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The causal relationship between the COVID-19, Delta and Omicron pandemic and the air transport industry: Evidence from China

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  • Wu, Tsung-Pao
  • Zheng, Yi
  • Wu, Hung-Che
  • Deng, Ruixin

Abstract

This paper employs a novel multivariate panel Granger causality approach to examine the relationship between the 2019 coronavirus disease, Delta and Omicron pandemic and 14 air transport companies and airports during a certain time period, taking into account both the interdependence and heterogeneity among these air transport companies and airports. Empirical results show that 10 out of 14 air transport companies and airports have a one-way direction of Granger causality between pandemic shocks and stock returns, among which five air transport companies and airports have bilateral relationships. The results show that six air transport companies and airports are Granger “leading†the pandemic, arguing that the adjustment speed of expectations of exogenous shocks and the policies may account for the counterintuitive causal relationship which brings new insights into the heterogeneity in expectations.

Suggested Citation

  • Wu, Tsung-Pao & Zheng, Yi & Wu, Hung-Che & Deng, Ruixin, 2024. "The causal relationship between the COVID-19, Delta and Omicron pandemic and the air transport industry: Evidence from China," Journal of Air Transport Management, Elsevier, vol. 116(C).
    • Handle: RePEc:eee:jaitra:v:116:y:2024:i:c:s0969699724000097
    DOI: 10.1016/j.jairtraman.2024.102544
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    as
    1. Liu, Anyu & Vici, Laura & Ramos, Vicente & Giannoni, Sauveur & Blake, Adam, 2021. "Visitor arrivals forecasts amid COVID-19: A perspective from the Europe team," Annals of Tourism Research, Elsevier, vol. 88(C).
    2. Alan J Auerbach & Yuriy Gorodnichenko, 2016. "Effects of Fiscal Shocks in a Globalized World," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 64(1), pages 177-215, May.
    3. Luigi Guiso & Giuseppe Parigi, 1999. "Investment and Demand Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 185-227.
    4. Saumya Ranjan Dash & Debasish Maitra & Byomakesh Debata & Jitendra Mahakud, 2021. "Economic policy uncertainty and stock market liquidity: Evidence from G7 countries," International Review of Finance, International Review of Finance Ltd., vol. 21(2), pages 611-626, June.
    5. Nick Bloom & Stephen Bond & John Van Reenen, 2007. "Uncertainty and Investment Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(2), pages 391-415.
    6. Owen Zidar, 2019. "Tax Cuts for Whom? Heterogeneous Effects of Income Tax Changes on Growth and Employment," Journal of Political Economy, University of Chicago Press, vol. 127(3), pages 1437-1472.
    7. Laurence Levin & Matthew S. Lewis & Frank A. Wolak, 2017. "High Frequency Evidence on the Demand for Gasoline," American Economic Journal: Economic Policy, American Economic Association, vol. 9(3), pages 314-347, August.
    8. 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).
    9. Xi Wu & Adam Blake, 2023. "The Impact of the COVID-19 Crisis on Air Travel Demand: Some Evidence From China," SAGE Open, , vol. 13(1), pages 21582440231, January.
    10. Jorg Breitung, 2005. "A Parametric approach to the Estimation of Cointegration Vectors in Panel Data," Econometric Reviews, Taylor & Francis Journals, vol. 24(2), pages 151-173.
    11. Borkowski, Przemysław & Jażdżewska-Gutta, Magdalena & Szmelter-Jarosz, Agnieszka, 2021. "Lockdowned: Everyday mobility changes in response to COVID-19," Journal of Transport Geography, Elsevier, vol. 90(C).
    12. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    13. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    14. 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).
    15. 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).
    16. Qiu, Richard T.R. & Wu, Doris Chenguang & Dropsy, Vincent & Petit, Sylvain & Pratt, Stephen & Ohe, Yasuo, 2021. "Visitor arrivals forecasts amid COVID-19: A perspective from the Asia and Pacific team," Annals of Tourism Research, Elsevier, vol. 88(C).
    17. Ștefan Cristian Gherghina & Daniel Ștefan Armeanu & Camelia Cătălina Joldeș, 2020. "Stock Market Reactions to COVID-19 Pandemic Outbreak: Quantitative Evidence from ARDL Bounds Tests and Granger Causality Analysis," IJERPH, MDPI, vol. 17(18), pages 1-35, September.
    18. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    19. Tuncer, Necibe & Le, Trang, 2014. "Effect of air travel on the spread of an avian influenza pandemic to the United States," International Journal of Critical Infrastructure Protection, Elsevier, vol. 7(1), pages 27-47.
