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Modeling the Dynamic Linkage between Tourism Development, Technological Innovation, Urbanization and Environmental Quality: Provincial Data Analysis of China

Author

Listed:
  • Zhang Chenghu

    (School of Economics and Finance, Xi’an Jiaotong University, Xi’an 710054, China)

  • Muhammad Arif

    (School of Economics and Finance, Xi’an Jiaotong University, Xi’an 710054, China)

  • Khurram Shehzad

    (School of Economics and Management, Southeast University, Nanjing 210096, China)

  • Mahmood Ahmad

    (Business School, Shandong University of Technology, Zibo 255000, China)

  • Judit Oláh

    (Department of Management, Faculty of Applied Sciences, WSB University, 41300 Dabrowa Górnicza, Poland)

Abstract

This study investigates the linkage between tourism development, technological innovation, urbanization and environmental degradation across 30 provinces of China. Based on data from 2001 to 2018, the study used an advanced economic methodology for the long-run estimate, the Augmented Mean Group (AMG) estimator, which accounts for heterogeneity in slope parameters and dependencies across countries. The empirical results show that tourism development degrades environmental quality, while technological innovation mitigates carbon emissions. Further, findings show that urbanization increases carbon emissions, while an inverted U-shaped relationship exists between economic growth and environmental degradation, implying the existence of EKC in China. Further, the Dumitrescu–Hurlin panel causality test shows that any policy aimed at tourism development or technological innovation would substantially contribute to environmental degradation, but not the other way round.

