Data Analysis in the Airline Industry: Revealing the Impacts of COVID-19 on Global Air Transport (and Vice Versa)

  • Paula Giovanna Rodrigues UTFPR
  • Victor Antonio Menuzzo UTFPR
  • Semida Silveira Cornell University Ithaca
  • Ricardo Lüders UTFPR
  • Luiz Gomes-Jr UTFPR


The aviation sector is a major factor in our globalized society, funding the highest levels of advanced engineering for its own operations and providing irreplaceable services to various industries such as tourism and transportation. On the other hand, the efficiency and scale in which people are moved through air traffic plays a central role in the spread of diseases such as COVID-19. This paper analyzes the interactions between air traffic and the current COVID-19 pandemic. By combining air traffic with epidemiological data we assess (i) how COVID-19 affects the aviation industry, including factors that explain the differences in impact among countries, (ii) how the transportation of passengers contributes to the spread of the disease globally, and (iii) how air traffic restrictions are related to epidemic status in the countries. We explore these issues with a combination of exploratory analysis, modelling and complex network analysis. We believe that our models and analyses contribute for developing guidelines to minimize impacts in health and economic outcomes.


Chinazzi, M., Davis, J. T., Ajelli, M., Gioannini, C., Litvinova, M., Merler, S., Pastore y Piontti, A., Mu, K., Rossi, L., Sun, K., Viboud, C., Xiong, X., Yu, H., Halloran, M. E., Longini, I. M., and Vespignani, A. (2020). The effect of travel restrictions on the spread of the 2019 novel coronavirus (covid-19) outbreak. Science, 368(6489):395–400.

da F. Costa, L., Rodrigues, F. A., Travieso, G., and Boas, P. R. V. (2007). Characterization of complex networks: A survey of measurements. Advances in Phys., 56(1):167–242.

Dickens, B. L., Koo, J. R., Lim, J. T., Sun, H., Clapham, H. E., Wilder-Smith, A., and Cook, A. R. (2020). Strategies at points of entry to reduce importation risk of COVID-19 cases and re-open travel. Journal of Travel Medicine. taaa141.

Gilbert, M., Pullano, G., Pinotti, F., Valdano, E., Poletto, C., Boelle, P.-Y., D'Ortenzio, E., Yazdanpanah, Y., Eholie, S. P., Altmann, M., Gutierrez, B., Kraemer, M. U. G., and Colizza, V. (2020). Preparedness and vulnerability of african countries against importations of covid-19: a modelling study. The Lancet, 395(10227):871 – 877.

Iacus, S. M., Natale, F., Santamaria, C., Spyratos, S., and Vespe, M. (2020). Estimating and projecting air passenger traffic during the covid-19 coronavirus outbreak and its socio-economic impact. Safety Science, 129:104791.

IHLG (2019). Industry high level group (ihlg) aviation benefits report 2019., accessed in 2020-06-10.

Lau, H., Khosrawipour, V., Kocbach, P., Mikolajczyk, A., Ichii, H., Zacharski, M., Bania, J., and Khosrawipour, T. (2020). The association between international and domestic air traffic and the coronavirus (covid-19) outbreak. Journal of Microbiology, Immunology and Infection, 53(3):467 – 472.

Nakamura, H. and Managi, S. (2020). Airport risk of importation and exportation of the covid-19 pandemic. Transport Policy, 96:40 – 47.

Sobieralski, J. B. (2020). Covid-19 and airline employment: Insights from historical uncertainty shocks to the industry. Transport. Research Interdisc. Perspectives, 5:100123.

World Bank (2020). Global Economic Prospects, June 2020. World Bank Group. License: Creative Commons Attribution CC BY 3.0 IGO.

Zhang, R., Li, Y., Zhang, A. L., Wang, Y., and Molina, M. J. (2020). Identifying airborne transmission as the dominant route for the spread of covid-19. Proceedings of the National Academy of Sciences.
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RODRIGUES, Paula Giovanna; MENUZZO, Victor Antonio; SILVEIRA, Semida; LÜDERS, Ricardo; GOMES-JR, Luiz. Data Analysis in the Airline Industry: Revealing the Impacts of COVID-19 on Global Air Transport (and Vice Versa). In: ESCOLA REGIONAL DE BANCO DE DADOS (ERBD), 17. , 2022, Lages/SC. Anais [...]. Porto Alegre: Sociedade Brasileira de Computação, 2022 . p. 51-60. ISSN 2595-413X. DOI: