IDEAS home Printed from https://ideas.repec.org/a/sae/sagope/v13y2023i3p21582440231194496.html
   My bibliography  Save this article

Factors Influencing the Spatial Spillovers of the Interprovincial Tourism Economy Based on Three-dimensional Distance: Evidence From China

Author

Listed:
  • Rui Zhang
  • Yuqin Sun
  • Jiecao Jiang

Abstract

This study applies a spatial econometric model to examine the impact of three-dimensional distance on interprovincial tourism economic spillover effects using panel data from 30 provinces in China from 2010 to 2019. The impacts of technological innovation, ecological environment, informatization level, industrial structure, infrastructure facilities, and location, on the indirect effect of the tourism economy are comparatively analyzed. It explores the regional characteristics and developmental changes of tourism economic spillover. The results show that, first, based on the three spatial matrices, the direct and total effect values of technological innovation are the largest when close to each other, and technological innovation among provinces with higher economic volumes significantly promotes positive interprovincial tourism economic spillover. Second, ecological environment is the main promoting factor of positive tourism economic spillover among neighboring provinces in China’s western region. Third, industrial structure optimization shows a significant positive spatial spillover effect. Fourth, with gradual infrastructure improvement, the influence of infrastructure facilities on the spillover effect of interprovincial tourism economy weakens gradually. Fifth, improved information technology levels can effectively promote positive spatial spillover of the tourism economy. Sixth, the influence of location on the positive spatial spillover of the interprovincial tourism economy shows a gradually increasing trend.

Suggested Citation

  • Rui Zhang & Yuqin Sun & Jiecao Jiang, 2023. "Factors Influencing the Spatial Spillovers of the Interprovincial Tourism Economy Based on Three-dimensional Distance: Evidence From China," SAGE Open, , vol. 13(3), pages 21582440231, August.
  • Handle: RePEc:sae:sagope:v:13:y:2023:i:3:p:21582440231194496
    DOI: 10.1177/21582440231194496
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/21582440231194496
    Download Restriction: no

