Abstract
Tourism development makes significant contributions to the modern economic system, while simultaneously generating profound environmental externalities. However, the effects and mechanisms by which tourism development affects air pollution are still unclear, possibly due to model uncertainty arising from the complexity of air pollution sources. Therefore, based on a novel combined empirical strategy and high-quality multi-source datasets of 284 Chinese cities, this paper uncovers whether and how tourism development can affect air pollution in the context of “government, enterprise, and public” pluralistic environmental co-governance. The results reveal that: (1) Tourism development has a significant air pollution mitigation effect in China’s campaign against air pollution. A 1% increase in tourism specialization directly reduces air pollution by 0.1925%. (2) Two single mediation channels are found: “tourism development → public environmental concern → air pollution”, “tourism development → industrial structure → air pollution”. Additionally, there are two serial mediation channels: “tourism development → government environmental governance → public environmental concern → air pollution” and “tourism development → government environmental governance → industrial structure → air pollution”. (3) The above evidence provides meaningful policy implications for China to address the intractable problem of environmental governance. (4) The empirical strategy of innovatively integrating Bayesian model averaging, structural equation modeling, and panel data is effective, especially for macroscopic variables with complex influence mechanisms. (5) The relevant empirical evidence may have limited external validity outside of China, but the proposed empirical strategy can provide new strategic options to reveal the multi-path mechanisms at the macro level.
Similar content being viewed by others
Data availability
The datasets are available from the corresponding author on reasonable request.
Notes
See more details: https://www.mct.gov.cn/whzx/whyw/202003/t20200310_851786.htm
References
Ahmad N, Ma X (2022) How does tourism development affect environmental pollution? Tour Econ 28:1453–1479. https://doi.org/10.1177/13548166211000480
Ahmad M, Işık C, Jabeen G, Ali T, Ozturk I, Atchike DW (2021) Heterogeneous links among urban concentration, non-renewable energy use intensity, economic development, and environmental emissions across regional development levels. Sci Total Environ 765:144527. https://doi.org/10.1016/j.scitotenv.2020.144527
Aller C, Ductor L, Grechyna D (2021) Robust determinants of CO2 emissions. Energy Econ 96:105154. https://doi.org/10.1016/j.eneco.2021.105154
Alvarez S, Bahja F, Fyall A (2022) A framework to identify destination vulnerability to hazards. Tour Manag 90:104469. https://doi.org/10.1016/j.tourman.2021.104469
Azam M, MahmudulAlam M, Haroon Hafeez M (2018) Effect of tourism on environmental pollution: Further evidence from Malaysia, Singapore and Thailand. J Clean Prod 190:330–338. https://doi.org/10.1016/j.jclepro.2018.04.168
Balli E, Sigeze C, Manga M, Birdir S, Birdir K (2019) The relationship between tourism, CO2 emissions and economic growth: a case of Mediterranean countries. Asia Pacific J Tour Res 24(3):219–232. https://doi.org/10.1080/10941665.2018.1557717
Bano S, Alam M, Khan A, Liu L (2021) The nexus of tourism, renewable energy, income, and environmental quality: an empirical analysis of Pakistan. Environ Dev Sustain 23:14854–14877. https://doi.org/10.1007/s10668-021-01275-6
Bao R, Liu T (2022) How does government attention matter in air pollution control? Evidence from government annual reports. Resour Conserv Recycl 185:106435. https://doi.org/10.1016/j.resconrec.2022.106435
Brida JG, Cortes-Jimenez I, Pulina M (2016) Has the tourism-led growth hypothesis been validated? A Literature Review. Curr Issues Tour 19(5):394–430
