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An analysis of the context factors influencing the diverse response of airports to COVID-19 using panel and group regression

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  • Chen, Yuting
  • Fuellhart, Kurt
  • Grubesic, Tony H.
  • Zhang, Shengrun
  • Witlox, Frank

Abstract

Since 2020, the ongoing impact of the COVID-19 pandemic has led to various levels of recovery across different aviation markets. To better plan for the future, post-pandemic era, air transport policies should consider the potential differential responses of airports to the pandemic based on their geographic network and competitive situations. Much literature provides policy recommendations for planning and development in the post-pandemic era, however fewer studies focus on the short-term recovery trends and diverse responses to the pandemic (that were) made by airports. This paper introduces four impact dimensions faced by airports as a result of the pandemic: airport operations, geographical location, socio-economic environment, and government pandemic policies. Panel and group regression were employed to explore the factors associated with airports’ response to the pandemic in relation to the four dimensions. The seat capacity at the airports was forecast for a non-pandemic scenario using ARIMA models. The residual ratios between the predicted and the actual seat capacity values were the dependent variables capturing the pandemic effect. The results show that, in addition to the direct effect of the pandemic policy, the location of the airport (and other transport modes in its vicinity) had a significant impact on its short-term recovery. Further, the extent of the impact varied by region. The findings of the correlation between different factors and airport responses provide policymakers with more targeted recovery strategies. At the macro-scale, the analysis of multidimensional factors suggests recommendations for airlines and planners for a faster and more efficient recovery of the aviation networks for future disruptions.

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  • Chen, Yuting & Fuellhart, Kurt & Grubesic, Tony H. & Zhang, Shengrun & Witlox, Frank, 2024. "An analysis of the context factors influencing the diverse response of airports to COVID-19 using panel and group regression," Transportation Research Part A: Policy and Practice, Elsevier, vol. 179(C).
  • Handle: RePEc:eee:transa:v:179:y:2024:i:c:s0965856423003452
    DOI: 10.1016/j.tra.2023.103925
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    as
    1. Li, Zhi-Chun & Sheng, Dian, 2016. "Forecasting passenger travel demand for air and high-speed rail integration service: A case study of Beijing-Guangzhou corridor, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 397-410.
    2. Zhang, Shengrun & Zheng, Hailong & Chen, Yuting & Witlox, Frank, 2020. "Factors influencing the hub connectivity of Beijing Capital Airport in its international markets," Journal of Air Transport Management, Elsevier, vol. 88(C).
    3. van Wee, Bert & Witlox, Frank, 2021. "COVID-19 and its long-term effects on activity participation and travel behaviour: A multiperspective view," Journal of Transport Geography, Elsevier, vol. 95(C).
    4. James H. Stock & Mark W. Watson, 2008. "Heteroskedasticity-Robust Standard Errors for Fixed Effects Panel Data Regression," Econometrica, Econometric Society, vol. 76(1), pages 155-174, January.
    5. Chiambaretto, Paul & Decker, Christopher, 2012. "Air–rail intermodal agreements: Balancing the competition and environmental effects," Journal of Air Transport Management, Elsevier, vol. 23(C), pages 36-40.
    6. 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).
    7. 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.
    8. Yafei Li & Meijun Teng & Yanjin Feng & Kumarasamy Sudhakar, 2022. "Research on the Relationship between Beijing-Tianjin-Hebei Airport Group and Regional Coordinated Development," Mathematical Problems in Engineering, Hindawi, vol. 2022, pages 1-14, July.
    9. Xia, Wenyi & Zhang, Anming, 2016. "High-speed rail and air transport competition and cooperation: A vertical differentiation approach," Transportation Research Part B: Methodological, Elsevier, vol. 94(C), pages 456-481.
    10. Tuchen, Stefan & Arora, Mohit & Blessing, Lucienne, 2020. "Airport user experience unpacked: Conceptualizing its potential in the face of COVID-19," Journal of Air Transport Management, Elsevier, vol. 89(C).
