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The impact of the COVID-19 pandemic on airlines’ passenger satisfaction

Author

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  • Pereira, Francisco
  • Costa, Joana Martinho
  • Ramos, Ricardo
  • Raimundo, António

Abstract

This study aims to understand airline passengers' satisfaction trends by analyzing the most influential factors on satisfaction before and during the COVID-19 pandemic. The sample consists of a dataset with 9745 passenger reviews published on airlinequality.com. The reviews were analyzed with a sentiment analysis tool calibrated for the aviation industry for accuracy. Machine learning algorithms were then implemented to predict review sentiment based on airline company, travelers' type and class, and country of origin. Findings show passengers were unhappy before the pandemic, aggravated after the COVID-19 outbreak. The staff's behavior is the main factor influencing passengers' satisfaction. Predictive modeling showed that it is possible to predict negative review sentiments with satisfactory performance rather than positive reviews. The main takeaway is that passengers, after the pandemic, are most worried about refunds and aircraft cabin cleanliness. From a managerial standpoint, airline companies can benefit from the created knowledge to adjust their strategies in agreement and meet their customers' expectations.

Suggested Citation

  • Pereira, Francisco & Costa, Joana Martinho & Ramos, Ricardo & Raimundo, António, 2023. "The impact of the COVID-19 pandemic on airlines’ passenger satisfaction," Journal of Air Transport Management, Elsevier, vol. 112(C).
    • Handle: RePEc:eee:jaitra:v:112:y:2023:i:c:s0969699723000844
    DOI: 10.1016/j.jairtraman.2023.102441
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    1. Amankwah-Amoah, Joseph, 2020. "Note: Mayday, Mayday, Mayday! Responding to environmental shocks: Insights on global airlines’ responses to COVID-19," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 143(C).
    2. Forgas, Santiago & Moliner, Miguel A. & Sánchez, Javier & Palau, Ramon, 2010. "Antecedents of airline passenger loyalty: Low-cost versus traditional airlines," Journal of Air Transport Management, Elsevier, vol. 16(4), pages 229-233.
    3. Park, Jin-Woo & Robertson, Rodger & Wu, Cheng-Lung, 2004. "The effect of airline service quality on passengers’ behavioural intentions: a Korean case study," Journal of Air Transport Management, Elsevier, vol. 10(6), pages 435-439.
    4. Sezgen, Eren & Mason, Keith J. & Mayer, Robert, 2019. "Voice of airline passenger: A text mining approach to understand customer satisfaction," Journal of Air Transport Management, Elsevier, vol. 77(C), pages 65-74.
    5. Ariana Furtado & Ricardo F. Ramos & Bruno Maia & Joana Martinho Costa, 2022. "Predictors of Hotel Clients’ Satisfaction in the Cape Verde Islands," Sustainability, MDPI, vol. 14(5), pages 1-13, February.
    6. Rita, Paulo & Moro, Sérgio & Cavalcanti, Gabriel, 2022. "The impact of COVID-19 on tourism: Analysis of online reviews in the airlines sector," Journal of Air Transport Management, Elsevier, vol. 104(C).
    7. 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.
    8. Namilae, S. & Srinivasan, A. & Mubayi, A. & Scotch, M. & Pahle, R., 2017. "Self-propelled pedestrian dynamics model: Application to passenger movement and infection propagation in airplanes," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 465(C), pages 248-260.
    9. Guo, Yue & Barnes, Stuart J. & Jia, Qiong, 2017. "Mining meaning from online ratings and reviews: Tourist satisfaction analysis using latent dirichlet allocation," Tourism Management, Elsevier, vol. 59(C), pages 467-483.
    10. Mason, Keith J. & Morrison, William G., 2008. "Towards a means of consistently comparing airline business models with an application to the [`]low cost' airline sector," Research in Transportation Economics, Elsevier, vol. 24(1), pages 75-84.
    11. Song, Cen & Guo, Jingquan & Zhuang, Jun, 2020. "Analyzing passengers’ emotions following flight delays- a 2011–2019 case study on SKYTRAX comments," Journal of Air Transport Management, Elsevier, vol. 89(C).
    12. 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).
    13. Bauer, Linus Benjamin & Bloch, Daniel & Merkert, Rico, 2020. "Ultra Long-Haul: An emerging business model accelerated by COVID-19," Journal of Air Transport Management, Elsevier, vol. 89(C).
    14. Tianyuan Zhang & Sérgio Moro & Ricardo F. Ramos, 2022. "A Data-Driven Approach to Improve Customer Churn Prediction Based on Telecom Customer Segmentation," Future Internet, MDPI, vol. 14(3), pages 1-19, March.
    15. Sérgio Moro & Ricardo F. Ramos & Paulo Rita, 2020. "What drives job satisfaction in IT companies?," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 70(2), pages 391-407, March.
    16. 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).
    17. Lucini, Filipe R. & Tonetto, Leandro M. & Fogliatto, Flavio S. & Anzanello, Michel J., 2020. "Text mining approach to explore dimensions of airline customer satisfaction using online customer reviews," Journal of Air Transport Management, Elsevier, vol. 83(C).
    18. Paulo Rita & Ricardo Filipe Ramos & Sérgio Moro & Marta Mealha & Lucian Radu, 2020. "Online dating apps as a marketing channel: a generational approach," European Journal of Management and Business Economics, Emerald Group Publishing Limited, vol. 30(1), pages 1-17, July.
    19. 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).
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