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Estimating the Impact of Air Pollution on Inbound Tourism in China: An Analysis Based on Regression Discontinuity Design

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  • Daxin Dong

    (School of Business Administration, Southwestern University of Finance and Economics, Chengdu 611130, China)

  • Xiaowei Xu

    (School of Business Administration, Southwestern University of Finance and Economics, Chengdu 611130, China)

  • Yat Fung Wong

    (School of Business Administration, Southwestern University of Finance and Economics, Chengdu 611130, China)

Abstract

Prior studies have suggested the existence of a reverse causality relationship between air quality and tourism development: while air quality influences tourism, dynamic segments of the tourism industry (e.g., cruising, airline, foodservice) have impacts on air quality. This reverse causality hinders a precise estimate on the effect of air pollution on tourism development within a conventional econometric framework, since the variable of air pollution is endogenous. This study estimates the impact of air pollution on the inbound tourism industry in China, by controlling for endogeneity based on a regression discontinuity design (RDD). The estimate is derived from a quasi-experiment generated by China’s Huai River Policy, which subsidizes coal for winter heating in northern Chinese cities. By analyzing data from 274 Chinese cities during the period 2009–2012, it is found that air pollution significantly reduces the international inbound tourism: an increase of PM 10 (particulate matter smaller than 10 μ m) by 0.1 mg/m 3 will cause a decline in the tourism receipts-to-local gross domestic product (GDP) ratio by 0.45 percentage points. This study also highlights the importance of controlling for endogeneity, since the detrimental impact of air pollution would otherwise be considerably underestimated. This study further demonstrates that, although air pollution is positively correlated with the average expenditure of each tourist, it substantially depresses the number of inbound tourists. The results imply that air quality could potentially influence inbound tourists’ city destination choices. However, it is interesting to note that travelers in air polluted cities in China tend to spend more money.

