IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i14p8373-d858522.html
   My bibliography  Save this article

Spatiotemporal Characteristics of the Correlation among Tourism, CO 2 Emissions, and Economic Growth in China

Author

Listed:
  • Lingling Chen

    (Department of Tourism Management, Jinling Institute of Technology, Nanjing 210038, China)

  • Lin Yi

    (College of Earth Sciences, Chengdu University of Technology, Chengdu 610051, China)

  • Rongrong Cai

    (Department of Tourism Management, Jinling Institute of Technology, Nanjing 210038, China)

  • Hui Yang

    (Key Laboratory of Coalbed Methane Resources and Reservoir Formation Process of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China)

Abstract

Elucidating the correlation among tourism, CO 2 emissions, and economic growth from a spatiotemporal standpoint is of utmost significance for the tourism industry responding to China’s “double-carbon” goal. This study expansively uses the bottom-up approach, Theil index, Exploratory Spatial Data Analysis (ESDA), and Logarithmic Mean Divisia Index (LMDI) method to calculate tourism CO 2 emissions (TE) at different spatial scales in China during 2000–2019, and based on the TE, we further analyze the spatial heterogeneity of the TE intensity (TEI) and examine the spatiotemporal effects of driving factors on TE increases. The results revealed that (i) China’s TE increased from 3714.06 × 10 4 t to 19,396.00 × 10 4 t, and the TEI declined from 47 to 9 g/yuan during 2000–2019. (ii) The high-TEI provinces varied from agglomerative distribution in the north by western region to scattered distribution in the eastern region. (iii) China’s TEI exhibited increasing spatial differences, primarily within regions during 2000–2009, which also distributed with both the global and local agglomeration in space before 2014, and since then, only the local agglomeration enhanced and characterized by diffusing low–low (L–L) agglomeration from the east to the central and west regions. (iv) The tourism industrial scale and the industrial economy exerted cumulative effects on TE increases, and the energy intensity and energy structure exerted reduction effects. The spatial structure played different roles on TE among the regions. Policy implications are also discussed depending on the study results.