Chen SY, Chen DK (2018) Smog pollution, government governance and high-quality economic development. Econ Res J 53(2):20–34 ((in Chinese))
Chen XL, Zhao HM, Li PX, Yin ZY (2006) Remote sensing image-based analysis of the relationship between urban heat island and land use/cover changes. Remote Sens Environ 104:133–146. https://doi.org/10.1016/j.rse.2005.11.016
Chen J, Wang B, Huang S, Song M (2020) The influence of increased population density in China on air pollution. Sci Total Environ 735:139456. https://doi.org/10.1016/j.scitotenv.2020.139456
Chen L, Li K, Chen SY, Wang XF, Tang LW (2021) Industrial activity, energy structure, and environmental pollution in China. Energy Econ 104:105633. https://doi.org/10.1016/j.eneco.2021.105633
Cheng Z, Li L, Liu J (2020) The impact of foreign direct investment on urban PM2.5 pollution in China. J Environ Manage 265:110532. https://doi.org/10.1016/j.jenvman.2020.110532
Cheng B, Chen B, Wang K, Liang S (2022) ‘Best-scenic zone’ selection as a method of reducing sulfur dioxide emissions: A quasi-experiment in Chinese urban environmental governance. Environ Impact Assess Rev 97:106909. https://doi.org/10.1016/j.eiar.2022.106909
Chiu YTH, Lee WI, Chen TH (2014) Environmentally responsible behavior in ecotourism: Antecedents and implications. Tour Manag 40:321–329. https://doi.org/10.1016/j.tourman.2013.06.013
Ciarlantini S, Madaleno M, Robaina M, Monteiro A, Eusébio C, Carneiro MJ, Gama C (2022) Air pollution and tourism growth relationship: exploring regional dynamics in five European countries through an EKC model. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-18087-w
Danish Wang Z (2018) Dynamic relationship between tourism, economic growth, and environmental quality. J Sustain Tour 26:1928–1943. https://doi.org/10.1080/09669582.2018.1526293
Dogan E, Aslan A (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 dependence. Renew Sust Energ Rev 77:239–245. https://doi.org/10.1016/j.rser.2017.03.111
Durlauf SN, Kourtellos A, Tan CM (2012) Is God in the details? A reexamination of the role of religion in economic growth. J Appl Econ (Chichester Engl) 27:1059–1075. https://doi.org/10.1002/jae.1245
Ehigiamusoe KU (2020) Tourism, growth and environment: analysis of non-linear and moderating effects. J Sustain Tour 28:1174–1192. https://doi.org/10.1080/09669582.2020.1729164
Farooq U, Tabash MI, Saleh Al-Faryan MA, Isik C, Dogru T (2023) The Nexus between tourism-energy-environmental degradation: Does financial development matter in GCC countries? Tour Econ 2023:13548166231174812. https://doi.org/10.1177/13548166231174812
Feng Y, Chen H, Chen Z, Wang Y, Wei W (2021) Has environmental information disclosure eased the economic inhibition of air pollution? J Clean Prod 284:125412. https://doi.org/10.1016/j.jclepro.2020.125412
Fernández C, Ley E, Steel MFJ (2001) Benchmark priors for Bayesian model averaging. J Econom 100:381–427. https://doi.org/10.1016/S0304-4076(00)00076-2
Fu H, Chen J (2017) Formation, features and controlling strategies of severe haze-fog pollutions in China. Sci Total Environ 578:121–138. https://doi.org/10.1016/j.scitotenv.2016.10.201
Fu J, Geng Y (2019) Public participation, regulatory compliance and green development in China based on provincial panel data. J Clean Prod 230:1344–1353. https://doi.org/10.1016/j.jclepro.2019.05.093
Gao J, Zhang L (2021) Exploring the dynamic linkages between tourism growth and environmental pollution: new evidence from the Mediterranean countries. Curr Issues Tour 24:49–65. https://doi.org/10.1080/13683500.2019.1688767
Hoeting JA, Madigan D, Raftery AE, Volinsky CT (1999) Bayesian model averaging: A tutorial. Stat Sci 14:382–401. https://doi.org/10.1214/ss/1009212519