    11. Wang, Jiaoe & Xiao, Fan & Dobruszkes, Frédéric & Wang, Wei, 2023. "Seasonality of flights in China: Spatial heterogeneity and its determinants," Journal of Air Transport Management, Elsevier, vol. 108(C).
    12. Roger Vickerman, 1997. "High-speed rail in Europe: experience and issues for future development," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 31(1), pages 21-38.
    13. 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).
    14. Akbar, Yusaf H. & Kisilowski, Maciej, 2020. "To bargain or not to bargain: Airlines, legitimacy and nonmarket strategy in a COVID-19 world," Journal of Air Transport Management, Elsevier, vol. 88(C).
    15. Kuo, Pei-Fen & Brawiswa Putra, I Gede & Setiawan, Faizal Azmi & Wen, Tzai-Hung & Chiu, Chui-Sheng & Sulistyah, Umroh Dian, 2022. "The impact of the COVID-19 pandemic on O-D flow and airport networks in the origin country and in Northeast Asia," Journal of Air Transport Management, Elsevier, vol. 100(C).
    16. Alonso Tabares, Diego, 2021. "An airport operations proposal for a pandemic-free air travel," Journal of Air Transport Management, Elsevier, vol. 90(C).
    17. Frédéric Dobruszkes & Jean-Michel Decroly & Pere Suau-Sanchez, 2022. "The monthly rhythms of aviation: A global analysis of passenger air service seasonality," ULB Institutional Repository 2013/341140, ULB -- Universite Libre de Bruxelles.
    18. Vogelsang, Timothy J., 2012. "Heteroskedasticity, autocorrelation, and spatial correlation robust inference in linear panel models with fixed-effects," Journal of Econometrics, Elsevier, vol. 166(2), pages 303-319.
    19. 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).
    20. Macilree, John & Duval, David Timothy, 2020. "Aeropolitics in a post-COVID-19 world," Journal of Air Transport Management, Elsevier, vol. 88(C).
    21. Aghabayk, Kayvan & Esmailpour, Javad & Shiwakoti, Nirajan, 2021. "Effects of COVID-19 on rail passengers’ crowding perceptions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 154(C), pages 186-202.
    22. Hou, Meng & Wang, Kun & Yang, Hangjun, 2021. "Hub airport slot Re-allocation and subsidy policy to speed up air traffic recovery amid COVID-19 pandemic --- case on the Chinese airline market," Journal of Air Transport Management, Elsevier, vol. 93(C).
    23. Chen, Tiantian & Fu, Xiaowen & Hensher, David A. & Li, Zhi-Chun & Sze, N.N., 2022. "Air travel choice, online meeting and passenger heterogeneity – An international study on travellers’ preference during a pandemic," Transportation Research Part A: Policy and Practice, Elsevier, vol. 165(C), pages 439-453.
    24. Liu, Jielun & Ong, Ghim Ping & Pang, Vincent Junxiong, 2022. "Modelling effectiveness of COVID-19 pandemic control policies using an Area-based SEIR model with consideration of infection during interzonal travel," Transportation Research Part A: Policy and Practice, Elsevier, vol. 161(C), pages 25-47.
    25. Vespermann, Jan & Wald, Andreas, 2011. "Intermodal integration in air transportation: status quo, motives and future developments," Journal of Transport Geography, Elsevier, vol. 19(6), pages 1187-1197.
    26. Wang, Jinghua & Zhang, Zhao & Lu, Guangquan & Yu, Bin & Zhan, Chengyu & Cai, Jingsong, 2023. "Analyzing multiple COVID-19 outbreak impacts: A case study based on Chinese national air passenger flow," Transportation Research Part A: Policy and Practice, Elsevier, vol. 169(C).
    27. Vedantham, Anu & Oppenheimer, Michael, 1998. "Long-term scenarios for aviation: Demand and emissions of CO2 and NOx," Energy Policy, Elsevier, vol. 26(8), pages 625-641, July.
    28. Xueming Chen & Lin Lin, 2016. "The Integration of Air and Rail Technologies: Shanghai's Hongqiao Integrated Transport Hub," Journal of Urban Technology, Taylor & Francis Journals, vol. 23(2), pages 23-46, April.
