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Spatio-Temporal Differentiation and Enhancement Path of Tourism Eco-Efficiency in the Yellow River Basin Under the “Dual Carbon” Goals

Author

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  • Dandan Zhao

    (Tourism College, Inner Mongolia University of Finance and Economics, Hohhot 010070, China)

  • Yuxin Liang

    (Tourism College, Inner Mongolia University of Finance and Economics, Hohhot 010070, China)

  • Luyun Li

    (Tourism College, Inner Mongolia University of Finance and Economics, Hohhot 010070, China)

  • Yumei Ma

    (Tourism College, Inner Mongolia University of Finance and Economics, Hohhot 010070, China)

  • Guangkun Xiao

    (Tourism College, Inner Mongolia University of Finance and Economics, Hohhot 010070, China)

Abstract

Enhancing tourism eco-efficiency (TEE) is crucial for achieving China’s “dual carbon” objectives. This study examines nine provinces in the Yellow River Basin from 2010 to 2022, employing a super-efficiency SBM model, kernel density estimation, gravity center migration, standard deviation ellipse, Tobit regression, and fuzzy-set Qualitative Comparative Analysis (fsQCA) to investigate spatial-temporal variations and influencing factors. The results show that TEE increased steadily before 2019, declined during the COVID-19 pandemic, and recovered after 2021. Spatially, widening disparities and a polarization trend were observed, with the efficiency center remaining relatively stable in Shaanxi Province. Factors such as advancements in tourism economic development, regional economic growth, technological innovation, and infrastructure improvements significantly promote TEE, whereas stringent environmental regulations and greater openness exert constraints, and the impact of human capital remains uncertain. Four types of condition combinations were identified—economic-driven, market-innovation-driven, scale-innovation-driven, and balanced development. Managerial implications highlight the need for region-specific pathways and regional cooperation, with a dual focus on technological and institutional drivers as well as ecological value orientation, to sustainably enhance TEE in the Yellow River Basin.

Suggested Citation

  • Dandan Zhao & Yuxin Liang & Luyun Li & Yumei Ma & Guangkun Xiao, 2025. "Spatio-Temporal Differentiation and Enhancement Path of Tourism Eco-Efficiency in the Yellow River Basin Under the “Dual Carbon” Goals," Sustainability, MDPI, vol. 17(17), pages 1-25, August.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:17:p:7827-:d:1738259
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    1. Per Andersen & Niels Christian Petersen, 1993. "A Procedure for Ranking Efficient Units in Data Envelopment Analysis," Management Science, INFORMS, vol. 39(10), pages 1261-1264, October.
    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. Jingjing Li & Bin Wen & Rumei Qiu, 2024. "Measuring the Ecoefficiency of Tourism in Typical Tourist Cities and Analyzing the Influencing Factors—Anhui Huangshan City as an Example," Sustainability, MDPI, vol. 16(23), pages 1-19, December.
    5. 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.
    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. Liu, Bin & Gao, Qun & Liang, Lingfeng & Sun, Jide & Liu, Chunlu & Xu, Youquan, 2021. "Ecological relationships of global construction industries in sustainable economic and energy development," Energy, Elsevier, vol. 234(C).
    8. Tsaples, G. & Papathanasiou, J., 2021. "Data envelopment analysis and the concept of sustainability: A review and analysis of the literature," Renewable and Sustainable Energy Reviews, Elsevier, vol. 138(C).
    9. Jiskani, Izhar Mithal & Cai, Qingxiang & Zhou, Wei & Ali Shah, Syed Ahsan, 2021. "Green and climate-smart mining: A framework to analyze open-pit mines for cleaner mineral production," Resources Policy, Elsevier, vol. 71(C).
    10. 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.
    11. Dan Xue & Xianzong Li & Fayyaz Ahmad & Nabila Abid & Zulqarnain Mushtaq, 2022. "Exploring Tourism Efficiency and Its Drivers to Understand the Backwardness of the Tourism Industry in Gansu, China," IJERPH, MDPI, vol. 19(18), pages 1-15, September.
    12. Ubay Pérez-Granja & Federico Inchausti-Sintes, 2023. "On the analysis of efficiency in the hotel sector: Does tourism specialization matter?," Tourism Economics, , vol. 29(1), pages 92-115, February.
    13. 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.
    14. 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.
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