Holden A (2013) Tourism and the Green Economy: A Place for an Environmental Ethic? Tour Recreat Res 38:3–13. https://doi.org/10.1080/02508281.2013.11081725
Irfan M, Ullah S, Razzaq A, Cai J, Adebayo TS (2023) Unleashing the dynamic impact of tourism industry on energy consumption, economic output, and environmental quality in China: A way forward towards environmental sustainability. J Clean Prod 387:135778. https://doi.org/10.1016/j.jclepro.2022.135778
Isik C, Kasımatı E, Ongan S (2017) Analyzing the causalities between economic growth, financial development, international trade, tourism expenditure and/on the CO2 emissions in Greece. Energ Source Part B 12(7):665–673. https://doi.org/10.1080/15567249.2016.1263251
Isik C, Dogru T, Turk ES (2018) A nexus of linear and non-linear relationships between tourism demand, renewable energy consumption, and economic growth: Theory and evidence. Int J Tour Res 20(1):38–49. https://doi.org/10.1002/jtr.2151
Isik C, Sirakaya-Turk E, Ongan S (2020) Testing the efficacy of the economic policy uncertainty index on tourism demand in USMCA: Theory and evidence. Tour Econ 26(8):1344–1357. https://doi.org/10.1177/1354816619888346
Jian X, Afshan S (2023) Dynamic effect of green financing and green technology innovation on carbon neutrality in G10 countries: fresh insights from CS-ARDL approach. Econ Res-Ekon Istraz 36(2):2130389. https://doi.org/10.1080/1331677X.2022.2130389
Jiang X, Li G, Fu W (2021) Government environmental governance, structural adjustment and air quality: A quasi-natural experiment based on the Three-year Action Plan to Win the Blue Sky Defense War. J Environ Manage 277:111470. https://doi.org/10.1016/j.jenvman.2020.111470
Katircioglu S, Saqib N, Katircioglu S, Kilinc CC, Gul H (2020) Estimating the effects of tourism growth on emission pollutants: empirical evidence from a small island, Cyprus. Air Qual Atmos Health 13:391–397. https://doi.org/10.1007/s11869-020-00803-z
Khan SAR, Sharif A, Golpîra H (2019) Kumar A (2019) A green ideology in Asian emerging economies: From environmental policy and sustainable development. Sustain Dev 27(6):1063–1075. https://doi.org/10.1002/sd.1958
Kim YR, Williams AM, Park S, Chen JL (2021) Spatial spillovers of agglomeration economies and productivity in the tourism industry: The case of the UK. Tour Manag 82:104201. https://doi.org/10.1016/j.tourman.2020.104201
Kline RB (2023) Principles and practice of structural equation modeling. Guilford publications, New York
Koenen JP, Chor K, Christianson DJ (1995) Effects of tourism growth on air quality: The case of Las Vegas. J Sustain Tour 3:135–142. https://doi.org/10.1080/09669589509510718
Kou ZL, Liu XY (2017) FIND Report on City and Industrial Innovation in China (2017). Fudan Institute of Industrial Development, School of Economics, Fudan University.
Lasso A, Dahles H (2018) Are tourism livelihoods sustainable? Tourism development and economic transformation on Komodo Island. Indonesia Asia Pacific J Tour Res 23(5):473–485. https://doi.org/10.1080/10941665.2018.1467939
Lenz GS, Sahn A (2021) Achieving Statistical Significance with Control Variables and Without Transparency. Polit Anal 29:356–369. https://doi.org/10.1017/pan.2020.31
Lew AA (2014) Scale, change and resilience in community tourism planning. Tour Geogr 16(1):14–22. https://doi.org/10.1080/14616688.2013.864325
Li Z, Liu H (2022) How tourism industry agglomeration improves tourism economic efficiency? Tour Econ 28(7):1724–1748. https://doi.org/10.1177/13548166211009116
Li C, Ma X, Fu T, Guan S (2021) Does public concern over haze pollution matter? Evidence from Beijing-Tianjin-Hebei region, China. Sci Total Environ 755:142397. https://doi.org/10.1016/j.scitotenv.2020.142397
Liang L, Wang Z, Li J (2019) The effect of urbanization on environmental pollution in rapidly developing urban agglomerations. J Clean Prod 237:117649. https://doi.org/10.1016/j.jclepro.2019.117649