    29. Cheng, Yung-Hsiang, 2010. "High-speed rail in Taiwan: New experience and issues for future development," Transport Policy, Elsevier, vol. 17(2), pages 51-63, March.
    30. Valdes, Victor, 2015. "Determinants of air travel demand in Middle Income Countries," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 75-84.
    31. Linden, Erik, 2021. "Pandemics and environmental shocks: What aviation managers should learn from COVID-19 for long-term planning," Journal of Air Transport Management, Elsevier, vol. 90(C).
    32. Cui, Qi & He, Ling & Liu, Yu & Zheng, Yanting & Wei, Wei & Yang, Bo & Zhou, Meifang, 2021. "The impacts of COVID-19 pandemic on China’s transport sectors based on the CGE model coupled with a decomposition analysis approach," Transport Policy, Elsevier, vol. 103(C), pages 103-115.
    33. Naboush, Eman & Alnimer, Raed, 2020. "Air carrier's liability for the safety of passengers during COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 89(C).
    34. Sanmay Shelat & Oded Cats & Sander van Cranenburgh, 2021. "Traveller behaviour in public transport in the early stages of the COVID-19 pandemic in the Netherlands," Papers 2104.10973, arXiv.org, revised Apr 2022.
    35. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    36. Takebayashi, Mikio, 2016. "How could the collaboration between airport and high speed rail affect the market?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 92(C), pages 277-286.
    37. Zhang, Fangni & Graham, Daniel J. & Wong, Mark Siu Chun, 2018. "Quantifying the substitutability and complementarity between high-speed rail and air transport," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 191-215.
    38. Xue, Dabin & Liu, Zhizhao & Wang, Bing & Yang, Jian, 2021. "Impacts of COVID-19 on aircraft usage and fuel consumption: A case study on four Chinese international airports," Journal of Air Transport Management, Elsevier, vol. 95(C).
    39. 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).
    40. Givoni, Moshe & Banister, David, 2006. "Airline and railway integration," Transport Policy, Elsevier, vol. 13(5), pages 386-397, September.
    41. Wang, Jiaoe & Mo, Huihui & Wang, Fahui, 2014. "Evolution of air transport network of China 1930–2012," Journal of Transport Geography, Elsevier, vol. 40(C), pages 145-158.
    42. Hong, Seock-Jin & Najmi, Hossein, 2022. "Impact of High-speed rail on air travel demand between Dallas and Houston applying Monte Carlo simulation," Journal of Air Transport Management, Elsevier, vol. 102(C).
    43. Maneenop, Sakkakom & Kotcharin, Suntichai, 2020. "The impacts of COVID-19 on the global airline industry: An event study approach," Journal of Air Transport Management, Elsevier, vol. 89(C).
    44. Zhang, Yahua & Zhang, Anming & Wang, Jiaoe, 2020. "Exploring the roles of high-speed train, air and coach services in the spread of COVID-19 in China," Transport Policy, Elsevier, vol. 94(C), pages 34-42.
    45. Lee-Peng Foo & Mui-Yin Chin & Kim-Leng Tan & Kit-Teng Phuah, 2021. "The impact of COVID-19 on tourism industry in Malaysia," Current Issues in Tourism, Taylor & Francis Journals, vol. 24(19), pages 2735-2739, October.
    46. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2021. "On the degree of synchronization between air transport connectivity and COVID-19 cases at worldwide level," Transport Policy, Elsevier, vol. 105(C), pages 115-123.
    47. Wang, Kun & Zhang, Anming & Zhang, Yahua, 2018. "Key determinants of airline pricing and air travel demand in China and India: Policy, ownership, and LCC competition," Transport Policy, Elsevier, vol. 63(C), pages 80-89.
    48. Rafiq, Rezwana & McNally, Michael G. & Sarwar Uddin, Yusuf & Ahmed, Tanjeeb, 2022. "Impact of working from home on activity-travel behavior during the COVID-19 Pandemic: An aggregate structural analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 35-54.
