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Tourism Development, Carbon Emission Intensity and Urban Green Economic Efficiency from the Perspective of Spatial Effects

Author

Listed:
  • Xiaorong He

    (Tourism College, Hunan Normal University, Changsha 410081, China)

  • Jizhi Shi

    (Tourism College, Hunan Normal University, Changsha 410081, China)

  • Haichao Xu

    (Tourism College, Hunan Normal University, Changsha 410081, China)

  • Chaoyue Cai

    (Tourism College, Hunan Normal University, Changsha 410081, China)

  • Qiangsheng Hu

    (College of Humanities and Arts, Hunan University of Finance and Economics, Changsha 410205, China)

Abstract

In recent years, China has increasingly emphasized green development. Therefore, it is of theoretical and practical significance to study the green economic effect and carbon reduction effect of tourism development for the transformation of economic development. Using the superefficient EBM to measure the green economic efficiency of 280 cities from 2007–2019, we rely on the spatial Durbin model to explore the spatial spillover utility and nonlinear characteristic relationship of tourism development on green economic efficiency and carbon emission intensity and test the mediating effect of carbon emission intensity. The findings are as follows: (1) Under the exogenous shock test of the “low-carbon city” pilot policy, the spatial spillover effect of tourism development on urban green economic efficiency and carbon emission intensity is robust to spatial heterogeneity. (2) The spatial spillover effects of tourism development on the green economic efficiency and carbon emission intensity of cities show a nonlinear characteristic relationship of “U” and “M” shapes. After tourism development reaches a certain high level, the green economy effect and carbon emission reduction effect are significantly increased. (3) Carbon emission intensity has a significant mediating effect on the impact of tourism development on urban green economic efficiency.

Suggested Citation

  • Xiaorong He & Jizhi Shi & Haichao Xu & Chaoyue Cai & Qiangsheng Hu, 2022. "Tourism Development, Carbon Emission Intensity and Urban Green Economic Efficiency from the Perspective of Spatial Effects," Energies, MDPI, vol. 15(20), pages 1-23, October.
    • Handle: RePEc:gam:jeners:v:15:y:2022:i:20:p:7729-:d:947248
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    References listed on IDEAS

