IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i23p15654-d983152.html
   My bibliography  Save this article

The Tourism Eco-Efficiency Measurement and Its Influencing Factors in the Yellow River Basin

Author

Listed:
  • Wei Zhang

    (Business School, Shandong Normal University, Jinan 250358, China)

  • Ying Zhan

    (Business School, Shandong Normal University, Jinan 250358, China)

  • Ruiyang Yin

    (Business School, Shandong Normal University, Jinan 250358, China)

  • Xunbo Yuan

    (Jinan Qinghui Ecological Engineering Co., Jinan 250001, China)

Abstract

Tourism eco-efficiency is an essential indicator to measure the level of green and sustainable development of tourism. Based on the data of nine provinces in the Yellow River Basin, from 2011 to 2020, this article estimates the changes in tourism eco-efficiency in the Yellow River Basin and explores its internal drivers by establishing multiple input-output index systems using the Global Malmquist-Luenberger (GML) index method. Finally, a panel stochastic Tobit model was applied to identify the key external drivers of its eco-efficiency improvement. The analysis shows that with the continuous promotion of the Yellow River Basin’s high-quality development strategy and ecological civilization construction, the tourism eco-efficiency of the Yellow River Basin provinces has been improved in the past decade. Due to the obvious ecological advantages in the upper reaches of the Yellow River Basin and the high level of tourism promotion and economic development in the lower reaches, tourism ecological efficiency in the upstream and downstream areas is commonly higher than in the midstream areas. The improvement of efficiency is the internal core driver of regional tourism eco-efficiency, but the essence of eco-efficiency improvement lies in technological progress. In the analysis of the impact of external drivers on tourism eco-efficiency, tourism economy scale, tourism industry structure, technological innovation, and economic development are the crucial external factors to eco-efficiency enhancement. This work can serve as a guide for the high-level growth of regional tourism industry.

Suggested Citation

  • Wei Zhang & Ying Zhan & Ruiyang Yin & Xunbo Yuan, 2022. "The Tourism Eco-Efficiency Measurement and Its Influencing Factors in the Yellow River Basin," Sustainability, MDPI, vol. 14(23), pages 1-14, November.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:23:p:15654-:d:983152
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/23/15654/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/14/23/15654/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Deli Li & Yingjie Zhai & Gang Tian & Richard K. Mendako, 2022. "Tourism Eco-Efficiency and Influence Factors of Chinese Forest Parks under Carbon Peaking and Carbon Neutrality Target," Sustainability, MDPI, vol. 14(21), pages 1-14, October.
    2. Yiyang Sun & Guolin Hou & Zhenfang Huang & Yi Zhong, 2020. "Spatial-Temporal Differences and Influencing Factors of Tourism Eco-Efficiency in China’s Three Major Urban Agglomerations Based on the Super-EBM Model," Sustainability, MDPI, vol. 12(10), pages 1-21, May.
    3. Jyri Seppäläa & Matti Melanen & Ilmo Mäenpää & Sirkka Koskela & Jyrki Tenhunen & Marja‐Riitta Hiltunen, 2005. "How Can the Eco‐efficiency of a Region be Measured and Monitored?," Journal of Industrial Ecology, Yale University, vol. 9(4), pages 117-130, October.
    4. 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.
    5. Dong-hyun Oh, 2010. "A global Malmquist-Luenberger productivity index," Journal of Productivity Analysis, Springer, vol. 34(3), pages 183-197, December.
    6. Huang, Yuti & Coelho, Vânia R., 2017. "Sustainability performance assessment focusing on coral reef protection by the tourism industry in the Coral Triangle region," Tourism Management, Elsevier, vol. 59(C), pages 510-527.
    7. 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.
    8. Tom Kuhlman & John Farrington, 2010. "What is Sustainability?," Sustainability, MDPI, vol. 2(11), pages 1-13, November.
    9. Tone, Kaoru & Tsutsui, Miki, 2009. "Network DEA: A slacks-based measure approach," European Journal of Operational Research, Elsevier, vol. 197(1), pages 243-252, August.
    10. Howitt, Oliver J.A. & Revol, Vincent G.N. & Smith, Inga J. & Rodger, Craig J., 2010. "Carbon emissions from international cruise ship passengers' travel to and from New Zealand," Energy Policy, Elsevier, vol. 38(5), pages 2552-2560, May.
    11. Feng, Taiwen & Sun, Linyan & Zhang, Ying, 2009. "The relationship between energy consumption structure, economic structure and energy intensity in China," Energy Policy, Elsevier, vol. 37(12), pages 5475-5483, December.
    12. Kytzia, Susanne & Walz, Ariane & Wegmann, Mattia, 2011. "How can tourism use land more efficiently? A model-based approach to land-use efficiency for tourist destinations," Tourism Management, Elsevier, vol. 32(3), pages 629-640.
    13. Du, Juan & Liang, Liang & Zhu, Joe, 2010. "A slacks-based measure of super-efficiency in data envelopment analysis: A comment," European Journal of Operational Research, Elsevier, vol. 204(3), pages 694-697, August.
    14. Gossling, Stefan & Hansson, Carina Borgstrom & Horstmeier, Oliver & Saggel, Stefan, 2002. "Ecological footprint analysis as a tool to assess tourism sustainability," Ecological Economics, Elsevier, vol. 43(2-3), pages 199-211, December.
    15. 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.
    16. Becken, Susanne & Frampton, Chris & Simmons, David, 2001. "Energy consumption patterns in the accommodation sector--the New Zealand case," Ecological Economics, Elsevier, vol. 39(3), pages 371-386, December.
    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. Qi Wang & Qunli Tang & Yingting Guo, 2024. "Spatial Interaction Spillover Effect of Tourism Eco-Efficiency and Economic Development," Sustainability, MDPI, vol. 16(18), pages 1-19, September.
    2. Qiao Wang & Meixian Wei & Nan Wang & Qiuhua Chen, 2024. "The Impact of Human Capital and Tourism Industry Agglomeration on China’s Tourism Eco-Efficiency: An Analysis Based on the Undesirable Super-SBM-ML Model," Sustainability, MDPI, vol. 16(16), pages 1-24, August.