Suggested Citation

  • Lingling Chen & Lin Yi & Rongrong Cai & Hui Yang, 2022. "Spatiotemporal Characteristics of the Correlation among Tourism, CO 2 Emissions, and Economic Growth in China," Sustainability, MDPI, vol. 14(14), pages 1-31, July.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:14:p:8373-:d:858522
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/14/8373/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/14/14/8373/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Achour, Houda & Belloumi, Mounir, 2016. "Decomposing the influencing factors of energy consumption in Tunisian transportation sector using the LMDI method," Transport Policy, Elsevier, vol. 52(C), pages 64-71.
    2. Gössling, Stefan & Peeters, Paul & Ceron, Jean-Paul & Dubois, Ghislain & Patterson, Trista & Richardson, Robert B., 2005. "The eco-efficiency of tourism," Ecological Economics, Elsevier, vol. 54(4), pages 417-434, September.
    3. Manfred Lenzen & Ya-Yen Sun & Futu Faturay & Yuan-Peng Ting & Arne Geschke & Arunima Malik, 2018. "The carbon footprint of global tourism," Nature Climate Change, Nature, vol. 8(6), pages 522-528, June.
    4. Zhiliang Liu & Chengpeng Lu & Jinhuang Mao & Dongqi Sun & Hengji Li & Chenyu Lu, 2021. "Spatial–Temporal Heterogeneity and the Related Influencing Factors of Tourism Efficiency in China," Sustainability, MDPI, vol. 13(11), pages 1-19, May.
    5. Munday, Max & Turner, Karen & Jones, Calvin, 2013. "Accounting for the carbon associated with regional tourism consumption," Tourism Management, Elsevier, vol. 36(C), pages 35-44.
    6. Lingling Chen & Brijesh Thapa & Wei Yan, 2018. "The Relationship between Tourism, Carbon Dioxide Emissions, and Economic Growth in the Yangtze River Delta, China," Sustainability, MDPI, vol. 10(7), pages 1-20, June.
    7. Xu, Bin & Lin, Boqiang, 2015. "How industrialization and urbanization process impacts on CO2 emissions in China: Evidence from nonparametric additive regression models," Energy Economics, Elsevier, vol. 48(C), pages 188-202.
    8. Peeters, Paul & Dubois, Ghislain, 2010. "Tourism travel under climate change mitigation constraints," Journal of Transport Geography, Elsevier, vol. 18(3), pages 447-457.
    9. Tang, Chengcai & Zhong, Linsheng & Ng, Pin, 2017. "Factors that Influence the Tourism Industry's Carbon Emissions: a Tourism Area Life Cycle Model Perspective," Energy Policy, Elsevier, vol. 109(C), pages 704-718.
    10. Zhou, Yang & Liu, Yansui, 2016. "Does population have a larger impact on carbon dioxide emissions than income? Evidence from a cross-regional panel analysis in China," Applied Energy, Elsevier, vol. 180(C), pages 800-809.
    11. Geng, Yong & Zhao, Hongyan & Liu, Zhu & Xue, Bing & Fujita, Tsuyoshi & Xi, Fengming, 2013. "Exploring driving factors of energy-related CO2 emissions in Chinese provinces: A case of Liaoning," Energy Policy, Elsevier, vol. 60(C), pages 820-826.
    12. Katircioğlu, Salih Turan, 2014. "Testing the tourism-induced EKC hypothesis: The case of Singapore," Economic Modelling, Elsevier, vol. 41(C), pages 383-391.
    13. Ke Wang & Jianjun Zhang & Yuhuan Geng & Lianxiang Xiao & Ze Xu & Yongheng Rao & Xiangli Zhou, 2020. "Differential spatial-temporal responses of carbon dioxide emissions to economic development: empirical evidence based on spatial analysis," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 25(2), pages 237-260, February.
    14. Ang, B. W., 2004. "Decomposition analysis for policymaking in energy:: which is the preferred method?," Energy Policy, Elsevier, vol. 32(9), pages 1131-1139, June.
    15. Jianping Zha & Ting Tan & Wenwen Yuan & Xiaojie Yang & Ying Zhu, 2020. "Decomposition analysis of tourism CO2 emissions for sustainable development: A case study of China," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(1), pages 169-186, January.
    16. Ang, B.W & Zhang, F.Q & Choi, Ki-Hong, 1998. "Factorizing changes in energy and environmental indicators through decomposition," Energy, Elsevier, vol. 23(6), pages 489-495.
    17. Ang, B. W. & Liu, F. L. & Chew, E. P., 2003. "Perfect decomposition techniques in energy and environmental analysis," Energy Policy, Elsevier, vol. 31(14), pages 1561-1566, November.
    18. Zhang, Wei & Li, Ke & Zhou, Dequn & Zhang, Wenrui & Gao, Hui, 2016. "Decomposition of intensity of energy-related CO2 emission in Chinese provinces using the LMDI method," Energy Policy, Elsevier, vol. 92(C), pages 369-381.
    19. Carlsson-Kanyama, Annika & Linden, Anna-Lisa, 1999. "Travel patterns and environmental effects now and in the future:: implications of differences in energy consumption among socio-economic groups," Ecological Economics, Elsevier, vol. 30(3), pages 405-417, September.
    20. Ling Li & Jingjing Li & Ling Tang & Shouyang Wang, 2019. "Balancing Tourism’s Economic Benefit and CO 2 Emissions: An Insight from Input–Output and Tourism Satellite Account Analysis," Sustainability, MDPI, vol. 11(4), pages 1-19, February.
    21. Sun, Ya-Yen, 2016. "Decomposition of tourism greenhouse gas emissions: Revealing the dynamics between tourism economic growth, technological efficiency, and carbon emissions," Tourism Management, Elsevier, vol. 55(C), pages 326-336.
    22. Mirela Ștefănică & Christiana Brigitte Sandu & Gina Ionela Butnaru & Alina-Petronela Haller, 2021. "The Nexus between Tourism Activities and Environmental Degradation: Romanian Tourists’ Opinions," Sustainability, MDPI, vol. 13(16), pages 1-19, August.
