IDEAS home Printed from https://ideas.repec.org/a/eee/jaitra/v98y2022ics0969699721001289.html
   My bibliography  Save this article

How do changes in economic activity affect air passenger traffic? The use of state-dependent income elasticities to improve aviation forecasts

Author

Listed:
  • Hanson, Daniel
  • Toru Delibasi, Tuba
  • Gatti, Matteo
  • Cohen, Shamai

Abstract

This paper explores the causal relationship between income and air travel demand to provide insights for the future growth of the aviation industry, with particular focus on the recovery period after a crisis. Using US data, we estimate the long-run and short-run income elasticities of air passenger demand and we estimate how they vary over the business cycle. We find that long-run income elasticities are lower than short-run elasticities and that the short-run elasticities are lower during the recovery period following an economic downturn. A reduction in income elasticity of demand during the recovery period is consistent with an increase in precautionary savings. We then apply our results to IMF economic forecasts, and our analysis suggests that a return of the air traffic to its pre-crisis levels would be slower that the return of economic activities to their levels. Forecasts using our estimates are likely to be more accurate than one based on constant income elasticities of demand and suggest that air traffic in the US would return to its 2019 level in 2025, which is three years after the recovery of real GDP in this scenario. The use of state dependent income elasticities – in conjunction with other techniques that can control for other likely changes in demand and supply in a post-COVID world – could play an important role in helping to generate better forecasts for the aviation industry.