Lin JH, Fan DXF, Tsaur SH, Tsai Y-R (2021) Tourists’ cultural competence: A cosmopolitan perspective among Asian tourists. Tour Manag 83:104207. https://doi.org/10.1016/j.tourman.2020.104207
Liu Z, Wang J, Wang Y (2018) Understanding individual environmental concern in the context of local environmental governance in China: A multi-level analysis. Soc Nat Resour 31(11):1283–1301. https://doi.org/10.1080/08941920.2018.1456595
Liu X, Ji X, Zhang D, Yang J, Wang Y (2019) How public environmental concern affects the sustainable development of Chinese cities: An empirical study using extended DEA models. J Environ Manage 251:109619. https://doi.org/10.1016/j.jenvman.2019.109619
Liu Z, Lan J, Chien F, Sadiq M, Nawaz MA (2022) Role of tourism development in environmental degradation: A step towards emission reduction. J Environ Manage 303:114078. https://doi.org/10.1016/j.jenvman.2021.114078
Miao CL, Meng XN, Duan MM, Wu XY (2020) Energy consumption, environmental pollution, and technological innovation efficiency: taking industrial enterprises in China as empirical analysis object. Environ Sci Pollut Res 27:34147–34157. https://doi.org/10.1007/s11356-020-09537-y
Miao L, Liu C, Yang X, Kwan MP, Zhang K (2022) Spatiotemporal heterogeneity analysis of air quality in the Yangtze River Delta. China. Sustain Cities Soc 78:103603. https://doi.org/10.1016/j.scs.2021.103603
Mishra S, Sinha A, Sharif A, Suki NM (2020) Dynamic linkages between tourism, transportation, growth and carbon emission in the USA: evidence from partial and multiple wavelet coherence. Curr Issues Tour 23:2733–2755. https://doi.org/10.1080/13683500.2019.1667965
Moyle C, Carmigani F, Moyle B, Anwar S (2021) Beyond Dutch Disease: Are there mediators of the mining–tourism nexus? Tour Econ 27:744–761. https://doi.org/10.1177/1354816619899223
Murray CJL, Aravkin AY, Zheng P et al (2020) Global burden of 87 risk factors in 204 countries and territories, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019. Lancet 396:1223–1249. https://doi.org/10.1016/S0140-6736(20)30752-2
NaraddaGamage SK, HewaKuruppuge R, Haq IU (2017) Energy consumption, tourism development, and environmental degradation in Sri Lanka. ENERG SOURCE PART B 12:910–916. https://doi.org/10.1080/15567249.2017.1324533
Ouyang Y, Cai H, Yu X, Li Z (2022) Capitalization of social infrastructure into China’s urban and rural housing values: Empirical evidence from Bayesian Model Averaging. Econ Model 107:105706. https://doi.org/10.1016/j.econmod.2021.105706
Pan SY, Gao M, Kim H, Shah KJ, Pei SL, Chiang PC (2018) Advances and challenges in sustainable tourism toward a green economy. Sci Total Environ 635:452–469. https://doi.org/10.1016/j.scitotenv.2018.04.134
Pazienza P (2011) Should we tax tourism? Theoretical justifications from the economics of non-renewable resource use. Environ Resour Econ 2(1):8–16
Qin Q, Hsu CHC (2022) Urban travelers’ pro-environmental behaviors: Composition and role of pro-environmental contextual force. Tour Manag 92:104561. https://doi.org/10.1016/j.tourman.2022.104561
Raza SA, Shah N (2017) Tourism growth and income inequality: does Kuznets Curve hypothesis exist in top tourist arrival countries. Asia Pacific J Tour Res 22(8):874–884. https://doi.org/10.1080/10941665.2017.1343742
Raza SA, Qureshi MA, Ahmed M, Qaiser S, Ali R (2021) Ahmed F (2021) Non-linear relationship between tourism, economic growth, urbanization, and environmental degradation: evidence from smooth transition models. Environ Sci Pollut Res 28:1426–1442. https://doi.org/10.1007/s11356-020-10179-3
Razzaq A, Fatima T, Murshed M (2023) Asymmetric effects of tourism development and green innovation on economic growth and carbon emissions in Top 10 GDP Countries. J Environ Manage 66(3):471–500. https://doi.org/10.1080/09640568.2021.1990029
