IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i5p4522-d1086390.html
   My bibliography  Save this article

An Examination of the Spatial Spillover Effects of Tourism Transportation on Sustainable Development from a Multiple-Indicator Cross-Perspective

Author

Listed:
  • Huixin Gong

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China)

  • Yaomin Zheng

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China
    Institute for Culture and Tourism Development, Beijing Technology and Business, Beijing 100048, China
    World Heritage and Tourism Monitoring Centre, Beijing Technology and Business University, Beijing 100048, China)

  • Jinlian Shi

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China
    Institute for Culture and Tourism Development, Beijing Technology and Business, Beijing 100048, China)

  • Jiaxin Wang

    (Institute for Culture and Tourism Development, Beijing Technology and Business, Beijing 100048, China)

  • Huize Yang

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China)

  • Sinead Praise A. Sibalo

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China)

  • Amani Mwamlima

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China)

  • Jingyu Li

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China)

  • Shuting Xu

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China)

  • Dandan Xu

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China)

  • Xiankai Huang

    (School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China)

Abstract

Tourism is linked to multiple dimensions, such as the economy, society, and environment, and the relationships among its influencing factors are complex, diverse, and overlapping. This study constructed an evaluation index system to measure the degree of coordinated development of tourism, transportation, and the regional economy, then built a tourism-transportation-based Spatial Durbin Model (SDM) regarding the process of the coordinated development of tourism in the Beijing-Tianjin-Hebei region (BTHR) from 2010 to 2020. This paper explains the current status of sustainable tourism development in the BTHR and the impact and spillover effects of transportation on tourism development. The results show that the normalized tourism coordinated development index (NTCDI) of the BTHR increased from 13.61 in 2010 to 18.75 in 2019, then decreased to 14.45 in 2020. The results of SDM show that different transportation modes have different spillover effects on tourism. Specifically, civil aviation transportation has a positive impact and significant spillover on a city’s tourism revenue (TR), while high-speed railway transportation has a negative spillover effect. The model results also show that the degree of openness of the city and city economic development level have significant positive effects and spillover effects on tourism development. Finally, the implications of related variables are discussed, and some suggestions are put forward on tourism development in the BTHR. However, there are some limitations in this study. In the future, international cooperation and data sharing will be strengthened, and multivariate methods such as social network analysis, artificial intelligence, and machine learning will be further integrated to achieve accurate simulation and prediction of the spatial spillover effects of tourism transportation.