Suggested Citation

  • Hanson, Daniel & Toru Delibasi, Tuba & Gatti, Matteo & Cohen, Shamai, 2022. "How do changes in economic activity affect air passenger traffic? The use of state-dependent income elasticities to improve aviation forecasts," Journal of Air Transport Management, Elsevier, vol. 98(C).
  • Handle: RePEc:eee:jaitra:v:98:y:2022:i:c:s0969699721001289
    DOI: 10.1016/j.jairtraman.2021.102147
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0969699721001289
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jairtraman.2021.102147?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Justin Doran & Bernard Fingleton, 2014. "Economic shocks and growth: Spatio-temporal perspectives on Europe's economies in a time of crisis," Papers in Regional Science, Wiley Blackwell, vol. 93, pages 137-165, November.
    2. Zhang, Yahua, 2015. "International arrivals to Australia: Determinants and the role of air transport policy," Journal of Air Transport Management, Elsevier, vol. 44, pages 21-24.
    3. Ashoka Mody & Franziska Ohnsorge & Damiano Sandri, 2012. "Precautionary Savings in the Great Recession," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 60(1), pages 114-138, April.
    4. Cline, Richard C. & Ruhl, Terry A. & Gosling, Geoffrey D. & Gillen, David W., 1998. "Air transportation demand forecasts in emerging market economies: a case study of the Kyrgyz Republic in the former Soviet Union," Journal of Air Transport Management, Elsevier, vol. 4(1), pages 11-23.
    5. Hu, Yi & Xiao, Jin & Deng, Ying & Xiao, Yi & Wang, Shouyang, 2015. "Domestic air passenger traffic and economic growth in China: Evidence from heterogeneous panel models," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 95-100.
    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. Sebastian Kripfganz & Daniel C. Schneider, 2023. "ardl: Estimating autoregressive distributed lag and equilibrium correction models," Stata Journal, StataCorp LP, vol. 23(4), pages 983-1019, December.
    8. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    9. 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).
    10. Sebastian Kripfganz & Daniel C. Schneider, 2023. "ardl: Estimating autoregressive distributed lag and equilibrium correction models," Stata Journal, StataCorp LP, vol. 23(4), pages 983-1019, December.
    11. Valdes, Victor, 2015. "Determinants of air travel demand in Middle Income Countries," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 75-84.
    12. Kopsch, Fredrik, 2012. "A demand model for domestic air travel in Sweden," Journal of Air Transport Management, Elsevier, vol. 20(C), pages 46-48.
    13. Truong, Dothang, 2021. "Estimating the impact of COVID-19 on air travel in the medium and long term using neural network and Monte Carlo simulation," Journal of Air Transport Management, Elsevier, vol. 96(C).
    14. Hakim, Md Mahbubul & Merkert, Rico, 2016. "The causal relationship between air transport and economic growth: Empirical evidence from South Asia," Journal of Transport Geography, Elsevier, vol. 56(C), pages 120-127.
    15. Zhang, Linfeng & Yang, Hangjun & Wang, Kun & Bian, Lei & Zhang, Xian, 2021. "The impact of COVID-19 on airline passenger travel behavior: An exploratory analysis on the Chinese aviation market," Journal of Air Transport Management, Elsevier, vol. 95(C).
    16. Pearce, Brian, 2012. "The state of air transport markets and the airline industry after the great recession," Journal of Air Transport Management, Elsevier, vol. 21(C), pages 3-9.
    17. Brons, Martijn & Pels, Eric & Nijkamp, Peter & Rietveld, Piet, 2002. "Price elasticities of demand for passenger air travel: a meta-analysis," Journal of Air Transport Management, Elsevier, vol. 8(3), pages 165-175.
    18. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    19. Frédéric Dobruszkes & Gilles Van Hamme, 2011. "The impact of the current economic crisis on the geography of air traffic volumes: an empirical analysis," ULB Institutional Repository 2013/96228, ULB -- Universite Libre de Bruxelles.
    20. Ki-Han Song & Solsaem Choi, 2020. "A Study on the Behavioral Change of Passengers on Sustainable Air Transport after COVID-19," Sustainability, MDPI, vol. 12(21), pages 1-18, November.
    21. 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).
    22. Harumi Ito & Darin Lee, 2005. "Comparing the Impact of the September 11th Terrorist Attacks on International Airline Demand," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 12(2), pages 225-249.
    23. Gallet, Craig A. & Doucouliagos, Hristos, 2014. "The income elasticity of air travel: A meta-analysis," Annals of Tourism Research, Elsevier, vol. 49(C), pages 141-155.
    24. Miller, Benjamin I. & Dewey, James F. & Denslow, David & Miller, Edward B., 2016. "A welfare analysis of subsidies for airports," Journal of Air Transport Management, Elsevier, vol. 50(C), pages 83-90.
    25. 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).