    23. Ang, B.W. & Zhang, F.Q., 2000. "A survey of index decomposition analysis in energy and environmental studies," Energy, Elsevier, vol. 25(12), pages 1149-1176.
    24. Gössling, Stefan & Scott, Daniel & Hall, C. Michael, 2015. "Inter-market variability in CO2 emission-intensities in tourism: Implications for destination marketing and carbon management," Tourism Management, Elsevier, vol. 46(C), pages 203-212.
    25. Manfred Lenzen & Ya-Yen Sun & Futu Faturay & Yuan-Peng Ting & Arne Geschke & Arunima Malik, 2018. "Author Correction: The carbon footprint of global tourism," Nature Climate Change, Nature, vol. 8(6), pages 544-544, 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. Yue Pan & Gangmin Weng & Conghui Li & Jianpu Li, 2021. "Coupling Coordination and Influencing Factors among Tourism Carbon Emission, Tourism Economic and Tourism Innovation," IJERPH, MDPI, vol. 18(4), pages 1-17, February.
    2. Tang, Chengcai & Zhong, Linsheng & Ng, Pin, 2017. "Factors that Influence the Tourism Industry's Carbon Emissions: a Tourism Area Life Cycle Model Perspective," Energy Policy, Elsevier, vol. 109(C), pages 704-718.
    3. Lingling Chen & Brijesh Thapa & Wei Yan, 2018. "The Relationship between Tourism, Carbon Dioxide Emissions, and Economic Growth in the Yangtze River Delta, China," Sustainability, MDPI, vol. 10(7), pages 1-20, June.
    4. Ali, Qamar & Yaseen, Muhammad Rizwan & Anwar, Sofia & Makhdum, Muhammad Sohail Amjad & Khan, Muhammad Tariq Iqbal, 2021. "The impact of tourism, renewable energy, and economic growth on ecological footprint and natural resources: A panel data analysis," Resources Policy, Elsevier, vol. 74(C).
    5. Shao, Shuai & Yang, Lili & Gan, Chunhui & Cao, Jianhua & Geng, Yong & Guan, Dabo, 2016. "Using an extended LMDI model to explore techno-economic drivers of energy-related industrial CO2 emission changes: A case study for Shanghai (China)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 55(C), pages 516-536.
    6. Huiqiang Ma & Jiale Liu & Jianchao Xi, 2022. "Decoupling and decomposition analysis of carbon emissions in Beijing’s tourism traffic," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(4), pages 5258-5274, April.
    7. Rafał Nagaj & Brigita Žuromskaitė, 2021. "Tourism in the Era of Covid-19 and Its Impact on the Environment," Energies, MDPI, vol. 14(7), pages 1-18, April.
    8. Rui Wang & Bing Xia & Suocheng Dong & Yu Li & Zehong Li & Duoxun Ba & Wenbiao Zhang, 2020. "Research on the Spatial Differentiation and Driving Forces of Eco-Efficiency of Regional Tourism in China," Sustainability, MDPI, vol. 13(1), pages 1-23, December.
    9. Wang, Miao & Feng, Chao, 2017. "Decomposition of energy-related CO2 emissions in China: An empirical analysis based on provincial panel data of three sectors," Applied Energy, Elsevier, vol. 190(C), pages 772-787.
    10. 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.
    11. Jialing Zou & Weidong Liu & Zhipeng Tang, 2017. "Analysis of Factors Contributing to Changes in Energy Consumption in Tangshan City between 2007 and 2012," Sustainability, MDPI, vol. 9(3), pages 1-14, March.
    12. Xin Yang & Chunbo Ma & Anlu Zhang, 2016. "Decomposition of Net CO 2 Emission in the Wuhan Metropolitan Area of Central China," Sustainability, MDPI, vol. 8(8), pages 1-13, August.
    13. Sun, Ya-Yen & Cadarso, Maria Angeles & Driml, Sally, 2020. "Tourism carbon footprint inventories: A review of the environmentally extended input-output approach," Annals of Tourism Research, Elsevier, vol. 82(C).
    14. Banie Naser Outchiri, 2020. "Contributing to better energy and environmental analyses: how accurate are decomposition analysis results?," Cahiers de recherche 20-11, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    15. Lin, Boqiang & Ouyang, Xiaoling, 2014. "Analysis of energy-related CO2 (carbon dioxide) emissions and reduction potential in the Chinese non-metallic mineral products industry," Energy, Elsevier, vol. 68(C), pages 688-697.
    16. Zha, Donglan & Yang, Guanglei & Wang, Qunwei, 2019. "Investigating the driving factors of regional CO2 emissions in China using the IDA-PDA-MMI method," Energy Economics, Elsevier, vol. 84(C).
    17. Wang, Miao & Feng, Chao, 2018. "Decomposing the change in energy consumption in China's nonferrous metal industry: An empirical analysis based on the LMDI method," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2652-2663.
    18. Arshian Sharif & Shrabani Saha & Neil Campbell & Avik Sinha & Dalia M. Ibrahiem, 2020. "Tourism, environment and energy: an analysis for China," Current Issues in Tourism, Taylor & Francis Journals, vol. 23(23), pages 2930-2949, December.
    19. Erdoğan, Seyfettin & Gedikli, Ayfer & Cevik, Emrah Ismail & Erdoğan, Fatma, 2022. "Eco-friendly technologies, international tourism and carbon emissions: Evidence from the most visited countries," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    20. Román-Collado, Rocío & Morales-Carrión, Any Viviana, 2018. "Towards a sustainable growth in Latin America: A multiregional spatial decomposition analysis of the driving forces behind CO2 emissions changes," Energy Policy, Elsevier, vol. 115(C), pages 273-280.

    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:14:y:2022:i:14:p:8373-:d:858522. 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.