Suggested Citation

  • Huixin Gong & Yaomin Zheng & Jinlian Shi & Jiaxin Wang & Huize Yang & Sinead Praise A. Sibalo & Amani Mwamlima & Jingyu Li & Shuting Xu & Dandan Xu & Xiankai Huang, 2023. "An Examination of the Spatial Spillover Effects of Tourism Transportation on Sustainable Development from a Multiple-Indicator Cross-Perspective," Sustainability, MDPI, vol. 15(5), pages 1-20, March.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:5:p:4522-:d:1086390
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/5/4522/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/15/5/4522/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Lucian Liviu ALBU & Ciprian Ion PREDA & Radu LUPU, 2020. "Estimates on the dynamics of the COVID-19 pandemic and its impact on the economy," Working Papers of Institute for Economic Forecasting 200518, Institute for Economic Forecasting.
    2. Yi Guo & Jinbo Jiang & Shengchao Li, 2019. "A Sustainable Tourism Policy Research Review," Sustainability, MDPI, vol. 11(11), pages 1-16, June.
    3. Shekhar Mishra & Avik Sinha & Arshian Sharif & Norazah Mohd Suki, 2020. "Dynamic linkages between tourism, transportation, growth and carbon emission in the USA: evidence from partial and multiple wavelet coherence," Current Issues in Tourism, Taylor & Francis Journals, vol. 23(21), pages 2733-2755, November.
    4. Junli Gao & Chaofeng Shao & Sihan Chen & Zizhang Wei, 2021. "Evaluation of Sustainable Development of Tourism Cities Based on SDGs and Tourism Competitiveness Index: Analysis of 221 Prefecture-Level Cities in China," Sustainability, MDPI, vol. 13(22), pages 1-18, November.
    5. Fumin Deng & Yuan Fang & Lin Xu & Zhi Li, 2020. "Tourism, Transportation and Low-Carbon City System Coupling Coordination Degree: A Case Study in Chongqing Municipality, China," IJERPH, MDPI, vol. 17(3), pages 1-17, January.
    6. Shanshan Wu & Lucang Wang & Haiyang Liu, 2021. "Study on Tourism Flow Network Patterns on May Day Holiday," Sustainability, MDPI, vol. 13(2), pages 1-23, January.
    7. Alberta Tahiri & Idriz Kovaçi & Anka Trajkovska Petkoska, 2022. "Sustainable Tourism as a Potential for Promotion of Regional Heritage, Local Food, Traditions, and Diversity—Case of Kosovo," Sustainability, MDPI, vol. 14(19), pages 1-13, September.
    8. Rehman Khan, Syed Abdul & Qianli, Dong & SongBo, Wei & Zaman, Khalid & Zhang, Yu, 2017. "Travel and tourism competitiveness index: The impact of air transportation, railways transportation, travel and transport services on international inbound and outbound tourism," Journal of Air Transport Management, Elsevier, vol. 58(C), pages 125-134.
    9. Antonio Rafael Peña-Sánchez & José Ruiz-Chico & Mercedes Jiménez-García & José Antonio López-Sánchez, 2020. "Tourism and the SDGs: An Analysis of Economic Growth, Decent Employment, and Gender Equality in the European Union (2009–2018)," Sustainability, MDPI, vol. 12(13), pages 1-24, July.
    10. Tang, Xinyi & Wang, Dianhai & Sun, Yilin & Chen, Mengwei & Waygood, E. Owen D., 2020. "Choice behavior of tourism destination and travel mode: A case study of local residents in Hangzhou, China," Journal of Transport Geography, Elsevier, vol. 89(C).
    11. Fengjun Tian & Yang Yang & Lan Jiang, 2022. "Spatial spillover of transport improvement on tourism growth," Tourism Economics, , vol. 28(5), pages 1416-1432, August.
    12. Wang, Jiangbo & Yamamoto, Toshiyuki & Liu, Kai, 2021. "Spatial dependence and spillover effects in customized bus demand: Empirical evidence using spatial dynamic panel models," Transport Policy, Elsevier, vol. 105(C), pages 166-180.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Dandan Xu & Xiangliang Li & Shuo Yan & Liying Cui & Xiaokun Liu & Yaomin Zheng, 2024. "A Quantitative Model to Measure the Level of Culture and Tourism Integration Based on a Spatial Perspective: A Case Study of Beijing from 2000 to 2022," Sustainability, MDPI, vol. 16(10), pages 1-21, May.
    2. Xiaoyuan Zhang & Xiankai Huang & Jinlian Shi & Yaomin Zheng & Jiahong Wang, 2024. "Connections and Spatial Network Structure of the Tourism Economy in Beijing–Tianjin–Hebei: A Social Network Perspective," Land, MDPI, vol. 13(10), pages 1-20, October.