    26. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    27. Solarin, Sakiru Adebola & Shahbaz, Muhammad, 2013. "Trivariate causality between economic growth, urbanisation and electricity consumption in Angola: Cointegration and causality analysis," Energy Policy, Elsevier, vol. 60(C), pages 876-884.
    28. Dobruszkes, Frédéric & Lennert, Moritz & Van Hamme, Gilles, 2011. "An analysis of the determinants of air traffic volume for European metropolitan areas," Journal of Transport Geography, Elsevier, vol. 19(4), pages 755-762.
    29. Stefano Maria Iacus & Fabrizio Natale & Carlos Satamaria & Spyridon Spyratos & Michele Vespe, 2020. "Estimating and Projecting Air Passenger Traffic during the COVID-19 Coronavirus Outbreak and its Socio-Economic Impact," Papers 2004.08460, arXiv.org, revised Apr 2020.
    30. Chin, Anthony T.H & Tay, John H, 2001. "Developments in air transport: implications on investment decisions, profitability and survival of Asian airlines," Journal of Air Transport Management, Elsevier, vol. 7(5), pages 319-330.
    31. Elton Fernandes & Ricardo Rodrigues Pacheco, 2010. "The causal relationship between GDP and domestic air passenger traffic in Brazil," Transportation Planning and Technology, Taylor & Francis Journals, vol. 33(7), pages 569-581, July.
    32. Ito, Harumi & Lee, Darin, 2005. "Assessing the impact of the September 11 terrorist attacks on U.S. airline demand," Journal of Economics and Business, Elsevier, vol. 57(1), pages 75-95.
    33. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    34. Dobruszkes, Frédéric & Van Hamme, Gilles, 2011. "The impact of the current economic crisis on the geography of air traffic volumes: an empirical analysis," Journal of Transport Geography, Elsevier, vol. 19(6), pages 1387-1398.
    35. 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).
    36. Subrata Ghatak & Jalal Siddiki, 2001. "The use of the ARDL approach in estimating virtual exchange rates in India," Journal of Applied Statistics, Taylor & Francis Journals, vol. 28(5), pages 573-583.
    37. Chi, Junwook & Baek, Jungho, 2013. "Dynamic relationship between air transport demand and economic growth in the United States: A new look," Transport Policy, Elsevier, vol. 29(C), pages 257-260.
    38. Frédéric Dobruszkes & Moritz Lennert & Gilles Van Hamme, 2011. "An analysis of the determinants of air traffic volume for European metropolitan areas," ULB Institutional Repository 2013/95858, ULB -- Universite Libre de Bruxelles.
    39. Chi, Junwook, 2014. "A cointegration analysis of bilateral air travel flows: The case of international travel to and from the United States," Journal of Air Transport Management, Elsevier, vol. 39(C), pages 41-47.
    40. Njegovan, Nenad, 2006. "Elasticities of demand for leisure air travel: A system modelling approach," Journal of Air Transport Management, Elsevier, vol. 12(1), pages 33-39.
    41. 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.
    42. Baker, Douglas & Merkert, Rico & Kamruzzaman, Md., 2015. "Regional aviation and economic growth: cointegration and causality analysis in Australia," Journal of Transport Geography, Elsevier, vol. 43(C), pages 140-150.
    43. Njoya, Eric Tchouamou & Nikitas, Alexandros, 2020. "The role of air transport in employment creation and inclusive growth in the Global South: The case of South Africa," Journal of Transport Geography, Elsevier, vol. 85(C).
    44. Phillips, Robert F., 1996. "Forecasting in the presence of large shocks," Journal of Economic Dynamics and Control, Elsevier, vol. 20(9-10), pages 1581-1608.
    45. Chang, Li-Yen, 2012. "International air passenger flows between pairs of APEC countries: A non-parametric regression tree approach," Journal of Air Transport Management, Elsevier, vol. 20(C), pages 4-6.
    46. Marazzo, Marcial & Scherre, Rafael & Fernandes, Elton, 2010. "Air transport demand and economic growth in Brazil: A time series analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(2), pages 261-269, March.
    47. Grosche, Tobias & Rothlauf, Franz & Heinzl, Armin, 2007. "Gravity models for airline passenger volume estimation," Journal of Air Transport Management, Elsevier, vol. 13(4), pages 175-183.
    48. Ulrich Gunter & Egon Smeral, 2016. "The decline of tourism income elasticities in a global context," Tourism Economics, , vol. 22(3), pages 466-483, June.
    49. Kaufmann, Robert K., 2017. "Airfares and oil prices: ‘Feathers and Rockets’ adjustments," Energy Economics, Elsevier, vol. 68(C), pages 515-521.
    50. Graham, Anne, 2006. "Have the major forces driving leisure airline traffic changed?," Journal of Air Transport Management, Elsevier, vol. 12(1), pages 14-20.
    51. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    52. Joyce Dargay & Dermot Gately & Martin Sommer, 2007. "Vehicle Ownership and Income Growth, Worldwide: 1960-2030," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4), pages 143-170.
    53. 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).
