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A latent class approach to estimate air travelers’ propensity toward connecting itineraries

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  • Morlotti, Chiara
  • Birolini, Sebastian
  • Malighetti, Paolo
  • Redondi, Renato

Abstract

Travelers’ choices have been widely studied, and insights have been established on the values associated with different itinerary attributes. This paper extends the current literature by including a novel determinant of air travelers’ behavior—that is, the extent to which a connecting itinerary is marketed and handled by an operating carrier. By relying on a stated preference survey, we collect passengers’ preferences and analyze them by means of a latent class choice model accounting for both service-related and individual characteristics. Individual characteristics comprise attitudes derived from a factor analysis performed on attitudinal responses toward travel, namely anxiety and timeliness and quality. The results reveal that individuals who care more about timeliness and quality are less sensitive to price, more sensitive to time, and more likely to opt for a nonstop alternative. Additionally, the value assigned to handled connections is considerable (higher for anxious travelers).

Suggested Citation

  • Morlotti, Chiara & Birolini, Sebastian & Malighetti, Paolo & Redondi, Renato, 2023. "A latent class approach to estimate air travelers’ propensity toward connecting itineraries," Research in Transportation Economics, Elsevier, vol. 99(C).
    • Handle: RePEc:eee:retrec:v:99:y:2023:i:c:s0739885923000239
    DOI: 10.1016/j.retrec.2023.101283
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    as
    1. Freund-Feinstein, Uzi & Bekhor, Shlomo, 2017. "An airline itinerary choice model that includes the option to delay the decision," Transportation Research Part A: Policy and Practice, Elsevier, vol. 96(C), pages 64-78.
    2. Coldren, Gregory M. & Koppelman, Frank S. & Kasturirangan, Krishnan & Mukherjee, Amit, 2003. "Modeling aggregate air-travel itinerary shares: logit model development at a major US airline," Journal of Air Transport Management, Elsevier, vol. 9(6), pages 361-369.
    3. Shiftan, Yoram & Outwater, Maren L. & Zhou, Yushuang, 2008. "Transit market research using structural equation modeling and attitudinal market segmentation," Transport Policy, Elsevier, vol. 15(3), pages 186-195, May.
    4. Scorrano, Mariangela & Danielis, Romeo, 2021. "Active mobility in an Italian city: Mode choice determinants and attitudes before and during the Covid-19 emergency," Research in Transportation Economics, Elsevier, vol. 86(C).
    5. Francisco J. Bahamonde-Birke & Uwe Kunert & Heike Link & Juan de Dios Ortúzar, 2017. "About attitudes and perceptions: finding the proper way to consider latent variables in discrete choice models," Transportation, Springer, vol. 44(3), pages 475-493, May.
    6. De Vos, Jonas & Derudder, Ben & Van Acker, Veronique & Witlox, Frank, 2012. "Reducing car use: changing attitudes or relocating? The influence of residential dissonance on travel behavior," Journal of Transport Geography, Elsevier, vol. 22(C), pages 1-9.
    7. Coldren, Gregory M. & Koppelman, Frank S., 2005. "Modeling the competition among air-travel itinerary shares: GEV model development," Transportation Research Part A: Policy and Practice, Elsevier, vol. 39(4), pages 345-365, May.
    8. Greene, William H. & Hensher, David A., 2003. "A latent class model for discrete choice analysis: contrasts with mixed logit," Transportation Research Part B: Methodological, Elsevier, vol. 37(8), pages 681-698, September.
    9. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    10. Marcucci, Edoardo & Gatta, Valerio, 2011. "Regional airport choice: Consumer behaviour and policy implications," Journal of Transport Geography, Elsevier, vol. 19(1), pages 70-84.