    20. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    21. Rosamond L. Naylor & Ronald W. Hardy & Alejandro H. Buschmann & Simon R. Bush & Ling Cao & Dane H. Klinger & David C. Little & Jane Lubchenco & Sandra E. Shumway & Max Troell, 2021. "A 20-year retrospective review of global aquaculture," Nature, Nature, vol. 591(7851), pages 551-563, March.
    22. Emi Nakamura & Jón Steinsson, 2018. "High-Frequency Identification of Monetary Non-Neutrality: The Information Effect," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(3), pages 1283-1330.
    23. Thams, Andreas & Zech, Nicola & Rempel, David & Ayia-Koi, Albert, 2020. "An initial assessment of economic impacts and operational challenges for the tourism & hospitality industry due to COVID-19," IU Discussion Papers - Hospitality, Tourism & Event 2/2020, IU International University of Applied Sciences.
    24. Hui Hong & Zhicun Bian & Chien-Chiang Lee, 2021. "COVID-19 and instability of stock market performance: evidence from the U.S," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-18, December.
    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. Salari, Mostafa & Milne, R. John & Delcea, Camelia & Kattan, Lina & Cotfas, Liviu-Adrian, 2020. "Social distancing in airplane seat assignments," Journal of Air Transport Management, Elsevier, vol. 89(C).
    27. 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).
    28. Neil M. Ferguson & Derek A. T. Cummings & Christophe Fraser & James C. Cajka & Philip C. Cooley & Donald S. Burke, 2006. "Strategies for mitigating an influenza pandemic," Nature, Nature, vol. 442(7101), pages 448-452, July.
    29. Zhang, Hanyuan & Song, Haiyan & Wen, Long & Liu, Chang, 2021. "Forecasting tourism recovery amid COVID-19," Annals of Tourism Research, Elsevier, vol. 87(C).
    30. Valerie A. Ramey & Sarah Zubairy, 2018. "Government Spending Multipliers in Good Times and in Bad: Evidence from US Historical Data," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 850-901.
    31. Li, Siping & Xu, Gangyan & Zhou, Yaoming, 2023. "How air transport networks respond to long-lasting disruptive events like COVID-19: The first step toward long-term resilience," Transportation Research Part A: Policy and Practice, Elsevier, vol. 177(C).
    32. Atems, Bebonchu & Sardar, Naafey, 2021. "Exploring asymmetries in the effects of El Niño-Southern Oscillation on U.S. food and agricultural stock prices," The Quarterly Review of Economics and Finance, Elsevier, vol. 81(C), pages 1-14.
    33. 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).
    34. Qiu, Richard T.R. & Park, Jinah & Li, ShiNa & Song, Haiyan, 2020. "Social costs of tourism during the COVID-19 pandemic," Annals of Tourism Research, Elsevier, vol. 84(C).
    35. Adam Blake & M. Thea Sinclair & Guntur Sugiyarto, 2003. "Quantifying the Impact of Foot and Mouth Disease on Tourism and the UK Economy," Tourism Economics, , vol. 9(4), pages 449-465, December.
    36. Anshu Agrawal, 2021. "Sustainability of airlines in India with Covid-19: Challenges ahead and possible way-outs," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 20(4), pages 457-472, August.
    37. Poretti, Cédric & Heo, Cindy Yoonjoung, 2022. "COVID-19 and firm value drivers in the tourism industry," Annals of Tourism Research, Elsevier, vol. 95(C).
    38. Tsung-Pao Wu & Shu-Bing Liu & Shun-Jen Hsueh, 2016. "The Causal Relationship between Economic Policy Uncertainty and Stock Market: A Panel Data Analysis," International Economic Journal, Taylor & Francis Journals, vol. 30(1), pages 109-122, March.
    39. Sami Alpanda & Sarah Zubairy, 2019. "Household Debt Overhang and Transmission of Monetary Policy," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(5), pages 1265-1307, August.
    40. Ben-Ahmed, Kais & Ayadi, Imen & Hamad, Salah Ben, 2022. "COVID-19 impact on digital companies’ stock return: A dynamic data analysis," Finance Research Letters, Elsevier, vol. 46(PA).
    41. Xingyuan Yao, 2023. "COVID-19 Pandemic and Economic Stimulus Policies: Evidence From 156 Economies," Research on Economic Inequality, in: Mobility and Inequality Trends, volume 30, pages 243-266, Emerald Group Publishing Limited.
    42. Adrienne, Nena & Budd, Lucy & Ison, Stephen, 2020. "Grounded aircraft: An airfield operations perspective of the challenges of resuming flights post COVID," Journal of Air Transport Management, Elsevier, vol. 89(C).
    43. Yang, Yang & Zhang, Hongru & Chen, Xiang, 2020. "Coronavirus pandemic and tourism: Dynamic stochastic general equilibrium modeling of infectious disease outbreak," Annals of Tourism Research, Elsevier, vol. 83(C).
    44. Tang, Jiechen & Wu, Hongrun & Ramos, Vicente & Sriboonchitta, Songsak, 2023. "The impact of international air routes on tourism," Annals of Tourism Research, Elsevier, vol. 101(C).
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