Abstract
China’s goal of ecological civilization construction simultaneously faces the dual strategic tasks of pollution control and carbon reduction (PCCR). In addition to carbon reduction, does the low-carbon city pilot (LCCP) further contribute to the blue sky defense? This study investigates the impact of the LCCP on air pollution by employing a multiperiod difference-in-differences (DID) model based on data from 276 Chinese cities. The results show the following: (1) Compared with nonpilot areas, the LCCP reduces PM2.5 levels in pilot areas by approximately 1.50% on average, which is achieved by “industrial restructuring”, “government investment in science and technology (S&T)”, and “green lifestyle”. (2) The LCCP has heterogeneous effects on air quality across cities with different resource endowments and industrial attributes, showing a greater air quality improvement in nonresource-based cities (NREB cities) and old industrial base cities (OIB cities) than in other city types. (3) The positive impact of the LCCP on air improvement in the pilot areas is derived from “pollution control effects” rather than “pollution transfer effects”. This study provides useful policy implications for the comprehensive green transition and exploration of synergistic governance for PCCR in China.
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Notes
The second group undergoing Fisher’s permutation test is derived from the coefficient difference test between the two samples of growing resource cities and nongrowing resource cities.
References
André FJ, González P, Porteiro N (2009) Strategic quality competition and the Porter hypothesis. J Environ Econ Manag 57(2):182–194. https://doi.org/10.1016/j.jeem.2008.07.002
Chen H et al (2021) The impact of low-carbon city pilot policy on the total factor productivity of listed enterprises in China. Resour Conserv Recy 169:105457. https://doi.org/10.1016/j.resconrec.2021.105457
Cheng J, Yi J, Dai S, Xiong Y (2019) Can low-carbon city construction facilitate green growth? Evidence from China’s pilot low-carbon city initiative. J Clean Prod 231:1158–1170. https://doi.org/10.1016/j.jclepro.2019.05.327
Cheng S et al (2020) Toward low-carbon development: assessing emissions-reduction pressure among Chinese cities. J Environ Manage 271:111036. https://doi.org/10.1016/j.jenvman.2020.111036
Cleary S (1999) The relationship between firm investment and financial status. J Financ 54(2):673–692. https://doi.org/10.1111/0022-1082.00121
Driscoll CT et al (2015) US power plant carbon standards and clean air and health co-benefits. Nat Clim Change 5(6):535–540. https://doi.org/10.1038/nclimate2598
Ebenstein A et al (2015) Growth, pollution, and life expectancy: China from 1991–2012. Am Econ Rev 105(5):226–231. https://doi.org/10.1257/aer.p20151094
Edmonds EV, Pavcnik N, Topalova P (2010) Trade adjustment and human capital investments: evidence from Indian tariff reform. Am Econ J-Appl Econ 2(4):42–75. https://doi.org/10.1257/app.2.4.42
Fang D, Yu B (2021) Driving mechanism and decoupling effect of PM2. 5 emissions: empirical evidence from China’s industrial sector. Energ Policy 149:112017. https://doi.org/10.1016/j.enpol.2020.112017
Feng T, Du H, Lin Z, Zuo J (2020) Spatial spillover effects of environmental regulations on air pollution: evidence from urban agglomerations in China. J Environ Manage 272:110998. https://doi.org/10.1016/j.jenvman.2020.110998
Féres J, Reynaud A (2012) Assessing the impact of formal and informal regulations on environmental and economic performance of Brazilian manufacturing firms. Environ Resour Econ 52(1):65–85. https://doi.org/10.1007/s10640-011-9520-8
Fu S, Viard VB, Zhang P (2021) Air pollution and manufacturing firm productivity: nationwide estimates for China. Econ J 131(640):3241–3273. https://doi.org/10.1093/ej/ueab033
Gao K, Yuan Y (2022) Is the sky of smart city bluer? Evidence from satellite monitoring data. J Environ Manage 317:115483. https://doi.org/10.1016/j.jenvman.2022.115483
Gehrsitz M (2017) The effect of low emission zones on air pollution and infant health. J Environ Econ Manag 83:121–144. https://doi.org/10.1016/j.jeem.2017.02.003
González L, Perdiguero J, Sanz A (2021) Impact of public transport strikes on traffic and pollution in the city of Barcelona. Transport Res D-Tr E 98:102952. https://doi.org/10.1016/j.trd.2021.102952
Grossman GM, Krueger AB (1995) Economic growth and the environment. Q J Econ 110(2):353–377. https://doi.org/10.2307/2118443
Guan D et al (2014) Determinants of stagnating carbon intensity in China. Nat Clim Change 4(11):1017–1023. https://doi.org/10.1038/nclimate2388