    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. Mingwei Li & Bingxue Shao & Xiasheng Shi, 2022. "Impact of High-Speed Rail on the Development Efficiency of Low-Carbon Tourism: A Case Study of an Agglomeration in China," Sustainability, MDPI, vol. 14(16), pages 1-16, August.
    2. Pengxia Shen & Ping Yin & Bingjie Niu, 2023. "Assessing the Combined Effects of Transportation Infrastructure on Regional Tourism Development in China Using a Spatial Econometric Model (GWPR)," Land, MDPI, vol. 12(1), pages 1-18, January.
    3. Muhammad Khalid Anser & Zahid Yousaf & Usama Awan & Abdelmohsen A. Nassani & Muhammad Moinuddin Qazi Abro & Khalid Zaman, 2020. "Identifying the Carbon Emissions Damage to International Tourism: Turn a Blind Eye," Sustainability, MDPI, vol. 12(5), pages 1-20, March.
    4. Panasiuk Aleksander, 2020. "Policy of Sustainable Development of Urban Tourism," Polish Journal of Sport and Tourism, Sciendo, vol. 27(2), pages 33-37, June.
    5. Yao Zhu & Shousheng Chai & Jieqi Chen & Ian Phau, 2024. "How was rural tourism developed in China? Examining the impact of China’s evolving rural tourism policies," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(11), pages 28945-28969, November.
    6. Chopdar, Prasanta Kr & Paul, Justin & Prodanova, Jana, 2022. "Mobile shoppers’ response to Covid-19 phobia, pessimism and smartphone addiction: Does social influence matter?," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    7. Thomas Bausch & Tilman Schröder & Verena Tauber & Bernard Lane, 2021. "Sustainable Tourism: The Elephant in the Room," Sustainability, MDPI, vol. 13(15), pages 1-19, July.
    8. Tu Anh Trinh & Ducksu Seo & Unchong Kim & Thi Nhu Quynh Phan & Thi Hai Hang Nguyen, 2022. "Air Transport Centrality as a Driver of Sustainable Regional Growth: A Case of Vietnam," Sustainability, MDPI, vol. 14(15), pages 1-14, August.
    9. Juan Luis Campa & Francesca Pagliara & María Eugenia López-Lambas & Rosa Arce & Begoña Guirao, 2019. "Impact of High-Speed Rail on Cultural Tourism Development: The Experience of the Spanish Museums and Monuments," Sustainability, MDPI, vol. 11(20), pages 1-22, October.
    10. Yuewei Wang & Cong Lu & Hang Chen & Yuyan Zhao, 2022. "Evaluation and Spatial Characteristics of Cooperation among Tourist Attractions Based on a Geographic Information System: A Case Study of The Yangtze River Delta Region, China," Sustainability, MDPI, vol. 14(20), pages 1-19, October.
    11. Gabriela Carmen Pascariu & Bogdan-Constantin Ibanescu, 2018. "Determinants and Implications of the Tourism Multiplier Effect in EU Economies. Towards a Core-Periphery Pattern?," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 20(S12), pages 982-982, November.
    12. Suno Wu, Jenny & Barbrook-Johnson, Pete & Font, Xavier, 2021. "Participatory complexity in tourism policy: Understanding sustainability programmes with participatory systems mapping," Annals of Tourism Research, Elsevier, vol. 90(C).
    13. Thanh Ngo & Kan Wai Hong Tsui, 2022. "Estimating the confidence intervals for DEA efficiency scores of Asia-Pacific airlines," Operational Research, Springer, vol. 22(4), pages 3411-3434, September.
    14. Corina Ana Borcosi, 2021. "Knowledge Management, Useful System For An Economy In The Covid-19 Pandemic," Annals - Economy Series, Constantin Brancusi University, Faculty of Economics, vol. 1, pages 190-196, February.
    15. Luisa Doerr & Florian Dorn & Stefanie Gaebler & Niklas Potrafke, 2020. "How new airport infrastructure promotes tourism: evidence from a synthetic control approach in German regions," Regional Studies, Taylor & Francis Journals, vol. 54(10), pages 1402-1412, October.
    16. Claudia Daniela Albă & Liliana Sonia Popescu, 2023. "Romanian Holiday Vouchers: A Chance to Travel for Low-Income Employees or an Instrument to Boost the Tourism Industry?," Sustainability, MDPI, vol. 15(2), pages 1-17, January.
    17. Mohammad Naim Azimi & Mohammad Mafizur Rahman, 2024. "Examining the environmental Phillips curve hypothesis in G7 nations: critical insights from wavelet coherence and wavelet causality analysis," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(6), pages 5683-5713, December.
    18. Tang, Yi, 2024. "Nexus of natural resource depletion, corruption and financial inclusion on bio-diversity loss: A systematic study on corrupt economies," Resources Policy, Elsevier, vol. 92(C).
    19. Yung-Lun Liu & Pen-Fa Ko & Jui-Te Chiang, 2021. "Developing an Evaluation Model for Monitoring Country-Based Tourism Competitiveness," SAGE Open, , vol. 11(3), pages 21582440211, September.
    20. Özgür Bayram Soylu & Tomiwa Sunday Adebayo & Dervis Kirikkaleli, 2021. "The Imperativeness of Environmental Quality in China Amidst Renewable Energy Consumption and Trade Openness," Sustainability, MDPI, vol. 13(9), pages 1-22, April.

    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:gam:jsusta:v:15:y:2023:i:5:p:4522-:d:1086390. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.