Ren XS, Liu YJ, Zhao GH (2020) The impact and transmission mechanism of economic agglomeration on carbon intensity. Chinese J Popul Resour Environ 30(04):95–106 ((in Chinese))
Robaina M, Madaleno M, Silva S et al (2020) The relationship between tourism and air quality in five European countries. Econ Anal Policy 67:261–272. https://doi.org/10.1016/j.eap.2020.07.012
Russo MA, Relvas H, Gama C et al (2020) Estimating emissions from tourism activities. Atmospheric Environ 220:117048. https://doi.org/10.1016/j.atmosenv.2019.117048
Saenz-de-Miera O, Rosselló J (2014) Modeling tourism impacts on air pollution: The case study of PM10 in Mallorca. Tour Manag 40:273–281. https://doi.org/10.1016/j.tourman.2013.06.012
Sharif A, Raza SA, Ozturk I (2019) Afshan S (2019) The dynamic relationship of renewable and nonrenewable energy consumption with carbon emission: a global study with the application of heterogeneous panel estimations. Renew Energ 133:685–691. https://doi.org/10.1016/j.renene.2018.10.052
Sharif A, Baris-Tuzemen O, Uzuner G, Ozturk I, Sinha A (2020a) Revisiting the role of renewable and non-renewable energy consumption on Turkeys’ ecological footprint: Evidence from Quantile ARDL approach. Sustain Cities Soc 57:102138. https://doi.org/10.1016/j.scs.2020.102138
Sharif A, Godil DI, Xu B, Sinha A, Khan SAR, Jermsittiparsert K (2020b) Revisiting the role of tourism and globalization in environmental degradation in China: Fresh insights from the quantile ARDL approach. J Clean Prod 272:122906. https://doi.org/10.1016/j.jclepro.2020.122906
Shi D, Bu C, Xue H (2021) Deterrence effects of disclosure: The impact of environmental information disclosure on emission reduction of firms. Energy Econ 104:105680. https://doi.org/10.1016/j.eneco.2021.105680
Simmons JP, Nelson LD, Simonsohn U (2011) False-Positive Psychology: Undisclosed Flexibility in Data Collection and Analysis Allows Presenting Anything as Significant. Psychol Sci 22:1359–1366. https://doi.org/10.1177/0956797611417632
Steel MFJ (2020) Model Averaging and Its Use in Economics. J Econ Lit 58:644–719. https://doi.org/10.1257/jel.20191385
Suki NM, Sharif A, Afshan S, Suki NM (2020) Revisiting the environmental Kuznets curve in Malaysia: the role of globalization in sustainable environment. J Clean Prod 264:121669. https://doi.org/10.1016/j.jclepro.2020.121669
Sun C, Min J, Li J, Cai W (2023) Public participation and policy evaluation in China’s smog governance. Environ Impact Assess Rev 100:107052. https://doi.org/10.1016/j.eiar.2023.107052
Tong Y, Zhang R (2022) Investigating the multiple mechanisms of tourism economy affecting sustainable urban development of Chinese cities: based on multi-source data. Environ Dev Sustain 1–28. https://doi.org/10.1007/s10668-022-02785-7
Tong Y, Zhang R, He B (2022) The Carbon Emission Reduction Effect of Tourism Economy and Its Formation Mechanism: An Empirical Study of China’s 92 Tourism-Dependent Cities. Int J Environ Res Public Health 19. https://doi.org/10.3390/ijerph19031824
Wan Q, Miao X, Afshan S (2022) Dynamic effects of natural resource abundance, green financing, and government environmental concerns toward the sustainable environment in China. Resour Policy 79:102954. https://doi.org/10.1016/j.resourpol.2022.102954
Wang LJ, Chen MH, Yang Z, Su CH (Joan) (2022) Do hotel industry operations deteriorate air quality? Tour Econ 28:1961–1970https://doi.org/10.1177/13548166211022423
Wang Q, Sun X (2017) Crude oil price: Demand, supply, economic activity, economic policy uncertainty and wars – From the perspective of structural equation modelling (SEM). Energy 133:483–490. https://doi.org/10.1016/j.energy.2017.05.147
Wu X, Deng H, Li H, Guo Y (2021) Impact of energy structure adjustment and environmental regulation on air pollution in China: Simulation and measurement research by the dynamic general equilibrium model. Technol Forecast Soc Change 172:121010. https://doi.org/10.1016/j.techfore.2021.121010
