529-538, April.
    4. Koop, Gary & Korobilis, Dimitris, 2016. "Model uncertainty in Panel Vector Autoregressive models," European Economic Review, Elsevier, vol. 81(C), pages 115-131.
    5. Roucolle, Chantal & Seregina, Tatiana & Urdanoz, Miguel, 2020. "Measuring the development of airline networks: Comprehensive indicators," Transportation Research Part A: Policy and Practice, Elsevier, vol. 133(C), pages 303-324.
    6. Santos, Luca J. & Oliveira, Alessandro V.M. & Aldrighi, Dante Mendes, 2021. "Testing the differentiated impact of the COVID-19 pandemic on air travel demand considering social inclusion," Journal of Air Transport Management, Elsevier, vol. 94(C).
    7. Gudmundsson, S.V. & Cattaneo, M. & Redondi, R., 2021. "Forecasting temporal world recovery in air transport markets in the presence of large economic shocks: The case of COVID-19," Journal of Air Transport Management, Elsevier, vol. 91(C).
    8. Sigmund, Michael & Ferstl, Robert, 2021. "Panel vector autoregression in R with the package panelvar," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 693-720.
    9. Fanyu Meng & Wenwu Gong & Jun Liang & Xian Li & Yiping Zeng & Lili Yang, 2021. "Impact of different control policies for COVID-19 outbreak on the air transportation industry: A comparison between China, the U.S. and Singapore," PLOS ONE, Public Library of Science, vol. 16(3), pages 1-19, March.
    10. Wang, Xiaoyong & Zhang, Jun & Wandelt, Sebastian, 2023. "On the ramifications of airspace bans in aero-political conflicts: Towards a country importance ranking," Transport Policy, Elsevier, vol. 137(C), pages 1-13.
    11. Chu, Chen & Zhang, Hengcai & Zhang, Jiayin & Cong, Lin & Lu, Feng, 2024. "Assessing impacts of the Russia-Ukraine conflict on global air transportation: From the view of mass flight trajectories," Journal of Air Transport Management, Elsevier, vol. 115(C).
    12. Aguirregabiria, Victor & Ho, Chun-Yu, 2012. "A dynamic oligopoly game of the US airline industry: Estimation and policy experiments," Journal of Econometrics, Elsevier, vol. 168(1), pages 156-173.
    13. Federico Ciliberto & Emily E. Cook & Jonathan W. Williams, 2019. "Network Structure and Consolidation in the U.S. Airline Industry, 1990–2015," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 54(1), pages 3-36, February.
    14. Wandelt, Sebastian & Sun, Xiaoqian & Zhang, Anming, 2023. "On the contagion leakage via incoming flights during China’s aviation policies in the fight against COVID-19," Journal of Air Transport Management, Elsevier, vol. 108(C).
    15. Wandelt, Sebastian & Xu, Yifan & Sun, Xiaoqian, 2023. "Measuring node importance in air transportation systems: On the quality of complex network estimations," Reliability Engineering and System Safety, Elsevier, vol. 240(C).
    16. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LLC, vol. 7(3), pages 281-312, September.
    17. Corbo, Leonardo & Corrado, Raffaele & Ferriani, Simone, 2024. "Network pathways of peripheral firm entry: Empirical evidence from the global airline industry," Research Policy, Elsevier, vol. 53(4).
    18. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2022. "Ghostbusters: Hunting abnormal flights in Europe during COVID-19," Transport Policy, Elsevier, vol. 127(C), pages 203-217.
    19. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2020. "How did COVID-19 impact air transportation? A first peek through the lens of complex networks," Journal of Air Transport Management, Elsevier, vol. 89(C).
    20. Sun, Xiaoqian & Wandelt, Sebastian & Zheng, Changhong & Zhang, Anming, 2021. "COVID-19 pandemic and air transportation: Successfully navigating the paper hurricane," Journal of Air Transport Management, Elsevier, vol. 94(C).
    21. Zhou, Yaoming & Kundu, Tanmoy & Qin, Wei & Goh, Mark & Sheu, Jiuh-Biing, 2021. "Vulnerability of the worldwide air transportation network to global catastrophes such as COVID-19," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 154(C).
    22. Hakim, Md Mahbubul & Merkert, Rico, 2019. "Econometric evidence on the determinants of air transport in South Asian countries," Transport Policy, Elsevier, vol. 83(C), pages 120-126.
    23. Zhang, Yahua & Zhang, Anming, 2021. "COVID-19 and bailout policy: The case of Virgin Australia," Transport Policy, Elsevier, vol. 114(C), pages 174-181.
    24. Ng, Kam To & Fu, Xiaowen & Hanaoka, Shinya & Oum, Tae Hoon, 2022. "Japanese aviation market performance during the COVID-19 pandemic - Analyzing airline yield and competition in the domestic market," Transport Policy, Elsevier, vol. 116(C), pages 237-247.
    25. Abate, Megersa & Christidis, Panayotis & Purwanto, Alloysius Joko, 2020. "Government support to airlines in the aftermath of the COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 89(C).
    26. Sugishita, Kashin & Mizutani, Hiroki & Hanaoka, Shinya, 2024. "Disruption and recovery of the US domestic airline networks during the COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 114(C).
    27. Mueller, Falko, 2022. "Examining COVID-19-triggered changes in spatial connectivity patterns in the European air transport network up to June 2021," Research in Transportation Economics, Elsevier, vol. 94(C).
    28. Li, Siping & Zhou, Yaoming & Kundu, Tanmoy & Sheu, Jiuh-Biing, 2021. "Spatiotemporal variation of the worldwide air transportation network induced by COVID-19 pandemic in 2020," Transport Policy, Elsevier, vol. 111(C), pages 168-184.
    29. Wang, Jiaoe & Mo, Huihui & Wang, Fahui & Jin, Fengjun, 2011. "Exploring the network structure and nodal centrality of China’s air transport network: A complex network approach," Journal of Transport Geography, Elsevier, vol. 19(4), pages 712-721.
    30. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2022. "STARTUPS: Founding airlines during COVID-19 - A hopeless endeavor or an ample opportunity for a better aviation system?," Transport Policy, Elsevier, vol. 118(C), pages 10-19.
    31. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2021. "Technological and educational challenges towards pandemic-resilient aviation," Transport Policy, Elsevier, vol. 114(C), pages 104-115.
    32. Wang, Chunan & Jiang, Changmin, 2022. "How do pandemics affect intercity air travel? Implications for traffic and environment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 166(C), pages 330-353.
    33. Randrianarisoa, Laingo M. & Gillen, David, 2023. "Policy responses and travellers’ preferences in pandemics: Evidence from Europe," Transport Policy, Elsevier, vol. 141(C), pages 305-316.
    34. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2023. "A data-driven analysis of the aviation recovery from the COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 109(C).
    35. Suau-Sanchez, Pere & Voltes-Dorta, Augusto & Cugueró-Escofet, Natàlia, 2020. "An early assessment of the impact of COVID-19 on air transport: Just another crisis or the end of aviation as we know it?," Journal of Transport Geography, Elsevier, vol. 86(C).
    36. Zaheer Allam & Simon Elias Bibri & Samantha A. Sharpe, 2022. "The Rising Impacts of the COVID-19 Pandemic and the Russia–Ukraine War: Energy Transition, Climate Justice, Global Inequality, and Supply Chain Disruption," Resources, MDPI, vol. 11(11), pages 1-17, October.
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