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Global air freight flow data for aviation policy modelling

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  • Dray, Lynnette
  • Kuleszo, Joanna
  • Teoh, Roger
  • Stettler, Marc
  • Stewart, James
  • Schäfer, Andreas

Abstract

Models of air freight are often constrained by a lack of available data. This study brings together different sources of air freight supply and demand data to address this gap. To study air freight operations, we combine schedules, flight tracking data and country-level databases of passenger and freight movements to produce estimates of global flight segment-level capacity and load factors in freighter aircraft and passenger holds for 2019–2021. To study true origin-ultimate destination air freight demand, a freight mode choice model by commodity group is developed for 2019 to fill gaps in mode information in international and national trade datasets, and estimates are made for 2019 and 2021. Initial comparisons of supply and demand data demonstrate that air freight journeys differ significantly from passenger journeys, typically including more flight legs (roughly, around 2, compared to 1.2 for passengers) and greater leg distances (2.2–2.5 times average passenger distance), with significant asymmetry in commodity flows and operations to and from individual countries and regions. These differences persist in 2021, despite COVID-19 induced shifts towards carrying more air freight in freighter aircraft. This research forms a first step towards making available an integrated database of estimated global air freight flows by commodity.

Suggested Citation

  • Dray, Lynnette & Kuleszo, Joanna & Teoh, Roger & Stettler, Marc & Stewart, James & Schäfer, Andreas, 2024. "Global air freight flow data for aviation policy modelling," Journal of Air Transport Management, Elsevier, vol. 121(C).
  • Handle: RePEc:eee:jaitra:v:121:y:2024:i:c:s0969699724001571
    DOI: 10.1016/j.jairtraman.2024.102692
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    References listed on IDEAS

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    1. Alexander, D.W. & Merkert, R., 2021. "Applications of gravity models to evaluate and forecast US international air freight markets post-GFC," Transport Policy, Elsevier, vol. 104(C), pages 52-62.
    2. Bombelli, Alessandro & Santos, Bruno F. & Tavasszy, Lóránt, 2020. "Analysis of the air cargo transport network using a complex network theory perspective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 138(C).
    3. David L. Hummels & Georg Schaur, 2013. "Time as a Trade Barrier," American Economic Review, American Economic Association, vol. 103(7), pages 2935-2959, December.
    4. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    5. Paolo Malighetti & Gianmaria Martini & Renato Redondi & Davide Scotti, 2019. "Integrators’ Air Transport Networks in Europe," Networks and Spatial Economics, Springer, vol. 19(2), pages 557-581, June.
    6. Chao, Ching-Cheng & Li, Ru-Guo, 2017. "Effects of cargo types and load efficiency on airline cargo revenues," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 26-33.
    7. Fabian Baier & Peter Berster & Marc Gelhausen, 2022. "Global cargo gravitation model: airports matter for forecasts," International Economics and Economic Policy, Springer, vol. 19(1), pages 219-238, February.
    8. Dray, Lynnette M. & Krammer, Philip & Doyme, Khan & Wang, Bojun & Al Zayat, Kinan & O'Sullivan, Aidan & Schäfer, Andreas W., 2019. "AIM2015: Validation and initial results from an open-source aviation systems model," Transport Policy, Elsevier, vol. 79(C), pages 93-102.
    9. Ahmed Karam & Abdelrahman E. E. Eltoukhy & Ibrahim Abdelfadeel Shaban & El-Awady Attia, 2022. "A Review of COVID-19-Related Literature on Freight Transport: Impacts, Mitigation Strategies, Recovery Measures, and Future Research Directions," IJERPH, MDPI, vol. 19(19), pages 1-27, September.
    10. Deng, Yu & Zhang, Yahua & Wang, Kun, 2022. "An analysis of the Chinese scheduled freighter network during the first year of the COVID-19 pandemic," Journal of Transport Geography, Elsevier, vol. 99(C).
    11. Fageda, Xavier & Fioravanti, Reinaldo & Ricover, Andy & Café, Eduardo & Ansaldo, Mariano, 2023. "Econometric analysis of the determinants of air cargo services supply in Latin America and the Caribbean," Transport Policy, Elsevier, vol. 135(C), pages 33-44.
    12. Budd, Lucy & Ison, Stephen, 2017. "The role of dedicated freighter aircraft in the provision of global airfreight services," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 34-40.
    13. Malighetti, Paolo & Martini, Gianmaria & Redondi, Renato & Scotti, Davide, 2019. "Air transport networks of global integrators in the more liberalized Asian air cargo industry," Transport Policy, Elsevier, vol. 80(C), pages 12-23.
    14. Hess, Stephane & Palma, David, 2019. "Apollo: A flexible, powerful and customisable freeware package for choice model estimation and application," Journal of choice modelling, Elsevier, vol. 32(C), pages 1-1.
    15. Merkert, Rico & Ploix, Boris, 2014. "The impact of terminal re-organisation on belly-hold freight operation chains at airports," Journal of Air Transport Management, Elsevier, vol. 36(C), pages 78-84.
    16. Zhang, Anming & Zhang, Yimin, 2002. "Issues on liberalization of air cargo services in international aviation," Journal of Air Transport Management, Elsevier, vol. 8(5), pages 275-287.
    17. Kupfer, Franziska & Meersman, Hilde & Onghena, Evy & Van de Voorde, Eddy, 2017. "The underlying drivers and future development of air cargo," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 6-14.
    18. Boonekamp, Thijs & Burghouwt, Guillaume, 2017. "Measuring connectivity in the air freight industry," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 81-94.
    19. Luis Martinez & Jari Kauppila & Marie Castaing Gachassin, 2014. "International Freight and Related CO2 Emissions by 2050: A New Modelling Tool," International Transport Forum Discussion Papers 2014/21, OECD Publishing.
    20. Yu, Shunan & Yang, Zhongzhen & Yu, Bin, 2017. "Air express network design based on express path choices – Chinese case study," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 73-80.
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