Xie Q, Sun Q (2020) Assessing the impact of FDI on PM2.5 concentrations: A nonlinear panel data analysis for emerging economies. Environ Impact Assess Rev 80:106314. https://doi.org/10.1016/j.eiar.2019.106314
Xie Y, Wu D, Zhu S (2021) Can new energy vehicles subsidy curb the urban air pollution? Empirical evidence from pilot cities in China. Sci Total Environ 754:142232. https://doi.org/10.1016/j.scitotenv.2020.142232
Zaman K, Shahbaz M, Loganathan N, Raza SA (2016) Tourism development, energy consumption and Environmental Kuznets Curve: Trivariate analysis in the panel of developed and developing countries. Tour Manag 54:275–283. https://doi.org/10.1016/j.tourman.2015.12.001
Zeng J, Wen Y, Bi C, Feiock R (2021) Effect of tourism development on urban air pollution in China: The moderating role of tourism infrastructure. J Clean Prod 280:124397. https://doi.org/10.1016/j.jclepro.2020.124397
Zhang J, Lu Y (2022) Exploring the Effects of Tourism Development on Air Pollution: Evidence from the Panel Smooth Transition Regression Model. Int J Environ Res 19:8442. https://doi.org/10.3390/ijerph19148442
Zhang G, Deng N, Mou H, Zhang ZG, Chen X (2019) The impact of the policy and behavior of public participation on environmental governance performance: Empirical analysis based on provincial panel data in China. Energy Policy 129:1347–1354. https://doi.org/10.1016/j.enpol.2019.03.030
Zhang M, Sun X, Wang W (2020) Study on the effect of environmental regulations and industrial structure on haze pollution in China from the dual perspective of independence and linkage. J Clean Prod 256:120748. https://doi.org/10.1016/j.jclepro.2020.120748
Zhang F, Peng H, Sun X, Song T (2022a) Influence of Tourism Economy on Air Quality—An Empirical Analysis Based on Panel Data of 102 Cities in China. Int J Environ Res Public Health 19(7):4393. https://doi.org/10.3390/ijerph19074393
Zhang M, Hong Y, Zhu B (2022b) Does national innovative city pilot policy promote green technology progress? Evidence from China. J Clean Prod 363:132461. https://doi.org/10.1016/j.jclepro.2022.132461
Zhang X, Han L, Wei H, Tan X, Zhou W, Li W, Qian Y (2022c) Linking urbanization and air quality together: A review and a perspective on the future sustainable urban development. J Clean Prod 346:130988. https://doi.org/10.1016/j.jclepro.2022.130988
Zhao L (2021) Tourism, Institutions, and Poverty Alleviation: Empirical Evidence from China. J Travel Res 60:1543–1565. https://doi.org/10.1177/0047287520947792
Zhao H, Cao X, Ma T (2020) A spatial econometric empirical research on the impact of industrial agglomeration on haze pollution in China. Air Qual Atmos Health 13:1305–1312. https://doi.org/10.1007/s11869-020-00884-w
Zhu L, Hao Y, Lu ZN, Wu H, Ran Q (2019) Do economic activities cause air pollution? Evidence from China’s major cities. Sustain Cities Soc 49:101593. https://doi.org/10.1016/j.scs.2019.101593
Funding
This work was supported by the National Social Science Foundation of China [grant numbers 21BJY194]; the Natural Science Foundation of Hainan Province [grant number 722RC631].
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Ethical approval, consent to participate and consent to publish
This study does not involve human or animal subjects. No ethical approval or informed consent is required.
Competing interests
The authors have no relevant financial or non-financial interests to disclose.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Tong, Y., Pang, L. & Li, H. The air pollution mitigation effect of tourism development and its formation mechanism: new insights from BMA and SEM approaches. Air Qual Atmos Health 16, 2095–2113 (2023). https://doi.org/10.1007/s11869-023-01393-2
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11869-023-01393-2