IDEAS home Printed from https://ideas.repec.org/a/eee/jotrge/v124y2025ics0966692325000717.html
   My bibliography  Save this article

“Crown shyness” in intercity airport shuttle services: A spatial econometric analysis of the Yangtze River Delta airport cluster

Author

Listed:
  • Jiang, Yonglei
  • Zheng, Yiming
  • Zhang, Anming

Abstract

This study investigates the phenomenon of “crown shyness” for intercity airport shuttle services in the Yangtze River Delta Airport Cluster, China. The concept, derived from forest ecology, is applied to describe the non-overlapping nature of shuttle bus routes between airports in overlapping catchment areas, where airports may withdraw services to avoid direct competition. The research employs spatial zero-inflated negative binomial mixed models (SZINBMMs) to analyze daily shuttle bus route frequencies, examining the factors that influence both the initiation and service levels of these routes. The analysis reveals a “crown shyness” pattern, particularly in areas with competing airport sub-clusters, characterized by an inverted U-shaped relationship between the service initiation probability and route length. Our findings indicate that spatial correlations, economic factors, and airport characteristics significantly impact shuttle service distribution, providing insights into the complex dynamics of airport catchment area connectivity. The study concludes with policy implications for the strategic planning and development of multi-airport systems and world-class airport clusters, emphasizing the importance of considering ground access services.

Suggested Citation

  • Jiang, Yonglei & Zheng, Yiming & Zhang, Anming, 2025. "“Crown shyness” in intercity airport shuttle services: A spatial econometric analysis of the Yangtze River Delta airport cluster," Journal of Transport Geography, Elsevier, vol. 124(C).
  • Handle: RePEc:eee:jotrge:v:124:y:2025:i:c:s0966692325000717
    DOI: 10.1016/j.jtrangeo.2025.104180
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0966692325000717
    Download Restriction: no