    11. Munoz, Claudia & Laniado, Henry, 2021. "Airline choice model for international round-trip flights: The role of travelers’ satisfaction and personality traits," Research in Transportation Economics, Elsevier, vol. 90(C).
    12. Birolini, Sebastian & Malighetti, Paolo & Redondi, Renato & Deforza, Paolo, 2019. "Access mode choice to low-cost airports: Evaluation of new direct rail services at Milan-Bergamo airport," Transport Policy, Elsevier, vol. 73(C), pages 113-124.
    13. Herring, Jordan & Lurkin, Dr Virginie & Garrow, Dr Laurie A. & John-Paul Clarke, Dr & Bierlaire, Dr Michel, 2019. "Airline customers’ connection time preferences in domestic U.S. markets," Journal of Air Transport Management, Elsevier, vol. 79(C), pages 1-1.
    14. Venu M. Garikapati & Ram M. Pendyala & Eric A. Morris & Patricia L. Mokhtarian & Noreen McDonald, 2016. "Activity patterns, time use, and travel of millennials: a generation in transition?," Transport Reviews, Taylor & Francis Journals, vol. 36(5), pages 558-584, September.
    15. Lurkin, Virginie & Garrow, Laurie A. & Higgins, Matthew J. & Newman, Jeffrey P. & Schyns, Michael, 2017. "Accounting for price endogeneity in airline itinerary choice models: An application to Continental U.S. markets," Transportation Research Part A: Policy and Practice, Elsevier, vol. 100(C), pages 228-246.
    16. Hsiao, Chieh-Yu & Hansen, Mark, 2011. "A passenger demand model for air transportation in a hub-and-spoke network," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(6), pages 1112-1125.
    17. Rodrigo Acuna-Agost & Eoin Thomas & Alix Lhéritier, 2021. "Price elasticity estimation for deep learning-based choice models: an application to air itinerary choices," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 20(3), pages 213-226, June.
    18. Seelhorst, Michael & Liu, Yi, 2015. "Latent air travel preferences: Understanding the role of frequent flyer programs on itinerary choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 80(C), pages 49-61.
    19. Lhéritier, Alix & Bocamazo, Michael & Delahaye, Thierry & Acuna-Agost, Rodrigo, 2019. "Airline itinerary choice modeling using machine learning," Journal of choice modelling, Elsevier, vol. 31(C), pages 198-209.
    20. Malighetti, Paolo & Paleari, Stefano & Redondi, Renato, 2008. "Connectivity of the European airport network: “Self-help hubbing†and business implications," Journal of Air Transport Management, Elsevier, vol. 14(2), pages 53-65.
    21. Kroesen, Maarten & Handy, Susan & Chorus, Caspar, 2017. "Do attitudes cause behavior or vice versa? An alternative conceptualization of the attitude-behavior relationship in travel behavior modeling," Transportation Research Part A: Policy and Practice, Elsevier, vol. 101(C), pages 190-202.
    22. Spears, Steven & Houston, Douglas & Boarnet, Marlon G., 2013. "Illuminating the unseen in transit use: A framework for examining the effect of attitudes and perceptions on travel behavior," Transportation Research Part A: Policy and Practice, Elsevier, vol. 58(C), pages 40-53.
    23. Proussaloglou, Kimon & Koppelman, Frank S., 1999. "The choice of air carrier, flight, and fare class," Journal of Air Transport Management, Elsevier, vol. 5(4), pages 193-201.
    24. Birolini, Sebastian & Cattaneo, Mattia & Malighetti, Paolo & Morlotti, Chiara, 2020. "Integrated origin-based demand modeling for air transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
    25. Train, Kenneth E & McFadden, Daniel L & Goett, Andrew A, 1987. "Consumer Attitudes and Voluntary Rate Schedules for Public Utilities," The Review of Economics and Statistics, MIT Press, vol. 69(3), pages 383-391, August.
    26. Fageda, Xavier & Suau-Sanchez, Pere & Mason, Keith J., 2015. "The evolving low-cost business model: Network implications of fare bundling and connecting flights in Europe," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 289-296.