    54. Alekseev, K.P.G. & Seixas, J.M., 2009. "A multivariate neural forecasting modeling for air transport – Preprocessed by decomposition: A Brazilian application," Journal of Air Transport Management, Elsevier, vol. 15(5), pages 212-216.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. 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).
    2. Tirtha, Sudipta Dey & Bhowmik, Tanmoy & Eluru, Naveen, 2023. "Understanding the factors affecting airport level demand (arrivals and departures) using a novel modeling approach," Journal of Air Transport Management, Elsevier, vol. 106(C).
    3. Johan Gars & Daniel Spiro & Henrik Wachtmeister, 2022. "The effect of European fuel-tax cuts on the oil income of Russia," Nature Energy, Nature, vol. 7(10), pages 989-997, October.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wang, Sen & Gao, Yi, 2021. "A literature review and citation analyses of air travel demand studies published between 2010 and 2020," Journal of Air Transport Management, Elsevier, vol. 97(C).
    2. Kağan Albayrak, Muhammed Bilge & Özcan, İsmail Çağrı & Can, Raif & Dobruszkes, Frédéric, 2020. "The determinants of air passenger traffic at Turkish airports," Journal of Air Transport Management, Elsevier, vol. 86(C).
    3. Rahman, Farzana & Rahman, Md. Mahmudur, 2023. "Analyzing service quality of domestic airlines in an emerging country- Bangladesh by structural equation models," Journal of Air Transport Management, Elsevier, vol. 107(C).
    4. Wang, Yanzai & Hao, Chengzhi & Liu, Dawei, 2019. "The spatial and temporal dimensions of the interdependence between the airline industry and the Chinese economy," Journal of Transport Geography, Elsevier, vol. 74(C), pages 201-210.
    5. 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.
    6. Frédéric Dobruszkes & Christian Vandermotten, 2022. "Do scale and the type of markets matter? Revisiting the determinants of passenger air services worldwide," ULB Institutional Repository 2013/336304, ULB -- Universite Libre de Bruxelles.
    7. Dobruszkes, Frédéric & Vandermotten, Christian, 2022. "Do scale and the type of markets matter? Revisiting the determinants of passenger air services worldwide," Journal of Air Transport Management, Elsevier, vol. 99(C).
    8. Iyer, K. Chandrashekhar & Thomas, Nivea, 2021. "An econometric analysis of domestic air traffic demand in regional airports: Evidence from India," Journal of Air Transport Management, Elsevier, vol. 93(C).
    9. Hakim, Md Mahbubul & Merkert, Rico, 2016. "The causal relationship between air transport and economic growth: Empirical evidence from South Asia," Journal of Transport Geography, Elsevier, vol. 56(C), pages 120-127.
    10. Akinyemi, Yingigba Chioma, 2023. "Air cargo demand in Africa: Application of cointegration and error correction modelling techniques," Journal of Air Transport Management, Elsevier, vol. 109(C).
    11. 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).
    12. 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).
    13. Truong, Dothang, 2021. "Estimating the impact of COVID-19 on air travel in the medium and long term using neural network and Monte Carlo simulation," Journal of Air Transport Management, Elsevier, vol. 96(C).
    14. Law, Colin C.H. & Zhang, Yahua & Gow, Jeff & Vu, Xuan-Binh, 2022. "Dynamic relationship between air transport, economic growth and inbound tourism in Cambodia, Laos, Myanmar and Vietnam," Journal of Air Transport Management, Elsevier, vol. 98(C).
    15. Hu, Yi & Xiao, Jin & Deng, Ying & Xiao, Yi & Wang, Shouyang, 2015. "Domestic air passenger traffic and economic growth in China: Evidence from heterogeneous panel models," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 95-100.
    16. Dey Tirtha, Sudipta & Bhowmik, Tanmoy & Eluru, Naveen, 2022. "An airport level framework for examining the impact of COVID-19 on airline demand," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 169-181.
    17. Pot, Felix Johan & Koster, Sierdjan, 2022. "Small airports: Runways to regional economic growth?," Journal of Transport Geography, Elsevier, vol. 98(C).
    18. Tsui, Wai Hong Kan & Fu, Xiaowen & Yin, Chuanzhong & Zhang, Huaxin, 2021. "Hong Kong's aviation and tourism growth - An empirical investigation," Journal of Air Transport Management, Elsevier, vol. 93(C).
    19. Tolcha, Tassew Dufera & Bråthen, Svein & Holmgren, Johan, 2020. "Air transport demand and economic development in sub-Saharan Africa: Direction of causality," Journal of Transport Geography, Elsevier, vol. 86(C).
    20. Boucekkine, R. & Laksaci, M. & Touati-Tliba, M., 2021. "Long-run stability of money demand and monetary policy: The case of Algeria," The Journal of Economic Asymmetries, Elsevier, vol. 24(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jaitra:v:98:y:2022:i:c:s0969699721001289. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/journal-of-air-transport-management/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.