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Fuzzy inference system for forecasting non-aeronautical revenues considering the customer experience

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  • Silva, Lenice M.
  • Bandeira, Michelle C.G.S.P.
  • Borille, Giovanna M.R.
  • Gomes, Rogéria A.
  • Guimarães, Lamartine N.F.

Abstract

Non-aeronautical revenues are associated with commercial activities at the airport, in which the fundamental factor in managing these revenues is the customers’ experience. This study numerically analyzed the influence of passenger satisfaction and waiting time on consumption made in the commercial facilities of the Airport Passenger Terminal, operating predominantly with domestic flights. This research was made through a structured questionnaire and the passengers in the airport to support the definition of the behavior of the Fuzzy Inference System. The results show that the greater the passenger satisfaction and waiting time, the greater the chances of significantly shopping. Furthermore, this study presents fuzzy modeling of a rule-based computational intelligence system capable of forecasting non-aeronautical revenues referring to shopping and dining experience, with significant contributions to the literature and airport management.

Suggested Citation

  • Silva, Lenice M. & Bandeira, Michelle C.G.S.P. & Borille, Giovanna M.R. & Gomes, Rogéria A. & Guimarães, Lamartine N.F., 2024. "Fuzzy inference system for forecasting non-aeronautical revenues considering the customer experience," Journal of Air Transport Management, Elsevier, vol. 118(C).
  • Handle: RePEc:eee:jaitra:v:118:y:2024:i:c:s0969699724000607
    DOI: 10.1016/j.jairtraman.2024.102595
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    References listed on IDEAS

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    1. Martin-Domingo, Luis & Martín, Juan Carlos & Mandsberg, Glen, 2019. "Social media as a resource for sentiment analysis of Airport Service Quality (ASQ)," Journal of Air Transport Management, Elsevier, vol. 78(C), pages 106-115.
    2. Hong, Seock-Jin & Choi, Dongho & Chae, Junjae, 2020. "Exploring different airport users’ service quality satisfaction between service providers and air travelers," Journal of Retailing and Consumer Services, Elsevier, vol. 52(C).
    3. Bezerra, George C.L. & Gomes, Carlos F., 2015. "The effects of service quality dimensions and passenger characteristics on passenger's overall satisfaction with an airport," Journal of Air Transport Management, Elsevier, vol. 44, pages 77-81.
    4. Graham, Prof Anne, 2020. "Airport privatisation: A successful journey?," Journal of Air Transport Management, Elsevier, vol. 89(C).
    5. Perng, Shiaw-Wuu & Chow, Chia-Chuan & Liao, Wu-Cheng, 2010. "Analysis of shopping preference and satisfaction with airport retailing products," Journal of Air Transport Management, Elsevier, vol. 16(5), pages 279-283.
    6. Graham, Anne, 2009. "How important are commercial revenues to today's airports?," Journal of Air Transport Management, Elsevier, vol. 15(3), pages 106-111.
    7. Pandey, Mukesh Mohan, 2016. "Evaluating the service quality of airports in Thailand using fuzzy multi-criteria decision making method," Journal of Air Transport Management, Elsevier, vol. 57(C), pages 241-249.
    8. Wu, Hanjun & Tsui, Kan Wai Hong, 2020. "Does a reward program affect customers’ behavioural intention of visiting the airport? A case study of Singapore Changi Airport," Journal of Air Transport Management, Elsevier, vol. 82(C).
    9. Martín, Juan Carlos & Martín-Domingo, Luis & Lohmann, Gui & Spasojevic, Bojana, 2019. "The role of travel patterns in airport duty-free shopping satisfaction: A case study from an Australian regional airport," Journal of Air Transport Management, Elsevier, vol. 80(C), pages 1-1.
    10. Bezerra, George C.L. & Gomes, Carlos F., 2020. "Antecedents and consequences of passenger satisfaction with the airport," Journal of Air Transport Management, Elsevier, vol. 83(C).
    11. Del Chiappa, Giacomo & Martin, Juan Carlos & Roman, Concepcion, 2016. "Service quality of airports' food and beverage retailers. A fuzzy approach," Journal of Air Transport Management, Elsevier, vol. 53(C), pages 105-113.
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