    File URL: https://libkey.io/10.1016/j.jtrangeo.2025.104180?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Maertens, Sven, 2012. "Estimating the market power of airports in their catchment areas – a Europe-wide approach," Journal of Transport Geography, Elsevier, vol. 22(C), pages 10-18.
    2. 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.
    3. Suau-Sanchez, Pere & Voltes-Dorta, Augusto, 2019. "Drivers of airport scheduled traffic in European winter tourism areas: Infrastructure, accessibility, competition and catchment area," Journal of Air Transport Management, Elsevier, vol. 81(C).
    4. Gao, Yi, 2020. "Estimating the sensitivity of small airport catchments to competition from larger airports: A case study in Indiana," Journal of Transport Geography, Elsevier, vol. 82(C).
    5. Wang, Sen & Kong, Ningning Nicole & Gao, Yi, 2024. "Use mobile location data to infer airport catchment areas and calibrate Huff gravity model in the New York metropolitan area," Journal of Transport Geography, Elsevier, vol. 114(C).
    6. Xiaoqian Sun & Sebastian Wandelt & Mark Hansen, 2020. "Airport Road Access at Planet Scale using Population Grid and Openstreetmap," Networks and Spatial Economics, Springer, vol. 20(1), pages 273-299, March.
    7. Xia, Wenyi & Jiang, Changmin & Wang, Kun & Zhang, Anming, 2019. "Air-rail revenue sharing in a multi-airport system: Effects on traffic and social welfare," Transportation Research Part B: Methodological, Elsevier, vol. 121(C), pages 304-319.
    8. 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.
    9. Suau-Sanchez, Pere & Burghouwt, Guillaume & Pallares-Barbera, Montserrat, 2014. "An appraisal of the CORINE land cover database in airport catchment area analysis using a GIS approach," Journal of Air Transport Management, Elsevier, vol. 34(C), pages 12-16.
    10. 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.
    11. Sun, Xiaoqian & Zheng, Changhong & Chen, Xinyue & Wandelt, Sebastian, 2024. "Multiple airport regions: A review of concepts, insights and challenges," Journal of Transport Geography, Elsevier, vol. 120(C).
    12. 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).
    13. 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.
    14. Zhou, Heng & Xia, Jianhong (Cecilia) & Luo, Qingzhou & Nikolova, Gabi & Sun, Jie & Hughes, Brett & Kelobonye, Keone & Wang, Hui & Falkmer, Torbjorn, 2018. "Investigating the impact of catchment areas of airports on estimating air travel demand: A case study of regional Western Australia," Journal of Air Transport Management, Elsevier, vol. 70(C), pages 91-103.
    15. Lieshout, Rogier, 2012. "Measuring the size of an airport’s catchment area," Journal of Transport Geography, Elsevier, vol. 25(C), pages 27-34.
    16. Yirgu, Kaleab Woldeyohannes & Kim, Amy M., 2024. "Airport choices and resulting catchments in the U.S. Midwest," Journal of Transport Geography, Elsevier, vol. 114(C).
    17. Noruzoliaee, Mohamadhossein & Zou, Bo & Zhang, Anming, 2015. "Airport partial and full privatization in a multi-airport region: Focus on pricing and capacity," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 77(C), pages 45-60.
    18. Morton, Craig & Mattioli, Giulio, 2023. "Competition in Multi-Airport Regions: Measuring airport catchments through spatial interaction models," Journal of Air Transport Management, Elsevier, vol. 112(C).
    19. Teixeira, Filipe Marques & Derudder, Ben, 2021. "Spatio-temporal dynamics in airport catchment areas: The case of the New York Multi Airport Region," Journal of Transport Geography, Elsevier, vol. 90(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Xiao, Fan & Dobruszkes, Frédéric & Mo, Huihui & Wang, Jiaoe, 2025. "Revisiting competition and complementarity in multiple airport systems: An analysis of air routes and flights," Transport Policy, Elsevier, vol. 166(C), pages 50-64.
    2. Wang, Sen & Kong, Ningning Nicole & Gao, Yi, 2024. "Use mobile location data to infer airport catchment areas and calibrate Huff gravity model in the New York metropolitan area," Journal of Transport Geography, Elsevier, vol. 114(C).
    3. Sun, Xiaoqian & Zheng, Changhong & Chen, Xinyue & Wandelt, Sebastian, 2024. "Multiple airport regions: A review of concepts, insights and challenges," Journal of Transport Geography, Elsevier, vol. 120(C).
    4. Yirgu, Kaleab Woldeyohannes & Kim, Amy M., 2024. "Airport choices and resulting catchments in the U.S. Midwest," Journal of Transport Geography, Elsevier, vol. 114(C).
    5. Morton, Craig & Mattioli, Giulio, 2023. "Competition in Multi-Airport Regions: Measuring airport catchments through spatial interaction models," Journal of Air Transport Management, Elsevier, vol. 112(C).
    6. Birolini, Sebastian & Avogadro, Nicolò & Malighetti, Paolo & Paleari, Stefano, 2024. "Con-Accessibility: Logit-based catchment area modeling for strategic airport system planning," Transportation Research Part A: Policy and Practice, Elsevier, vol. 190(C).
    7. 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).
    8. Bing Zhao & Hao Wu, 2022. "A System Dynamics Model of Multi-Airport Logistics System under the Impact of COVID-19: A Case of Jing-Jin-Ji Multi-Airport System in China," Sustainability, MDPI, vol. 14(19), pages 1-19, October.
    9. 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.
    10. Gao, Yi, 2020. "Estimating the sensitivity of small airport catchments to competition from larger airports: A case study in Indiana," Journal of Transport Geography, Elsevier, vol. 82(C).
    11. Yao, Haifang & Huang, Yingying & Liu, Jinsong, 2023. "Study on travel behavior characteristics of air passengers in an airport hinterland," Journal of Air Transport Management, Elsevier, vol. 112(C).
    12. Warnock-Smith, David & Christidis, Panayotis & Dziedzic, Marcin, 2023. "Measuring disparities in air transport access across Europe: An inequality, vulnerability and dependence approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 167(C).
    13. Teixeira, Filipe Marques & Derudder, Ben, 2021. "Spatio-temporal dynamics in airport catchment areas: The case of the New York Multi Airport Region," Journal of Transport Geography, Elsevier, vol. 90(C).
    14. Zuo, Yufan & Liu, Tian-Liang & Liu, Wei, 2025. "On the competition and collaboration in a multi-airport system considering ground connection between airports," Transportation Research Part A: Policy and Practice, Elsevier, vol. 192(C).
    15. Hou, Shuhua & Zhang, Zhen & Peng, Jiaxin & Chen, Xin, 2025. "Multi-airport system management strategies considering air-rail intermodality and social welfare," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 194(C).
    16. Wong, Collin WH & Cheung, Tommy King Yin & Zhang, Anming, 2023. "A connectivity-based methodology for new air route identification," Transportation Research Part A: Policy and Practice, Elsevier, vol. 173(C).
    17. Pot, Felix Johan & Koster, Sierdjan, 2022. "Small airports: Runways to regional economic growth?," Journal of Transport Geography, Elsevier, vol. 98(C).
    18. Chen, Yuting & Fuellhart, Kurt & Grubesic, Tony H. & Zhang, Shengrun & Witlox, Frank, 2023. "Diverging spatiotemporal responses to COVID-19Â by airports: Evidence from China," Journal of Air Transport Management, Elsevier, vol. 113(C).
    19. Borsati, Mattia & Albalate, Daniel, 2020. "On the modal shift from motorway to high-speed rail: evidence from Italy," Transportation Research Part A: Policy and Practice, Elsevier, vol. 137(C), pages 145-164.
    20. 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.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jotrge:v:124:y:2025:i:c:s0966692325000717. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-transport-geography .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.