    File URL: https://libkey.io/10.1177/21582440231194496?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. Francesco Capone & Rafael Boix, 2008. "Sources of growth and competitiveness of local tourist production systems: an application to Italy (1991–2001)," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 42(1), pages 209-224, March.
    2. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    3. Franzese, Robert J. & Hays, Jude C., 2007. "Spatial Econometric Models of Cross-Sectional Interdependence in Political Science Panel and Time-Series-Cross-Section Data," Political Analysis, Cambridge University Press, vol. 15(2), pages 140-164, April.
    4. Luc Anselin & Attila Varga & Zoltan Acs, 2008. "Local Geographic Spillovers Between University Research and High Technology Innovations," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 9, pages 95-121, Edward Elgar Publishing.
    5. Frees, Edward W., 1995. "Assessing cross-sectional correlation in panel data," Journal of Econometrics, Elsevier, vol. 69(2), pages 393-414, October.
    6. Célia M.Q. Ramos & Paulo M.M. Rodrigues, 2013. "Research Note: The Importance of Online Tourism Demand," Tourism Economics, , vol. 19(6), pages 1443-1447, December.
    7. Fengjun Tian & Yang Yang & Lan Jiang, 2022. "Spatial spillover of transport improvement on tourism growth," Tourism Economics, , vol. 28(5), pages 1416-1432, August.
    8. Konstantinos Eleftheriou & Evangelos Sambracos, 2019. "Tourism–growth nexus and spatial spillovers: Evidence from Greece," Tourism Economics, , vol. 25(2), pages 297-302, March.
    9. Juan Gabriel Brida & Bibiana Lanzilotta & Stefania Lionetti & Wiston Adrián Risso, 2010. "Research Note: The Tourism-Led Growth Hypothesis for Uruguay," Tourism Economics, , vol. 16(3), pages 765-771, September.
    10. Martin Enilov & Yuan Wang, 2022. "Tourism and economic growth: Multi-country evidence from mixed-frequency Granger causality tests," Tourism Economics, , vol. 28(5), pages 1216-1239, August.
    11. Arthur Getis & J. Keith Ord, 2010. "The Analysis of Spatial Association by Use of Distance Statistics," Advances in Spatial Science, in: Luc Anselin & Sergio J. Rey (ed.), Perspectives on Spatial Data Analysis, chapter 0, pages 127-145, Springer.
    12. Kadiyali, Vrinda & Kosová, Renáta, 2013. "Inter-industry employment spillovers from tourism inflows," Regional Science and Urban Economics, Elsevier, vol. 43(2), pages 272-281.
    13. Ronald Ravinesh Kumar & Peter Josef Stauvermann & Nikeel Kumar & Syed Jawad Hussain Shahzad, 2019. "Exploring the effect of ICT and tourism on economic growth: a study of Israel," Economic Change and Restructuring, Springer, vol. 52(3), pages 221-254, August.
    14. Raffaele Paci & Emanuela Marrocu, 2014. "Tourism and regional growth in Europe," Papers in Regional Science, Wiley Blackwell, vol. 93, pages 25-50, November.
    15. Tiru K Jayaraman & Keshmeer Kanewar Makun, 2020. "Tourism–growth nexus in Pacific Island Countries: A panel study on information and communication technology as a contingent factor," Tourism Economics, , vol. 26(3), pages 371-388, May.
    16. Bichaka Fayissa & Christian Nsiah & Bedassa Tadesse, 2011. "Research Note: Tourism and Economic Growth in Latin American Countries – Further Empirical Evidence," Tourism Economics, , vol. 17(6), pages 1365-1373, December.
    17. Andre Torre & Alain Rallet, 2005. "Proximity and Localization," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 47-59.
    18. Jorge M. Andraz & Nélia M. Norte & Hugo S. Gonçalves, 2016. "Do tourism spillovers matter in regional economic analysis? An application to Portugal," Tourism Economics, , vol. 22(5), pages 939-963, October.
    19. Li, Hengyun & Chen, Jason Li & Li, Gang & Goh, Carey, 2016. "Tourism and regional income inequality: Evidence from China," Annals of Tourism Research, Elsevier, vol. 58(C), pages 81-99.
    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. Naima Chrid & Sami Saafi & Mohamed Chakroun, 2021. "Export Upgrading and Economic Growth: a Panel Cointegration and Causality Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 811-841, June.
    2. García Cruz Gustavo Adolfo, 2008. "Informalidad regional en Colombia. Evidencia y Determinantes," Revista Desarrollo y Sociedad, Universidad de los Andes,Facultad de Economía, CEDE, February.
    3. Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2013. "Multilateral resistance to migration," Journal of Development Economics, Elsevier, vol. 102(C), pages 79-100.
    4. Qiu, Jin & Ma, Qing & Wu, Lang, 2019. "A moving blocks empirical likelihood method for panel linear fixed effects models with serial correlations and cross-sectional dependences," Economic Modelling, Elsevier, vol. 83(C), pages 394-405.
    5. Opoku, Eric Evans Osei & Boachie, Micheal Kofi, 2020. "The environmental impact of industrialization and foreign direct investment," Energy Policy, Elsevier, vol. 137(C).
    6. Hamit-Haggar, Mahamat, 2012. "Greenhouse gas emissions, energy consumption and economic growth: A panel cointegration analysis from Canadian industrial sector perspective," Energy Economics, Elsevier, vol. 34(1), pages 358-364.
    7. Alberto Montagnoli & Jun Nagaysu, 2013. "An investigation of housing affordability in the UK regions," Working Papers 1316, University of Strathclyde Business School, Department of Economics.
    8. Holly, Sean & Pesaran, M. Hashem & Yamagata, Takashi, 2010. "A spatio-temporal model of house prices in the USA," Journal of Econometrics, Elsevier, vol. 158(1), pages 160-173, September.
    9. Giotis Georgios, 2022. "Preliminary Results on the Employment Effect of Tourism. A meta-analysis," Papers 2206.00174, arXiv.org.
    10. Adolfo Maza & Paula Gutiérrez-Portilla, 2022. "Outward FDI and exports relation: A heterogeneous panel approach dealing with cross-sectional dependence," International Economics, CEPII research center, issue 170, pages 174-189.
    11. Charles Shaaba Saba & Nicholas Ngepah, 2022. "ICT Diffusion, Industrialisation and Economic Growth Nexus: an International Cross-country Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(3), pages 2030-2069, September.
    12. Thomas, Ashok & Spataro, Luca & Mathew, Nanditha, 2014. "Pension funds and stock market volatility: An empirical analysis of OECD countries," Journal of Financial Stability, Elsevier, vol. 11(C), pages 92-103.
    13. Manuel Acosta & Joaqu�n M. Azagra-Caro & Daniel Coronado, 2016. "Access to Universities' Public Knowledge: Who is More Regionalist?," Regional Studies, Taylor & Francis Journals, vol. 50(3), pages 446-459, March.
    14. Gianko Michailidis & Concepció Patxot & Meritxell Solé, 2019. "Do pensions foster education? An empirical perspective," Applied Economics, Taylor & Francis Journals, vol. 51(38), pages 4127-4150, August.
    15. Marta Foddi & Raffaele Paci & Alessandra Colombelli, 2011. "The knowledge regions in the enlarged Europe," ERSA conference papers ersa11p1140, European Regional Science Association.
    16. Nola Hewitt-Dundas, 2013. "The role of proximity in university-business cooperation for innovation," The Journal of Technology Transfer, Springer, vol. 38(2), pages 93-115, April.
    17. Jorge M. Andraz & Nélia M. Norte & Hugo S. Gonçalves, 2016. "Do tourism spillovers matter in regional economic analysis? An application to Portugal," Tourism Economics, , vol. 22(5), pages 939-963, October.
    18. Hsiao, Cheng & Pesaran, M. Hashem & Pick, Andreas, 2007. "Diagnostic Tests of Cross Section Independence for Nonlinear Panel Data Models," IZA Discussion Papers 2756, Institute of Labor Economics (IZA).
    19. Nagayasu, Jun, 2010. "Domestic Capital Mobility: A Panel Data Approach," MPRA Paper 27720, University Library of Munich, Germany.
    20. Niklas Potrafke, 2012. "Political cycles and economic performance in OECD countries: empirical evidence from 1951–2006," Public Choice, Springer, vol. 150(1), pages 155-179, January.

    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:sae:sagope:v:13:y:2023:i:3:p:21582440231194496. 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: SAGE Publications (email available below). General contact details of provider: .

    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.