Suggested Citation

  • Zhang Chenghu & Muhammad Arif & Khurram Shehzad & Mahmood Ahmad & Judit Oláh, 2021. "Modeling the Dynamic Linkage between Tourism Development, Technological Innovation, Urbanization and Environmental Quality: Provincial Data Analysis of China," IJERPH, MDPI, vol. 18(16), pages 1-21, August.
    • Handle: RePEc:gam:jijerp:v:18:y:2021:i:16:p:8456-:d:611980
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    as
    1. Rehman, Mobeen Ur & Rashid, Mushab, 2017. "Energy consumption to environmental degradation, the growth appetite in SAARC nations," Renewable Energy, Elsevier, vol. 111(C), pages 284-294.
    2. Kamalova Mariyakhan & Elyas Abdulahi Mohamued & Muhammad Asif Khan & József Popp & Judit Oláh, 2020. "Does the Level of Absorptive Capacity Matter for Carbon Intensity? Evidence from the USA and China," Energies, MDPI, vol. 13(2), pages 1-18, January.
    3. Narayan, Paresh Kumar & Smyth, Russell, 2008. "Energy consumption and real GDP in G7 countries: New evidence from panel cointegration with structural breaks," Energy Economics, Elsevier, vol. 30(5), pages 2331-2341, September.
    4. Kapetanios, G. & Pesaran, M. Hashem & Yamagata, T., 2011. "Panels with non-stationary multifactor error structures," Journal of Econometrics, Elsevier, vol. 160(2), pages 326-348, February.
    5. 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).
    6. Sharma, Susan Sunila, 2011. "Determinants of carbon dioxide emissions: Empirical evidence from 69 countries," Applied Energy, Elsevier, vol. 88(1), pages 376-382, January.
    7. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    8. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    9. Zheng, Xinye & Wei, Chu & Qin, Ping & Guo, Jin & Yu, Yihua & Song, Feng & Chen, Zhanming, 2014. "Characteristics of residential energy consumption in China: Findings from a household survey," Energy Policy, Elsevier, vol. 75(C), pages 126-135.
    10. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    11. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    12. Hao, Yu & Zhang, Zong-Yong & Liao, Hua & Wei, Yi-Ming, 2015. "China’s farewell to coal: A forecast of coal consumption through 2020," Energy Policy, Elsevier, vol. 86(C), pages 444-455.
    13. 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.
    14. Song, Wei & Deng, Xiangzheng & Yuan, Yongwei & Wang, Zhan & Li, Zhaohua, 2015. "Impacts of land-use change on valued ecosystem service in rapidly urbanized North China Plain," Ecological Modelling, Elsevier, vol. 318(C), pages 245-253.
    15. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    16. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    17. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    18. A. Kerem Co?ar & Pablo D. Fajgelbaum, 2016. "Internal Geography, International Trade, and Regional Specialization," American Economic Journal: Microeconomics, American Economic Association, vol. 8(1), pages 24-56, February.
    19. Lee, Chien-Chiang & Chang, Chun-Ping, 2008. "Energy consumption and economic growth in Asian economies: A more comprehensive analysis using panel data," Resource and Energy Economics, Elsevier, vol. 30(1), pages 50-65, January.
    20. Markus Eberhardt, 2012. "Estimating panel time-series models with heterogeneous slopes," Stata Journal, StataCorp LP, vol. 12(1), pages 61-71, March.
    21. Wang, Ke & Zhang, Xian & Wei, Yi-Ming & Yu, Shiwei, 2013. "Regional allocation of CO2 emissions allowance over provinces in China by 2020," Energy Policy, Elsevier, vol. 54(C), pages 214-229.
    22. Zhao, Xiaoli & Ma, Qian & Yang, Rui, 2013. "Factors influencing CO2 emissions in China's power industry: Co-integration analysis," Energy Policy, Elsevier, vol. 57(C), pages 89-98.
    23. Gene M. Grossman & Elhanan Helpman, 1993. "Innovation and Growth in the Global Economy," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262570971, April.
    24. Klaus Hubacek & Kuishuang Feng & Bin Chen, 2011. "Changing Lifestyles Towards a Low Carbon Economy: An IPAT Analysis for China," Energies, MDPI, vol. 5(1), pages 1-10, December.
    25. Salih Katircioglu, 2009. "Tourism, trade and growth: the case of Cyprus," Applied Economics, Taylor & Francis Journals, vol. 41(21), pages 2741-2750.
    26. Axel Baeumler & Ede Ijjasz-Vasquez & Shomik Mehndiratta, 2012. "Sustainable Low-Carbon City Development in China," World Bank Publications - Books, The World Bank Group, number 12330.
    27. Wang, Yuan & Li, Li & Kubota, Jumpei & Han, Rong & Zhu, Xiaodong & Lu, Genfa, 2016. "Does urbanization lead to more carbon emission? Evidence from a panel of BRICS countries," Applied Energy, Elsevier, vol. 168(C), pages 375-380.
    28. Ozcan, Burcu, 2013. "The nexus between carbon emissions, energy consumption and economic growth in Middle East countries: A panel data analysis," Energy Policy, Elsevier, vol. 62(C), pages 1138-1147.
    29. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    30. Tao Peng & Hongwei Deng, 2021. "Research on the sustainable development process of low-carbon pilot cities: the case study of Guiyang, a low-carbon pilot city in south-west China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(2), pages 2382-2403, February.
    31. Fayyaz Ahmad & Muhammad Umar Draz & Lijuan Su & Ilhan Ozturk & Abdul Rauf, 2018. "Tourism and Environmental Pollution: Evidence from the One Belt One Road Provinces of Western China," Sustainability, MDPI, vol. 10(10), pages 1-22, September.
    32. Nasir, Muhammad & Ur Rehman, Faiz, 2011. "Environmental Kuznets Curve for carbon emissions in Pakistan: An empirical investigation," Energy Policy, Elsevier, vol. 39(3), pages 1857-1864, March.
    33. Ahmad, Mahmood & Jiang, Ping & Majeed, Abdul & Umar, Muhammad & Khan, Zeeshan & Muhammad, Sulaman, 2020. "The dynamic impact of natural resources, technological innovations and economic growth on ecological footprint: An advanced panel data estimation," Resources Policy, Elsevier, vol. 69(C).
    34. Rahman, Mohammad Mafizur, 2017. "Do population density, economic growth, energy use and exports adversely affect environmental quality in Asian populous countries?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 506-514.
    35. Jayanthakumaran, Kankesu & Verma, Reetu & Liu, Ying, 2012. "CO2 emissions, energy consumption, trade and income: A comparative analysis of China and India," Energy Policy, Elsevier, vol. 42(C), pages 450-460.
    36. Zoltán Lakner & Anna Kiss & Ivan Merlet & Judit Oláh & Domicián Máté & Janusz Grabara & József Popp, 2018. "Building Coalitions for a Diversified and Sustainable Tourism: Two Case Studies from Hungary," Sustainability, MDPI, vol. 10(4), pages 1-23, April.
    37. Wang, Qunwei & Su, Bin & Zhou, Peng & Chiu, Ching-Ren, 2016. "Measuring total-factor CO2 emission performance and technology gaps using a non-radial directional distance function: A modified approach," Energy Economics, Elsevier, vol. 56(C), pages 475-482.
    38. Poumanyvong, Phetkeo & Kaneko, Shinji, 2010. "Does urbanization lead to less energy use and lower CO2 emissions? A cross-country analysis," Ecological Economics, Elsevier, vol. 70(2), pages 434-444, December.
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    2. Duoxun Ba & Jing Zhang & Suocheng Dong & Bing Xia & Lin Mu, 2022. "Spatial-Temporal Characteristics and Driving Factors of the Eco-Efficiency of Tourist Hotels in China," IJERPH, MDPI, vol. 19(18), pages 1-24, September.
    3. Guangming Yang & Guofang Gong & Yao Luo & Yunrui Yang & Qingqing Gui, 2022. "Spatiotemporal Characteristics and Influencing Factors of Tourism–Urbanization–Technology–Ecological Environment on the Yunnan–Guizhou–Sichuan Region: An Uncoordinated Coupling Perspective," IJERPH, MDPI, vol. 19(14), pages 1-28, July.
    4. Muhammad Arif & Zhang Chenghu & Judit Olah & Khurram Shehzad & Mahmood Ahmad, 2022. "Specifying the Domineering Role of Governance in the Long Term Environmental Excellence: A Case Study of Pakistan," SAGE Open, , vol. 12(3), pages 21582440221, September.
    5. Xiaofang Duan & Jinhe Zhang & Ping Sun & Honglei Zhang & Chang Wang & Ya-Yen Sun & Manfred Lenzen & Arunima Malik & Shanshan Cao & Yue Kan, 2022. "Carbon Emissions of the Tourism Telecoupling System: Theoretical Framework, Model Specification and Synthesis Effects," IJERPH, MDPI, vol. 19(10), pages 1-15, May.
    6. Liguo Wang & Guodong Jia, 2023. "Spatial Spillover and Threshold Effects of High-Quality Tourism Development on Carbon Emission Efficiency of Tourism under the “Double Carbon” Target: Case Study of Jiangxi, China," Sustainability, MDPI, vol. 15(6), pages 1-21, March.

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