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Modeling airport choice for a multi-airport area using a random parameter logit model

Author

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  • Cordera, Rubén
  • Luigi dell’Olio,
  • Sipone, Silvia
  • Moura, José Luis

Abstract

Recent years have seen a growing demand for air transport which has led to an increase in the number of airports providing a significant number of flights in Spain and throughout the rest of Europe. Choosing which airport to use depends on the competition between the airlines operating from them and how accessible they are to the residents in the surrounding areas. This research introduces an efficient design based on D-error using a stated preferences survey to study user behaviour when choosing between competing airports. The data is modelled using a Multinomial Logit Model and a Random Parameter Error Component Logit (RPECL), a discrete choice model which allows us to study user preferences taking into account their varying systemic and random tastes, as well as find specific correlations which may exist between similar alternatives. This meant the authors were also able to calculate the direct and cross elasticities to examine the weight of the different variables involved in making the choice of airport. The results showed, for a study case in Spain (Bilbao and Seve Ballesteros - Santander airports), that increased access time to the furthest airport caused an important fall in demand (choice) for that airport. It was also shown that access fees had a lower elasticity than the flight cost and that the fewer the transfers required to reach the final destination increased the probability of choosing an airport. Therefore, in order for smaller airports to compete with larger airports they need to invest more in reducing the cost of flights, attracting more low-cost companies and offering more direct complementary destinations than those provided by larger airports.

Suggested Citation

  • Cordera, Rubén & Luigi dell’Olio, & Sipone, Silvia & Moura, José Luis, 2024. "Modeling airport choice for a multi-airport area using a random parameter logit model," Research in Transportation Economics, Elsevier, vol. 104(C).
    • Handle: RePEc:eee:retrec:v:104:y:2024:i:c:s0739885924000222
    DOI: 10.1016/j.retrec.2024.101427
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    References listed on IDEAS