    27. He, Sylvia Y. & Thøgersen, John, 2017. "The impact of attitudes and perceptions on travel mode choice and car ownership in a Chinese megacity: The case of Guangzhou," Research in Transportation Economics, Elsevier, vol. 62(C), pages 57-67.
    28. Jung, Se-Yeon & Yoo, Kwang-Eui, 2014. "Passenger airline choice behavior for domestic short-haul travel in South Korea," Journal of Air Transport Management, Elsevier, vol. 38(C), pages 43-47.
    29. Koppelman, Frank S. & Coldren, Gregory M. & Parker, Roger A., 2008. "Schedule delay impacts on air-travel itinerary demand," Transportation Research Part B: Methodological, Elsevier, vol. 42(3), pages 263-273, March.
    30. Yimga, Jules, 2017. "Airline on-time performance and its effects on consumer choice behavior," Research in Transportation Economics, Elsevier, vol. 66(C), pages 12-25.
    31. Morlotti, Chiara & Redondi, Renato, 2023. "The impact of COVID-19 on airlines’ price curves," Journal of Air Transport Management, Elsevier, vol. 107(C).
    32. Glerum, Aurélie & Atasoy, Bilge & Bierlaire, Michel, 2014. "Using semi-open questions to integrate perceptions in choice models," Journal of choice modelling, Elsevier, vol. 10(C), pages 11-33.
    33. Hess, Stephane & Stathopoulos, Amanda, 2013. "A mixed random utility — Random regret model linking the choice of decision rule to latent character traits," Journal of choice modelling, Elsevier, vol. 9(C), pages 27-38.
    34. Carlo Prato & Shlomo Bekhor & Cristina Pronello, 2012. "Latent variables and route choice behavior," Transportation, Springer, vol. 39(2), pages 299-319, March.
    35. Evangelinos, Christos & Staub, Nelly & Marcucci, Edoardo & Gatta, Valerio, 2021. "The impact of airport parking fees on the tourist's airport/airline choice behavior," Journal of Air Transport Management, Elsevier, vol. 90(C).
    36. Junyi Shen, 2009. "Latent class model or mixed logit model? A comparison by transport mode choice data," Applied Economics, Taylor & Francis Journals, vol. 41(22), pages 2915-2924.
    37. McFadden, Daniel, 1974. "The measurement of urban travel demand," Journal of Public Economics, Elsevier, vol. 3(4), pages 303-328, November.
    38. Yasasvi Popuri & Kimon Proussaloglou & Cemal Ayvalik & Frank Koppelman & Aimee Lee, 2011. "Importance of traveler attitudes in the choice of public transportation to work: findings from the Regional Transportation Authority Attitudinal Survey," Transportation, Springer, vol. 38(4), pages 643-661, July.
    39. Birolini, Sebastian & Besana, Emanuele & Cattaneo, Mattia & Redondi, Renato & Sallan, Jose Maria, 2022. "An integrated connection planning and passenger allocation model for low-cost carriers," Journal of Air Transport Management, Elsevier, vol. 99(C).
    40. Henry Kaiser, 1974. "An index of factorial simplicity," Psychometrika, Springer;The Psychometric Society, vol. 39(1), pages 31-36, March.
    41. Klophaus, Richard & Conrady, Roland & Fichert, Frank, 2012. "Low cost carriers going hybrid: Evidence from Europe," Journal of Air Transport Management, Elsevier, vol. 23(C), pages 54-58.
    42. Chorus, Caspar G. & Kroesen, Maarten, 2014. "On the (im-)possibility of deriving transport policy implications from hybrid choice models," Transport Policy, Elsevier, vol. 36(C), pages 217-222.
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    More about this item

    Keywords

    Latent class; Choice modeling; Attitudes; Travelers’ preferences; Factor analysis;
    All these keywords.

    JEL classification:

    • R41 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - Transportation: Demand, Supply, and Congestion; Travel Time; Safety and Accidents; Transportation Noise
    • L93 - Industrial Organization - - Industry Studies: Transportation and Utilities - - - Air Transportation
    • R40 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - General

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