Abstract
Air quality issues, especially haze pollution, have become an important aspect that threatens the sustainable development and health of human beings. Previous studies on the environmental effects of emissions trading system (ETS) mainly focused on carbon emission reduction, instead of focusing on the synergistic governance effect between carbon emission and PM2.5 reduction. Based on the PSM-DID method and the World Development Index (WDI) database, this paper examines whether the EU ETS has a spillover effect on PM2.5 damage reduction, and discusses the related impact mechanisms. The research results show that the EU ETS promotes the reduction of PM2.5 damage, and in different phases of implementation, the impact of the EU ETS on the reduction of PM2.5 damage has a dynamic effect. The robustness test results also show that the research conclusions of this paper are highly reliable. Finally, this paper gives relevant policy suggestions, which can encourage countries to achieve carbon emission reduction targets while helping to reduce PM2.5 damage, and eventually achieve a win–win situation between economic growth and environmental improvement.
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Data availability
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Abrell J, Anta NF, Georg Z (2011) Assessing the impact of the EU ETS using firm level data. Bruegel Working Paper, 2011/08, Bruegel, Belgium
Allan G, Lecca P, McGregor P et al (2014) The economic and environmental impact of a carbon tax for Scotland: a computable general equilibrium analysis. Ecol Econ 100:40–50
Anger N, Oberndorfer U (2008) Firm performance and employment in the EU emissions trading scheme: an empirical assessment for Germany. Energy Policy 36(1):12–22
Apergis N (2016) Environmental Kuznets curves: new evidence on both panel and country-level CO2 emissions. EnergyEconomics 54:263–271
Brink C, Vollebergh RJH, Werf E (2016) Carbon pricing in the eu: evaluation of different eu ets reform options. Energy Policy 97:603–617
Caliendo M, Kopeinig S (2008) Some practical guidance for the implementation of propensity score matching. Journal of economic surveys 22(1):31–72
Cerin P (2006) Bringing economic opportunity into line with environmental influence: a discussion on the Coase theorem and the Porter and van der Linde hypothesis. Ecol Econ 56(2):209–225
Cheng ZH, Li LS, Liu J (2017) The emissions reduction effect and technical progress effect of environmental regulation policy tools. J Clean Prod 149(15):191–205
Clement MT (2010) Urbanization and the natural environment: an environmental sociological review and synthesis. Organ Environ 23(3):291–314
Cludius J, Bruyn SD, Schumacher K, Vergeer R (2020) Ex-post investigation of cost pass-through in the eu ets — an analysis for six industry sectors. Energy Econ 91: 104883
Cui LB, Ying F, Lei Z, Bi QH (2014) How will the emissions trading scheme save cost for achieving China’s 2020 carbon intensity reduction target. Appl Energy 136(12):1043–1052
Dong F, Yu B, Pan Y (2019a) Examining the synergistic effect of CO2 emissions on PM2.5 emissions reduction: evidence from China. J Clean Prod 223:759–771
Dong F, Wang Y, Su B et al (2019b) The process of peak CO2 emissions in developed economies: a perspective of industrialization and urbanization. Resour Conserv Recycl 141:61–75
Dong Q, Lin Y, Huang J et al (2020) Has urbanization accelerated PM2.5 emissions? An empirical analysis with cross-country data. China Econ Rev 59:101381
European Commission (2021) EU Emissions Trading System. Available from: https://ec.europa.eu/clima/policies/ets_en. Accessed 26 September 2021
European Environment Agency (2016) Available from: http://www.199it.com/archives/542273.html. Accessed 30 December 2020.