    as
    1. Marcucci, Edoardo & Gatta, Valerio, 2012. "Dissecting preference heterogeneity in consumer stated choices," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(1), pages 331-339.
    2. Frédéric Dobruszkes & Moshe Givoni & Timothy Vowles, 2017. "Hello major airports, goodbye regional airports? Recent changes in European and US low-cost airline airport choice," ULB Institutional Repository 2013/239911, ULB -- Universite Libre de Bruxelles.
    3. Chen, Ruowei & Lei, Zheng, 2017. "Airport dominance and airline pricing power: An investigation of hub premiums in the Chinese domestic market," Transportation Research Part A: Policy and Practice, Elsevier, vol. 103(C), pages 509-524.
    4. Adler, Nicole & Brudner, Amir & Gallotti, Riccardo & Privitera, Filippo & Ramasco, José J., 2022. "Does big data help answer big questions? The case of airport catchment areas & competition," Transportation Research Part B: Methodological, Elsevier, vol. 166(C), pages 444-467.
    5. dell'Olio, Luigi & Ibeas, Angel & Cecín, Patricia, 2010. "Modelling user perception of bus transit quality," Transport Policy, Elsevier, vol. 17(6), pages 388-397, November.
    6. Adler, Nicole & Berechman, Joseph, 2001. "Measuring airport quality from the airlines' viewpoint: an application of data envelopment analysis," Transport Policy, Elsevier, vol. 8(3), pages 171-181, July.
    7. Eric Pels & Peter Nijkamp & Piet Rietveld, 2001. "Airport and Airline Choice in a Multiple Airport Region: An Empirical Analysis for the San Francisco Bay Area," Regional Studies, Taylor & Francis Journals, vol. 35(1), pages 1-9.
    8. dell'Olio, Luigi & Ibeas, Angel & Cecin, Patricia, 2011. "The quality of service desired by public transport users," Transport Policy, Elsevier, vol. 18(1), pages 217-227, January.
    9. Barbot, Cristina, 2006. "Low-cost airlines, secondary airports, and state aid: An economic assessment of the Ryanair–Charleroi Airport agreement," Journal of Air Transport Management, Elsevier, vol. 12(4), pages 197-203.
    10. Brownstone, David & Train, Kenneth, 1998. "Forecasting new product penetration with flexible substitution patterns," Journal of Econometrics, Elsevier, vol. 89(1-2), pages 109-129, November.
    11. Bellizzi, Maria Grazia & dell’Olio, Luigi & Eboli, Laura & Mazzulla, Gabriella, 2021. "Detecting passengers' heterogeneity on airlines’ services using SP data," Journal of Air Transport Management, Elsevier, vol. 96(C).
    12. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    13. David Hensher & William Greene, 2003. "The Mixed Logit model: The state of practice," Transportation, Springer, vol. 30(2), pages 133-176, May.
    14. Lu, Jing & Meng, Yucan & Timmermans, Harry & Zhang, Anming, 2021. "Modeling hesitancy in airport choice: A comparison of discrete choice and machine learning methods," Transportation Research Part A: Policy and Practice, Elsevier, vol. 147(C), pages 230-250.
    15. Escobari, Diego, 2017. "Airport, airline and departure time choice and substitution patterns: An empirical analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 103(C), pages 198-210.
    16. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, June.
    17. Nesset, Erik & Helgesen, Øyvind, 2014. "Effects of switching costs on customer attitude loyalty to an airport in a multi-airport region," Transportation Research Part A: Policy and Practice, Elsevier, vol. 67(C), pages 240-253.
    18. Jimenez, Edgar & Suau-Sanchez, Pere, 2020. "Reinterpreting the role of primary and secondary airports in low-cost carrier expansion in Europe," Journal of Transport Geography, Elsevier, vol. 88(C).
    19. David Revelt & Kenneth Train, 1998. "Mixed Logit With Repeated Choices: Households' Choices Of Appliance Efficiency Level," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 647-657, November.
    20. Zhang, Yahua & Wang, Kun & Fu, Xiaowen, 2017. "Air transport services in regional Australia: Demand pattern, frequency choice and airport entry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 103(C), pages 472-489.
    21. Juan Carlos Martín & Concepción Román & Raquel Espino, 2007. "Willingness to Pay for Airline Service Quality," Transport Reviews, Taylor & Francis Journals, vol. 28(2), pages 199-217, July.
    22. Dobruszkes, Frédéric & Givoni, Moshe & Vowles, Timothy, 2017. "Hello major airports, goodbye regional airports? Recent changes in European and US low-cost airline airport choice," Journal of Air Transport Management, Elsevier, vol. 59(C), pages 50-62.
    23. Hess, Stephane & Polak, John W., 2005. "Mixed logit modelling of airport choice in multi-airport regions," Journal of Air Transport Management, Elsevier, vol. 11(2), pages 59-68.
    24. Sun, Xiaoqian & Wandelt, Sebastian & Hansen, Mark & Li, Ang, 2017. "Multiple airport regions based on inter-airport temporal distances," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 101(C), pages 84-98.
    25. Krinsky, Itzhak & Robb, A Leslie, 1990. "On Approximating the Statistical Properties of Elasticities: A Correction," The Review of Economics and Statistics, MIT Press, vol. 72(1), pages 189-190, February.
    26. Choi, Jong Hae & Wang, Kun & Xia, Wenyi & Zhang, Anming, 2019. "Determining factors of air passengers’ transfer airport choice in the Southeast Asia – North America market: Managerial and policy implications," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 203-216.
    27. Yang, Chih-Wen & Liao, Pei-Han, 2016. "Modeling the joint choice of access modes and flight routes with parallel structure and random heterogeneity," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 95(C), pages 19-31.
    28. Paliska, Dejan & Drobne, Samo & Borruso, Giuseppe & Gardina, Massimo & Fabjan, Daša, 2016. "Passengers' airport choice and airports' catchment area analysis in cross-border Upper Adriatic multi-airport region," Journal of Air Transport Management, Elsevier, vol. 57(C), pages 143-154.
    29. Wiltshire, James, 2018. "Airport competition: Reality or myth?," Journal of Air Transport Management, Elsevier, vol. 67(C), pages 241-248.
    30. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2021. "Comparative accessibility of Chinese airports and high-speed railway stations: A high-resolution, yet scalable framework based on open data," Journal of Air Transport Management, Elsevier, vol. 92(C).
    31. Marcucci, Edoardo & Gatta, Valerio, 2011. "Regional airport choice: Consumer behaviour and policy implications," Journal of Transport Geography, Elsevier, vol. 19(1), pages 70-84.
    32. 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.
    33. Cheung, Tommy King-Yin & Wong, Wai-hung & Zhang, Anming & Wu, Yangming, 2020. "Spatial panel model for examining airport relationships within multi-airport regions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 133(C), pages 148-163.
    34. Ishii, Jun & Jun, Sunyoung & Van Dender, Kurt, 2009. "Air travel choices in multi-airport markets," Journal of Urban Economics, Elsevier, vol. 65(2), pages 216-227, March.
    35. Espino, Raquel & Martín, Juan Carlos & Román, Concepción, 2008. "Analyzing the effect of preference heterogeneity on willingness to pay for improving service quality in an airline choice context," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 44(4), pages 593-606, July.
    36. Stephane Hess & John W. Polak, 2006. "Airport, airline and access mode choice in the San Francisco Bay area," Papers in Regional Science, Wiley Blackwell, vol. 85(4), pages 543-567, November.
    37. Yang, Chih-Wen & Lu, Jin-Long & Hsu, Chun-Yen, 2014. "Modeling joint airport and route choice behavior for international and metropolitan airports," Journal of Air Transport Management, Elsevier, vol. 39(C), pages 89-95.
    38. Hensher,David A. & Rose,John M. & Greene,William H., 2015. "Applied Choice Analysis," Cambridge Books, Cambridge University Press, number 9781107465923, Enero-Abr.
    39. Gokasar, Ilgin & Gunay, Gurkan, 2017. "Mode choice behavior modeling of ground access to airports: A case study in Istanbul, Turkey," Journal of Air Transport Management, Elsevier, vol. 59(C), pages 1-7.
    40. Pels, Eric & Njegovan, Nenad & Behrens, Christiaan, 2009. "Low-cost airlines and airport competition," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 45(2), pages 335-344, March.
    41. Mauricio Sillano & Juan de Dios Ortúzar, 2005. "Willingness-to-Pay Estimation with Mixed Logit Models: Some New Evidence," Environment and Planning A, , vol. 37(3), pages 525-550, March.
    42. Bergantino, Angela Stefania & Capurso, Mauro & Hess, Stephane, 2020. "Modelling regional accessibility to airports using discrete choice models: An application to a system of regional airports," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 855-871.
    43. Cidell, Julie, 2014. "Spoke airports, intentional and unintentional ground travel, and the air travel decision-making process," Transportation Research Part A: Policy and Practice, Elsevier, vol. 69(C), pages 113-123.
    44. Krinsky, Itzhak & Robb, A Leslie, 1986. "On Approximating the Statistical Properties of Elasticities," The Review of Economics and Statistics, MIT Press, vol. 68(4), pages 715-719, November.
    45. 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).
    46. Thelle, Martin H. & Sonne, Mie la Cour, 2018. "Airport competition in Europe," Journal of Air Transport Management, Elsevier, vol. 67(C), pages 232-240.
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