    as
    1. Sueyoshi, Toshiyuki & Goto, Mika, 2014. "DEA radial measurement for environmental assessment: A comparative study between Japanese chemical and pharmaceutical firms," Applied Energy, Elsevier, vol. 115(C), pages 502-513.
    2. Khan, Anwar & Chenggang, Yang & Hussain, Jamal & Bano, Sadia & Nawaz, AAmir, 2020. "Natural resources, tourism development, and energy-growth-CO2 emission nexus: A simultaneity modeling analysis of BRI countries," Resources Policy, Elsevier, vol. 68(C).
    3. Davies, Terry & Cahill, Sarah, 2000. "Environmental Implications of the Tourism Industry," Discussion Papers 10824, Resources for the Future.
    4. Dian Li & Ziheng Shangguan & Malan Huang & Xinyue Zhang & Lu Tang, 2022. "Impacts of Urban Development on Regional Green Development Efficiency—A Case of the Yangtze River Delta in China," Energies, MDPI, vol. 15(13), pages 1-18, June.
    5. Amigues, Jean-Pierre & Moreaux, Michel, 2019. "Competing land uses and fossil fuel, and optimal energy conversion rates during the transition toward a green economy under a pollution stock constraint," Journal of Environmental Economics and Management, Elsevier, vol. 97(C), pages 92-115.
    6. Tone, Kaoru & Tsutsui, Miki, 2010. "An epsilon-based measure of efficiency in DEA - A third pole of technical efficiency," European Journal of Operational Research, Elsevier, vol. 207(3), pages 1554-1563, December.
    7. Reza Sherafatian-Jahromi & Mohd Shahwahid Othman & Siong Hook Law & Normaz Wana Ismail, 2017. "Tourism and CO2 emissions nexus in Southeast Asia: new evidence from panel estimation," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 19(4), pages 1407-1423, August.
    8. Yuan, Huaxi & Feng, Yidai & Lee, Chien-Chiang & Cen, Yan, 2020. "How does manufacturing agglomeration affect green economic efficiency?," Energy Economics, Elsevier, vol. 92(C).
    9. Gómez-Calvet, Roberto & Conesa, David & Gómez-Calvet, Ana Rosa & Tortosa-Ausina, Emili, 2014. "Energy efficiency in the European Union: What can be learned from the joint application of directional distance functions and slacks-based measures?," Applied Energy, Elsevier, vol. 132(C), pages 137-154.
    10. Simone Marsiglio, 2015. "Economic Growth and Environment: Tourism as a Trigger for Green Growth," Tourism Economics, , vol. 21(1), pages 183-204, February.
    11. Haisheng Chen & Dingqing Ni & Shuiping Zhu & Ying Ying & Manhong Shen, 2022. "Does the National Credit Demonstration Policy Affect Urban Green Economy Efficiency? Evidence from the Yangtze River Delta Region of China," IJERPH, MDPI, vol. 19(16), pages 1-20, August.
    12. Li, Mingquan & Patiño-Echeverri, Dalia & Zhang, Junfeng (Jim), 2019. "Policies to promote energy efficiency and air emissions reductions in China's electric power generation sector during the 11th and 12th five-year plan periods: Achievements, remaining challenges, and ," Energy Policy, Elsevier, vol. 125(C), pages 429-444.
    13. Cui, Qiang & Li, Ye, 2015. "An empirical study on the influencing factors of transportation carbon efficiency: Evidences from fifteen countries," Applied Energy, Elsevier, vol. 141(C), pages 209-217.
    14. Peeters, Paul & Dubois, Ghislain, 2010. "Tourism travel under climate change mitigation constraints," Journal of Transport Geography, Elsevier, vol. 18(3), pages 447-457.
    15. Jiekuan Zhang & Yan Zhang, 2021. "Tourism, economic growth, energy consumption, and CO2 emissions in China," Tourism Economics, , vol. 27(5), pages 1060-1080, August.
    16. Wang, Zhaohua & Feng, Chao, 2015. "A performance evaluation of the energy, environmental, and economic efficiency and productivity in China: An application of global data envelopment analysis," Applied Energy, Elsevier, vol. 147(C), pages 617-626.
    17. Li, Lan-Bing & Hu, Jin-Li, 2012. "Ecological total-factor energy efficiency of regions in China," Energy Policy, Elsevier, vol. 46(C), pages 216-224.
    18. Mousavi-Avval, Seyed Hashem & Rafiee, Shahin & Jafari, Ali & Mohammadi, Ali, 2011. "Improving energy use efficiency of canola production using data envelopment analysis (DEA) approach," Energy, Elsevier, vol. 36(5), pages 2765-2772.
    19. Faiza Manzoor & Longbao Wei & Muhammad Asif & Muhammad Zia ul Haq & Hafiz ur Rehman, 2019. "The Contribution of Sustainable Tourism to Economic Growth and Employment in Pakistan," IJERPH, MDPI, vol. 16(19), pages 1-14, October.
    20. Wang, Qunwei & Zhao, Zengyao & Zhou, Peng & Zhou, Dequn, 2013. "Energy efficiency and production technology heterogeneity in China: A meta-frontier DEA approach," Economic Modelling, Elsevier, vol. 35(C), pages 283-289.
    21. Fan, Jianshuang & Zhou, Lin, 2019. "Three-dimensional intergovernmental competition and urban sprawl: Evidence from Chinese prefectural-level cities," Land Use Policy, Elsevier, vol. 87(C).
    22. Dogan, Eyup & Aslan, Alper, 2017. "Exploring the relationship among CO2 emissions, real GDP, energy consumption and tourism in the EU and candidate countries: Evidence from panel models robust to heterogeneity and cross-sectional depen," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 239-245.
    23. Tao, Xueping & Wang, Ping & Zhu, Bangzhu, 2016. "Provincial green economic efficiency of China: A non-separable input–output SBM approach," Applied Energy, Elsevier, vol. 171(C), pages 58-66.
    24. Corden, W Max & Neary, J Peter, 1982. "Booming Sector and De-Industrialisation in a Small Open Economy," Economic Journal, Royal Economic Society, vol. 92(368), pages 825-848, December.
    25. Honma, Satoshi & Hu, Jin-Li, 2014. "Industry-level total-factor energy efficiency in developed countries: A Japan-centered analysis," Applied Energy, Elsevier, vol. 119(C), pages 67-78.
    26. Song, Ma-Lin & Zhang, Lin-Ling & Liu, Wei & Fisher, Ron, 2013. "Bootstrap-DEA analysis of BRICS’ energy efficiency based on small sample data," Applied Energy, Elsevier, vol. 112(C), pages 1049-1055.
    27. Mousavi-Avval, Seyed Hashem & Rafiee, Shahin & Jafari, Ali & Mohammadi, Ali, 2011. "Optimization of energy consumption for soybean production using Data Envelopment Analysis (DEA) approach," Applied Energy, Elsevier, vol. 88(11), pages 3765-3772.
    28. Diego R. Toubes & Noelia Araújo-Vila, 2022. "A Review Research on Tourism in the Green Economy," Economies, MDPI, vol. 10(6), pages 1-18, June.
    29. 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.
    30. Mehdi Ben Jebli & Slim Ben Youssef & Nicholas Apergis, 2019. "The dynamic linkage between renewable energy, tourism, CO2 emissions, economic growth, foreign direct investment, and trade," Latin American Economic Review, Springer;Centro de Investigaciòn y Docencia Económica (CIDE), vol. 28(1), pages 1-19, December.
    31. 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.
    32. Lokman Gunduz & Abdulnasser Hatemi-J, 2005. "Is the tourism-led growth hypothesis valid for Turkey?," Applied Economics Letters, Taylor & Francis Journals, vol. 12(8), pages 499-504.
    33. Gang Liu & Pengfei Shi & Feng Hai & Yi Zhang & Xingming Li, 2018. "Study on Measurement of Green Productivity of Tourism in the Yangtze River Economic Zone, China," Sustainability, MDPI, vol. 10(8), pages 1-17, August.
    34. Maciej Dzikuć & Arkadiusz Piwowar, 2022. "Economic Aspects of Low Carbon Development," Energies, MDPI, vol. 15(14), pages 1-3, July.
    35. Han, Feng & Xie, Rui & Fang, Jiayu, 2018. "Urban agglomeration economies and industrial energy efficiency," Energy, Elsevier, vol. 162(C), pages 45-59.
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