    49. Czerny, Achim I. & Fu, Xiaowen & Lei, Zheng & Oum, Tae H., 2021. "Post pandemic aviation market recovery: Experience and lessons from China," Journal of Air Transport Management, Elsevier, vol. 90(C).
    50. 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.
    51. Li, Yongling & Wang, Jiaoe & Huang, Jie & Chen, Zhuo, 2022. "Impact of COVID-19 on domestic air transportation in China," Transport Policy, Elsevier, vol. 122(C), pages 95-103.
    52. Tolcha, Tassew Dufera, 2023. "The state of Africa's air transport market amid COVID-19, and forecasts for recovery," Journal of Air Transport Management, Elsevier, vol. 108(C).
    53. Jiaoe Wang & Fan Xiao & Frédéric Dobruszkes & Wei Wang, 2023. "Seasonality of flights in China: Spatial heterogeneity and its determinants," ULB Institutional Repository 2013/355192, ULB -- Universite Libre de Bruxelles.
    54. Wang, Jiaoe & Huang, Jie & Jing, Yue, 2020. "Competition between high-speed trains and air travel in China: From a spatial to spatiotemporal perspective," Transportation Research Part A: Policy and Practice, Elsevier, vol. 133(C), pages 62-78.
    55. Schultz, Michael & Evler, Jan & Asadi, Ehsan & Preis, Henning & Fricke, Hartmut & Wu, Cheng-Lung, 2020. "Future aircraft turnaround operations considering post-pandemic requirements," Journal of Air Transport Management, Elsevier, vol. 89(C).
    56. Dube, Kaitano & Nhamo, Godwell & Chikodzi, David, 2021. "COVID-19 pandemic and prospects for recovery of the global aviation industry," Journal of Air Transport Management, Elsevier, vol. 92(C).
    57. Albers, Sascha & Rundshagen, Volker, 2020. "European airlines′ strategic responses to the COVID-19 pandemic (January-May, 2020)," Journal of Air Transport Management, Elsevier, vol. 87(C).
    58. Chen, Yuting & Fuellhart, Kurt & Grubesic, Tony H. & Zhang, Shengrun & Witlox, Frank, 2023. "Diverging spatiotemporal responses to COVID-19Â by airports: Evidence from China," Journal of Air Transport Management, Elsevier, vol. 113(C).
    59. Dabachine, Yassine & Taheri, Hamza & Biniz, Mohamed & Bouikhalene, Belaid & Balouki, Abdessamad, 2020. "Strategic design of precautionary measures for airport passengers in times of global health crisis Covid 19: Parametric modelling and processing algorithms," Journal of Air Transport Management, Elsevier, vol. 89(C).
    60. Jie Huang & Jiaoe Wang & Yongling Li, 2022. "How Covid-19 affects intercity transportation in China: high-speed rail versus air," Regional Studies, Regional Science, Taylor & Francis Journals, vol. 9(1), pages 409-411, December.
    61. Park, Yonghwa & Ha, Hun-Koo, 2006. "Analysis of the impact of high-speed railroad service on air transport demand," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 42(2), pages 95-104, March.
    62. Lamb, Tracy L. & Winter, Scott R. & Rice, Stephen & Ruskin, Keith J. & Vaughn, Austin, 2020. "Factors that predict passengers willingness to fly during and after the COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 89(C).
    63. 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).
    64. Bian, Zilin & Zuo, Fan & Gao, Jingqin & Chen, Yanyan & Pavuluri Venkata, Sai Sarath Chandra & Duran Bernardes, Suzana & Ozbay, Kaan & Ban, Xuegang (Jeff) & Wang, Jingxing, 2021. "Time lag effects of COVID-19 policies on transportation systems: A comparative study of New York City and Seattle," Transportation Research Part A: Policy and Practice, Elsevier, vol. 145(C), pages 269-283.
    65. Amankwah-Amoah, Joseph & Khan, Zaheer & Osabutey, Ellis L.C., 2021. "COVID-19 and business renewal: Lessons and insights from the global airline industry," International Business Review, Elsevier, vol. 30(3).
    66. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LP, vol. 7(3), pages 281-312, September.
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