Fan D, Wang GW, Liang PF (2017) Analysis of the performance of carbon emissions trading right in China: the evaluation based on the difference-in-difference model. China Environ Sci 37(6):2383–2392 (in Chinese)
Fan Z, Tian B (2013) Tax competition, tax enforcement and tax avoidance. Econ Res J 9:99–111 (in Chinese)
Groosman B, Muller NZ, O’Neill-Toy E (2011) The ancillary benefits from climate policy in the United States. Environ Resour Econ 50:585–603
Haines A, McMichael AJ, Smith KR et al (2009) Public health benefits of strategies to reduce greenhouse-gas emissions: overview and implications for policy makers. Lancet 374:2104–2114
Hoffmann VH (2007) EU ETS and investment decisions: the case of the German electricity industry. Eur Manag J 25(6):464–474
Kara M, Syri S, Lehtilä A et al (2008) The impacts of EU CO2 emissions trading on electricity markets and electricity consumers in Finland. Energy Economics 30(2):193–211
Laing T, Sato M, Grubb M, Comberti C (2014) The effects and side-effects of the EU emissions trading scheme. Wiley Interdisciplinary Reviews: Climate Change 5(4):509–519
Li G, Zhang W (2017) Research on industrial carbon emissions and emissions reduction mechanism in China’s ETS. China Popul Resour Environ 27(10):141–148
Li H, Zhang M, Li C et al (2019) Study on the spatial correlation structure and synergistic governance development of the haze emission in China. Environ Sci Pollut Control Ser 26(12):12136–12149
Li K, Lin BQ (2015) Impacts of urbanization and industrialization on energy consumption/CO2 emissions: does the level of development matter? Renew Sustain Energy Rev 52:1107–1122
Li W, Jia ZJ (2016) The impact of emission trading scheme and the ratio of free quota: a dynamic recursive CGE model in China. Appl Energy 174:1–14
Liu J, Li Y, Bai XY et al (2020) Environmental regulations, spatial spillover effects, and urban environmental quality: evidence from Guanzhong area in China. Journal of Catastrophology 35(4):1–7
Liu R, Zhao R (2015) Do national high-tech zones promote regional economic development ? - Verification based on DID method. Manage World 8:30–38 (in Chinese)
Luo X, Sun K, Li Li et al (2021) Impacts of urbanization process on PM2.5 pollution in “2+26” cities. J Clean Prod 284:124761
Lv SJ, Shen XC, Zhang XM (2015) Environmental regulations: an analysis based on environmental regulation theory. Journal of SJYU (Philosophy and Social Sciences) 23(6):50–59 (in Chinese)
Martínez-Zarzoso I, Maruotti A (2011) The impact of urbanization on CO2 emissions: evidence from developing countries. Ecol Econ 70(7):1344–1353
Muûls M, Colmer J, Martin R, Wagner UJ (2016) Evaluating the EU Emissions Trading System: take it or leave it? An assessment of the data after ten years. Briefing paper, 1–12
Nemet GF, Holloway T, Meier P (2010) Implications of incorporating air-quality co-benefits into climate change policymaking. Environ Res Lett 5:014007
Porter M (1991) America’s green strategy. Sci Am 264:1–5
Porter ME, Van der Linde C (1995) Toward a new conception of the environment-competitiveness relationship. Journal of Economic Perspectives 9(4):97–118
Sancho F (2010) Double dividend effectiveness of energy tax policies and the elasticity of substitution: a CGE appraisal. Energy Policy 38:2927–2933
Shao S, Li X, Cao J, Yang L (2016) China’s economic policy choices for governing smog pollution based on spatial spillover effects. Econ Res J 9:73–88
Stuart EA et al (2014) Using propensity scores in difference-in-differences models to estimate the effects of a policy change. Health Serv Outcomes Res Methodol 14(4):166–182
Smale R, Hartley M, Hepburn C et al (2006) The impact of CO2 emissions trading on firm profits and market prices. ClimatePolicy 6(1):31–48
Van Leeuwen G, Mohnen P (2017) Revisiting the Porter hypothesis: an empirical analysis of green innovation for the Netherlands. Econ Innov New Technol 26(1–2):63–77
Vennemo H, Aunan K, Jianwu, et al (2009) Benefits and costs to China of three different climate treaties. Resour Energy Econ 31:139–160
