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

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  • 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
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    References listed on IDEAS

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    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. Francisco Antonio dos Anjos & James Kennell, 2019. "Tourism, Governance and Sustainable Development," Sustainability, MDPI, vol. 11(16), pages 1-6, August.
    6. 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.
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