IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0287760.html
   My bibliography  Save this article

Unveiling urban marathon development characteristics and urban growth strategies in China: Insights from time series analysis of Baidu Search Index

Author

Listed:
  • Erchang Zheng
  • Chengbin Xue
  • Gongqiang Chen
  • Yinghui Zhang
  • Jinchuan Zou

Abstract

The strategic exploration of urban sports tourism resources and the pursuit of novel trajectories for urban growth are pivotal for resource integration and competitive enhancement within cities. This investigation concentrates on Chinese city marathons and compiles daily search index data from Baidu for 38 city marathons across the nation, spanning from January 1st, 2012 to May 3rd, 2022. Employing time series clustering to evaluate the data, and in conjunction with indices related to urban tourism resources and city development, we delve into the characteristics of how Chinese city marathons propel urban growth. The findings illustrate that the search index data for the 38 city marathons can be clustered into three categories, with Xi’an, Fuzhou, and Dalian emerging as the epicenters of clustering. The representative search index data for these three clusters reveal diverse characteristics of change. The search index shifts for three landmark races align generally with the changes observed in their respective cluster center races, however, variations exist among the search index changes for these iconic marathons. The degree of search index and its trending direction in city marathons emanate from the synergistic influence of the city’s political, economic, and tourism attributes, in addition to the event’s prominence. City marathons also catalyze urban development through economic stimulation, image enhancement, and infrastructure improvement. Future exploration of novel trajectories for urban development could be facilitated through harnessing the economic and tourism attributes of these events, and by orchestrating a unified series of marathons.