    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. 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.
    2. Chaogao An & Polat Muhtar & Zhenquan Xiao, 2022. "Spatiotemporal Evolution of Tourism Eco-Efficiency in Major Tourist Cities in China," Sustainability, MDPI, vol. 14(20), pages 1-20, October.
    3. Zhaoming Deng & Meijing Zhou & Qiong Xu, 2022. "How to Decouple Tourism Growth from Carbon Emissions? A Spatial Correlation Network Analysis in China," Sustainability, MDPI, vol. 14(19), pages 1-14, September.
    4. Fabio Iraldo & Benedetta Nucci, 2016. "Proactive environmental management in hotels: What difference does it make?," ECONOMICS AND POLICY OF ENERGY AND THE ENVIRONMENT, FrancoAngeli Editore, vol. 2016(2), pages 81-106.
    5. Natalia Porto & Matías Ciaschi, 2021. "Reformulating the tourism-extended environmental Kuznets curve: A quantile regression analysis under environmental legal conditions," Tourism Economics, , vol. 27(5), pages 991-1014, August.
    6. Bing Xia & Suocheng Dong & Zehong Li & Minyan Zhao & Dongqi Sun & Wenbiao Zhang & Yu Li, 2022. "Eco-Efficiency and Its Drivers in Tourism Sectors with Respect to Carbon Emissions from the Supply Chain: An Integrated EEIO and DEA Approach," IJERPH, MDPI, vol. 19(11), pages 1-26, June.
    7. Fangming Qin & Jingyan Liu & Gang Li, 2024. "Accounting for tourism carbon emissions: A consumption stripping perspective based on the tourism satellite account," Tourism Economics, , vol. 30(3), pages 633-654, May.
    8. Qiao Wang & Meixian Wei & Nan Wang & Qiuhua Chen, 2024. "The Impact of Human Capital and Tourism Industry Agglomeration on China’s Tourism Eco-Efficiency: An Analysis Based on the Undesirable Super-SBM-ML Model," Sustainability, MDPI, vol. 16(16), pages 1-24, August.
    9. Bui Hoang Ngoc, 2022. "Do Tourism Development and Globalization Reinforce Ecological Footprint? Evidence From RCEP Countries," SAGE Open, , vol. 12(4), pages 21582440221, December.
    10. Fredrick Oteng Agyeman & Ma Zhiqiang & Mingxing Li & Agyemang Kwasi Sampene & Malcom Frimpong Dapaah & Emmanuel Adu Gyamfi Kedjanyi & Paul Buabeng & Yiyao Li & Saifullah Hakro & Mohammad Heydari, 2022. "Probing the Effect of Governance of Tourism Development, Economic Growth, and Foreign Direct Investment on Carbon Dioxide Emissions in Africa: The African Experience," Energies, MDPI, vol. 15(13), pages 1-24, June.
    11. Jing Zhang & Bing Xia, 2024. "Carbon Emissions and Its Efficiency of Tourist Hotels in China from the Supply Chain Based on the Input–Output Method and Super-SBM Model," Sustainability, MDPI, vol. 16(21), pages 1-27, October.
    12. Arletta Isaeva & Raufhon Salahodjaev & Anastas Khachaturov & Shakhnoza Tosheva, 2022. "The Impact of Tourism and Financial Development on Energy Consumption and Carbon Dioxide Emission: Evidence from Post-communist Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(1), pages 773-786, March.
    13. 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.
    14. Kytzia, Susanne & Walz, Ariane & Wegmann, Mattia, 2011. "How can tourism use land more efficiently? A model-based approach to land-use efficiency for tourist destinations," Tourism Management, Elsevier, vol. 32(3), pages 629-640.
    15. Aviral Kumar Tiwari & Ilhan Ozturk & M. Aruna, 2013. "Tourism, Energy Consumption and Climate Change in OECD Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 3(3), pages 247-261.
    16. Ying Zhang & Yunyan Li, 2023. "Regional Differences in Tourism Eco-Efficiency in the Beijing–Tianjin–Hebei Region: Based on Data from 13 Cities," Sustainability, MDPI, vol. 15(4), pages 1-15, February.
    17. Jun Liu & Fanfan Deng & Ding Wen & Qian Zhang & Ye Lin, 2023. "Spatial-Temporal Variation and Influencing Factors of Regional Tourism Carbon Emission Efficiency in China Based on Calculating Tourism Value Added," IJERPH, MDPI, vol. 20(3), pages 1-20, January.
    18. Sun, Ya-Yen & Gossling, Stefan & Zhou, Wanru, 2022. "Does tourism increase or decrease carbon emissions? A systematic review," Annals of Tourism Research, Elsevier, vol. 97(C).
    19. Zha, Jianping & He, Lamei & Liu, Yang & Shao, Yuhong, 2019. "Evaluation on development efficiency of low-carbon tourism economy: A case study of Hubei Province, China," Socio-Economic Planning Sciences, Elsevier, vol. 66(C), pages 47-57.
    20. Bhawani Ghimire & Umaporn Muneenam & Kuaanan Techato, 2024. "Preference on Renewal Energy by Operators of Tourist Standard Hotels in Kathmandu, Nepal," International Journal of Energy Economics and Policy, Econjournals, vol. 14(2), pages 277-286, March.

    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:23:p:15654-:d:983152. 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.