Wang LX (2012) Implementation of the EU ETS and an economic analysis. World Chinese Entrepreneur Economic Yearbook (Theoretical Edition), 5–6
Wang Y (2017) Effects of urbanization on air quality: an empirical analysis based on city-level data in China. Journal of Southeast University (Philosophy and Social Science) 19(4):100–110 (in Chinese)
Wng WN (2009) Some analyses on the EU emissions trading scheme and its effecsts. World Econ Stud 7:68–73
Xian Y, Wang K, Shi X et al (2018) Carbon emissions intensity reduction target for China’s power industry: an efficiency and productivity perspective. J Clean Prod 197:1022–1034
Xu B, Lin B (2016) Regional differences of pollution emissions in China: contributing factors and mitigation strategies. J Clean Prod 112:1454–1463
Xu W, Sun J, Liu Y et al (2019) Spatiotemporal variation and socioeconomic drivers of air pollution in China during 2005–2016. J Environ Manage 245:66–75
Xu Y, Masui T (2009) Local air pollutant emission reduction and ancillary carbon benefits of SO2 control policies: application of AIM/CGE model to China. Eur J Oper Res 198:315–325
Xue B, Ma Z, Geng Y et al (2015) A life cycle co-benefits assessment of wind power in China. Renew Sustain Energy Rev 41:338–346
Yan YX et al (2020) Emissions trading system (ETS) implementation and its collaborative governance effects on air pollution: the China story. Energy Policy 138:111282
Yang YY, Zhao T, Wang, et al (2015) Research on impacts of population related factors on carbon emissions in Beijing from 1984 to 2012. Environ Impact Assess Rev 55:45–53
Yang X, Teng F, Wang G (2013) Incorporating environmental co-benefits into climate policies: a regional study of the cement industry in China. Appl Energy 112:1446–1453
Zang J, Wan L, Li Z et al (2020) Does emission trading scheme have spillover effect on industrial structure upgrading? Evidence from the EU based on a PSM-DID approach. Environ Sci Pollut Res 27(11):12345–12357
Zhang ZQ (2017) Does environmental regulation improve the urban environmental quality in China? Evidence based on a “Quasi-Natural Experiment.” Industrial Economic Research 88(3):69–80 (in Chinese)
Zhang C, Shi D, Li PF (2017) The potential effects of China’s implementation of inter-provincial carbon emissions rights trading. Finance and Trade Economics 2:93–108
Zhang YJ, Wei YM (2010) An overview of current research on EU ETS: evidence from its operating mechanism and economic effect. Appl Energy 87(6):1804–1814
Zhang Z (2015) Carbon emissions trading in China: the evolution from pilots to a nationwide scheme. Clim Policy 15(Suppl. 1):S104–S126
Zhao XG, Jiang GW, Dan N et al (2016) How to improve the market effciency of carbon trading: a perspective of China. Renew Sustain Energy Rev 59:1229–1245
Funding
This work was supported by the Humanities and Social Science Research Project of the Ministry of Education of China (20YJC630138), the Anhui Natural Science Foundation (2008085QG345), the Fundamental Research Funding for Central Universities of China (WK2040000023), the New Liberal Arts Fund of University of Science and Technology of China (YD2040002010) and the National Natural Science Foundation of China (Grant number 71974177).
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Liang Wan: Conceptualization, Formal analysis and Writing-original draft;
Shanyong Wang: Methodology, Writing- review and editing;
Jianing Zang: Writing- review and editing, Data curation;
Qiaoqiao Zheng: Writing- review and editing, Data curation;
Wenpei Fang: Writing- review and editing, Data curation.
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Wan, L., Wang, S., Zang, J. et al. Does the EU emissions trading system help reduce PM2.5 damage? A research based on PSM-DID method. Environ Sci Pollut Res 29, 23129–23143 (2022). https://doi.org/10.1007/s11356-021-17640-x
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DOI: https://doi.org/10.1007/s11356-021-17640-x