Suggested Citation

  • Erchang Zheng & Chengbin Xue & Gongqiang Chen & Yinghui Zhang & Jinchuan Zou, 2023. "Unveiling urban marathon development characteristics and urban growth strategies in China: Insights from time series analysis of Baidu Search Index," PLOS ONE, Public Library of Science, vol. 18(6), pages 1-22, June.
  • Handle: RePEc:plo:pone00:0287760
    DOI: 10.1371/journal.pone.0287760
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0287760
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0287760&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0287760?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. Georgia Zouni & Popi Markogiannaki & Ioanna Georgaki, 2021. "A strategic tourism marketing framework for sports mega events: The case of Athens Classic (Authentic) Marathon," Tourism Economics, , vol. 27(3), pages 466-481, May.
    2. Goretti Silva & Alexandra Correia & Susana Rachão & Alcina Nunes & Elvira Vieira & Sónia Santos & Luís Soares & Manuel Fonseca & Fernanda A. Ferreira & Cláudia Miranda Veloso & Paulo Carrança & Paula , 2021. "A Methodology for the Identification and Assessment of the Conditions for the Practice of Outdoor and Sport Tourism-Related Activities: The Case of Northern Portugal," Sustainability, MDPI, vol. 13(13), pages 1-16, June.
    3. Valentin Herbold & Hannes Thees & Julian Philipp, 2020. "The Host Community and Its Role in Sports Tourism—Exploring an Emerging Research Field," Sustainability, MDPI, vol. 12(24), pages 1-26, December.
    4. Francisco Antonio dos Anjos & James Kennell, 2019. "Tourism, Governance and Sustainable Development," Sustainability, MDPI, vol. 11(16), pages 1-6, August.
    5. Waranpong Boonsiritomachai & Chanchai Phonthanukitithaworn, 2019. "Residents’ Support for Sports Events Tourism Development in Beach City: The Role of Community’s Participation and Tourism Impacts," SAGE Open, , vol. 9(2), pages 21582440198, April.
    6. Ana Chersulich Tomino & Marko Perić & Nicholas Wise, 2020. "Assessing and Considering the Wider Impacts of Sport-Tourism Events: A Research Agenda Review of Sustainability and Strategic Planning Elements," Sustainability, MDPI, vol. 12(11), pages 1-18, June.
    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. Barbara Mazza, 2023. "A Theoretical Model of Strategic Communication for the Sustainable Development of Sport Tourism," Sustainability, MDPI, vol. 15(9), pages 1-19, April.
    2. Valentin Herbold & Hannes Thees & Julian Philipp, 2020. "The Host Community and Its Role in Sports Tourism—Exploring an Emerging Research Field," Sustainability, MDPI, vol. 12(24), pages 1-26, December.
    3. Maria Morfoulaki & Glykeria Myrovali & Kornilia-Maria Kotoula & Thomas Karagiorgos & Kostas Alexandris, 2023. "Sport Tourism as Driving Force for Destinations’ Sustainability," Sustainability, MDPI, vol. 15(3), pages 1-21, January.
    4. John C. Whitehead & Pamela Wicker, 2024. "The effect of event quality on participants’ intention to revisit a sport event: Monetary valuation and mitigation of hypothetical bias," Working Papers 24-14, Department of Economics, Appalachian State University.
    5. Dusan Borovcanin & Ivan Cuk & Miha Lesjak & Emil Juvan, 2020. "The Importance of Sport Event on Hotel Performance for Restarting Tourism After COVID-19," Societies, MDPI, vol. 10(4), pages 1-13, November.
    6. Marie Kris Giango & Rodel Hintapan & Michael Suson & Ivy Batican & Looverville Quiño & Ludimie Capuyan & Jose Marie Anoos & Jannen Batoon & Joerabell Lourdes Aro & Fatima Maturan & Kafferine Yamagishi, 2022. "Local Support on Sports Tourism Development: An Integration of Emotional Solidarity and Social Exchange Theory," Sustainability, MDPI, vol. 14(19), pages 1-26, October.
    7. Sammie Chombo Wale & Prof. Faustino L. Orach-Meza & Prof. Richard Mwirumubi, 2025. "Tourism Enterprises as a Strategy for Poverty Alleviation in Areas Around Protected Areas. A Case of VNP, Kinigi sector, Musanze District," International Journal of Research and Scientific Innovation, International Journal of Research and Scientific Innovation (IJRSI), vol. 12(3), pages 391-400, March.
    8. Patrick Bouchet & Olivier Naria, 2025. "The Residents’ Support in Promoting Sport Tourism for the Sustainable Development of Small Islands: The Case of La Réunion Island," Sustainability, MDPI, vol. 17(6), pages 1-19, March.
    9. Mancini, Simona & Triki, Chefi & Piya, Sujan, 2022. "Optimal selection of touristic packages based on user preferences during sports mega-events," European Journal of Operational Research, Elsevier, vol. 302(3), pages 819-830.
    10. Shixian Wen & Xiaomei Cai & Jun (Justin) Li, 2021. "Pro-Poor Tourism and Local Practices: An Empirical Study of an Autonomous County in China," SAGE Open, , vol. 11(2), pages 21582440211, June.
    11. Anna Boqué Ciurana & Melisa Ménendez & María Suárez Bilbao & Enric Aguilar, 2022. "Exploring the Climatic Potential of Somo’s Surf Spot for Tourist Destination Management," Sustainability, MDPI, vol. 14(14), pages 1-21, July.
    12. Balázs Polcsik & Tamás Laczkó & Szilvia Perényi, 2022. "Euro 2020 Held during the COVID-19 Period: Budapest Residents’ Perceptions," Sustainability, MDPI, vol. 14(18), pages 1-18, September.
    13. Ivan Paunović & Marc Dressler & Tatjana Mamula Nikolić & Sanja Popović Pantić, 2020. "Developing a Competitive and Sustainable Destination of the Future: Clusters and Predictors of Successful National-Level Destination Governance across Destination Life-Cycle," Sustainability, MDPI, vol. 12(10), pages 1-15, May.
    14. Jeong-Joon Kim & Chul-Jin Lee, 2022. "A Tourist’s Gaze on Local Tourism Governance: The Relationship among Local Tourism Governance and Brand Equity, Tourism Attachment for Sustainable Tourism," Sustainability, MDPI, vol. 14(24), pages 1-19, December.
    15. Kashmala Latif & Muhammad Yousaf Malik & Abdul Hameed Pitafi & Shamsa Kanwal & Zara Latif, 2020. "If You Travel, I Travel: Testing a Model of When and How Travel-Related Content Exposure on Facebook Triggers the Intention to Visit a Tourist Destination," SAGE Open, , vol. 10(2), pages 21582440209, May.
    16. José-Manuel Sánchez-Martín & Juan-Ignacio Rengifo-Gallego & Marcelino Sánchez-Rivero, 2020. "Protected Areas as a Center of Attraction for Visits from World Heritage Cities: Extremadura (Spain)," Land, MDPI, vol. 9(2), pages 1-22, February.
    17. Eugenia Tzoumaka & Stella Leivadi & Kyriaki (Kiki) Kaplanidou, 2022. "Recurring Rural Destination Sport Events: A Study on Participants’ Direct Spending," IJFS, MDPI, vol. 10(3), pages 1-16, September.
    18. Maria Francisca Blasco López & Nuria Recuero Virto & José Figueiredo, 2020. "Determinants of Residents’ Word-of-Mouth Behaviour and Support for Tourism," Administrative Sciences, MDPI, vol. 10(3), pages 1-14, August.
    19. Jie Yin & Yahua Bi & Yingchao Ji, 2020. "Structure and Formation Mechanism of China-ASEAN Tourism Cooperation," Sustainability, MDPI, vol. 12(13), pages 1-19, July.
    20. Alok Sarkar & Madhumita Mondal & Sushanta Das & Shasanka Kumar Gayen, 2025. "Revealing ecotourism potentiality in northeast seven sister states, India: a geospatial analysis using multifaceted GIS-based approach," Asia-Pacific Journal of Regional Science, Springer, vol. 9(1), pages 223-263, March.

    More about this item

    Statistics

    Access and download statistics

    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:plo:pone00:0287760. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.