Suggested Citation

  • Daxin Dong & Xiaowei Xu & Yat Fung Wong, 2019. "Estimating the Impact of Air Pollution on Inbound Tourism in China: An Analysis Based on Regression Discontinuity Design," Sustainability, MDPI, vol. 11(6), pages 1-18, March.
  • Handle: RePEc:gam:jsusta:v:11:y:2019:i:6:p:1682-:d:215672
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    as
    1. Zhang, Lei & Gao, Jing, 2016. "Exploring the effects of international tourism on China's economic growth, energy consumption and environmental pollution: Evidence from a regional panel analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 225-234.
    2. Lee, Jung Wan & Brahmasrene, Tantatape, 2013. "Investigating the influence of tourism on economic growth and carbon emissions: Evidence from panel analysis of the European Union," Tourism Management, Elsevier, vol. 38(C), pages 69-76.
    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. Aiping Zhang & Linsheng Zhong & Yong Xu & Hui Wang & Lijuan Dang, 2015. "Tourists’ Perception of Haze Pollution and the Potential Impacts on Travel: Reshaping the Features of Tourism Seasonality in Beijing, China," Sustainability, MDPI, vol. 7(3), pages 1-18, February.
    5. Douglas Almond & Yuyu Chen & Michael Greenstone & Hongbin Li, 2009. "Winter Heating or Clean Air? Unintended Impacts of China's Huai River Policy," American Economic Review, American Economic Association, vol. 99(2), pages 184-190, May.
    6. Mutinda, Rayviscic & Mayaka, Melphon, 2012. "Application of destination choice model: Factors influencing domestic tourists destination choice among residents of Nairobi, Kenya," Tourism Management, Elsevier, vol. 33(6), pages 1593-1597.
    7. 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.
    8. Xuan Huang & Bruno Lanz, 2018. "The Value of Air Quality in Chinese Cities: Evidence from Labor and Property Market Outcomes," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 71(4), pages 849-874, December.
    9. Kirillova, Ksenia & Fu, Xiaoxiao & Lehto, Xinran & Cai, Liping, 2014. "What makes a destination beautiful? Dimensions of tourist aesthetic judgment," Tourism Management, Elsevier, vol. 42(C), pages 282-293.
    10. Ramesh Durbarry, 2004. "Tourism and Economic Growth: The Case of Mauritius," Tourism Economics, , vol. 10(4), pages 389-401, December.
    11. Fraj, Elena & Matute, Jorge & Melero, Iguácel, 2015. "Environmental strategies and organizational competitiveness in the hotel industry: The role of learning and innovation as determinants of environmental success," Tourism Management, Elsevier, vol. 46(C), pages 30-42.
    12. Anaman, Kwabena A. & Looi, Chee N., 2000. "Economic Impact of Haze-Related Air Pollution on the Tourism Industry in Brunei Darussalam," Economic Analysis and Policy, Elsevier, vol. 30(2), pages 133-143, September.
    13. Ming-Chieh Wang & Chang-Sheng Wang, 2018. "Tourism, the environment, and energy policies," Tourism Economics, , vol. 24(7), pages 821-838, November.
    14. 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.
    15. Chenyu Lu & Min Pang & Jiaqi Yang & Dai Wang, 2018. "Research on Interactions between the Economy and Environment in Tourism Development: Case of Qingyang, China," Sustainability, MDPI, vol. 10(11), pages 1-23, November.
    16. Katircioglu, Salih Turan & Feridun, Mete & Kilinc, Ceyhun, 2014. "Estimating tourism-induced energy consumption and CO2 emissions: The case of Cyprus," Renewable and Sustainable Energy Reviews, Elsevier, vol. 29(C), pages 634-640.
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    2. Zhang, Ning & Ren, Ran & Zhang, Qiong & Zhang, Tao, 2020. "Air pollution and tourism development: An interplay," Annals of Tourism Research, Elsevier, vol. 85(C).
    3. Wei Zhang & Ziqiang Liu & Yujie Zhang & Elly Yaluk & Li Li, 2021. "The Impact of Air Quality on Inbound Tourist Arrivals over China Based on Grey Relational Analysis," Sustainability, MDPI, vol. 13(19), pages 1-19, October.
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    6. Xiaowei Xu & Daxin Dong & Yilun Wang & Shiying Wang, 2019. "The Impacts of Different Air Pollutants on Domestic and Inbound Tourism in China," IJERPH, MDPI, vol. 16(24), pages 1-15, December.
    7. Beata Bieszk-Stolorz, 2022. "Impact of Subsidy Programmes on the Development of the Number and Output of RES Micro-Installations in Poland," Energies, MDPI, vol. 15(24), pages 1-14, December.
    8. Luojia Wang & Kerui Du & Bin Fang & Rob Law, 2023. "Escape from air pollution: How does air quality in the place of residence shape tourism consumption?," Tourism Economics, , vol. 29(4), pages 1074-1099, June.
    9. Ostale Valriberas, Daniel & Lanzi, Elisa & Van-Dingenen, Rita, 2022. "The economic consequences of air pollution policies in Arctic Council countries: a sectoral focus," Conference papers 333485, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
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    11. Daxin Dong & Xiaowei Xu & Hong Yu & Yanfang Zhao, 2019. "The Impact of Air Pollution on Domestic Tourism in China: A Spatial Econometric Analysis," Sustainability, MDPI, vol. 11(15), pages 1-16, August.
    12. Suharyono Suharyono & Kumba Digdowiseiso, 2021. "The Effects of Environmental Quality on Indonesia s Inbound Tourism," International Journal of Energy Economics and Policy, Econjournals, vol. 11(1), pages 9-14.
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    14. Robaina, M. & Madaleno, M. & Silva, S. & Eusébio, C. & Carneiro, M.J. & Gama, C. & Oliveira, K. & Russo, M.A. & Monteiro, A., 2020. "The relationship between tourism and air quality in five European countries," Economic Analysis and Policy, Elsevier, vol. 67(C), pages 261-272.

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