He G, Fan M, Zhou M (2016) The effect of air pollution on mortality in China: evidence from the 2008 Beijing Olympic Games. J Environ Econ Manag 79:18–39. https://doi.org/10.1016/j.jeem.2016.04.004
He L, Yuan E, Yang K, Tao D (2022) Does technology innovation reduce haze pollution? An empirical study based on urban innovation index in China. Environ Sci Pollut Res 29(16):24063–24076. https://doi.org/10.1007/s11356-021-17448-9
Hong M, Chen S, Zhang K (2021) Impact of the “low-carbon city pilot” policy on energy intensity based on the empirical evidence of Chinese cities. Front Env Sci-SWITZ 9:717737. https://doi.org/10.3389/fenvs.2021.717737
Hu H, Zhang Y, Rao X, Jin Y (2021) Impact of technology innovation on air quality—an empirical study on new energy vehicles in China. Int J Env Res Pub He 18(8):4025. https://doi.org/10.3390/ijerph18084025
Jin S et al (2022) Can low-carbon technological innovation reduce haze pollution?—based on spatial econometric analysis. Front Env Sci-SWITZ 10:893194. https://doi.org/10.3389/fenvs.2022.893194
Khanna N, Fridley D, Hong L (2014) China’s pilot low-carbon city initiative: a comparative assessment of national goals and local plans. Sustain Cities Soc 12:110–121. https://doi.org/10.1016/j.scs.2014.03.005
Lai W, Hu Q, Zhou Q (2021) Decomposition analysis of PM2. 5 emissions based on LMDI and Tapio decoupling model: study of Hunan and Guangdong. Environ Sci Pollut Res 28(32):43443–43458. https://doi.org/10.1007/s11356-021-13819-4
Lee CY (2011) The differential effects of public R&D support on firm R&D: theory and evidence from multi-country data. Technovation 31(5–6):256–269. https://doi.org/10.1016/j.technovation.2011.01.006
Li P, Lu Y, Wang J (2016) Does flattening government improve economic performance? Evidence from China. J Dev Econ 123:18–37. https://doi.org/10.1016/j.jdeveco.2016.07.002
Li S, Liu Y, Purevjav AO, Yang L (2019) Does subway expansion improve air quality? J Environ Econ Manag 96:213–235. https://doi.org/10.1016/j.jeem.2019.05.005
Lin B, Tian P (2017) Energy conservation in China’s light industry sector: evidence from inter-factor and inter-fuel substitution. J Clean Prod 152:125–133. https://doi.org/10.1016/j.jclepro.2017.03.099
Lin J et al (2014) China’s international trade and air pollution in the United States. Proc Natl Acad Sci U S A 111(5):1736–1741. https://doi.org/10.1073/pnas.1312860111
Liu D, Xu C, Yu Y, Rong K, Zhang J (2020) Economic growth target, distortion of public expenditure and business cycle in China. China Econ Rev 63:101373. https://doi.org/10.1016/j.chieco.2019.101373
Liu F (2022) The impact of China’s low-carbon city pilot policy on carbon emissions: based on the multi-period DID model. Environ Sci Pollut Res 1–15. https://doi.org/10.1007/s11356-022-20188-z.
Liu X, Li Y, Chen X, Liu J (2022) Evaluation of low carbon city pilot policy effect on carbon abatement in China: an empirical evidence based on time-varying DID model. Cities 123:103582. https://doi.org/10.1016/j.cities.2022.103582
Liu X, Xu H (2022) Does low-carbon pilot city policy induce low-carbon choices in residents’ living: holistic and single dual perspective. J Environ Manage 324:116353. https://doi.org/10.1016/j.jenvman.2022.116353
Liu Y, Tang H, Muhammad A, Huang G (2019) Emission mechanism and reduction countermeasures of agricultural greenhouse gases–a review. Greenh Gases 9(2):160–174. https://doi.org/10.1002/ghg.1848
Lu J, Li B, Li H, Al-Barakani A (2021) Expansion of city scale, traffic modes, traffic congestion, and air pollution. Cities 108:102974. https://doi.org/10.1016/j.cities.2020.102974
Ma J, Hu Q, Shen W, Wei X (2021) Does the low-carbon city pilot policy promote green technology innovation? Based on green patent data of Chinese A-share listed companies. Int J Env Res Pub He 18(7):3695. https://doi.org/10.3390/ijerph18073695
Meng J, Liu J, Xu Y, Tao S (2015) Tracing primary PM2. 5 emissions via Chinese supply chains. Environ Res Lett 10(5):054005. https://doi.org/10.1088/1748-9326/10/5/054005
Nagashima F (2018) Critical structural paths of residential PM2.5 emissions within the Chinese provinces. Energ Econ 70:465–471. https://doi.org/10.1016/j.eneco.2018.01.033
Nie X, Wu J, Wang H, Li W, Huang C, Li L (2022) Contributing to carbon peak: estimating the causal impact of eco-industrial parks on low-carbon development in China. J Ind Ecol 26(4):1578–1593. https://doi.org/10.1111/jiec.13298
Pan A, Zhang W, Shi X, Dai L (2022) Climate policy and low-carbon innovation: evidence from low-carbon city pilots in China. Energ Econ 112:106129. https://doi.org/10.1016/j.eneco.2022.106129
Porter ME, Van der Linde C (1995) Toward a new conception of the environment-competitiveness relationship. J Econ Perspect 9(4):97–118. https://doi.org/10.1257/jep.9.4.97
Pun VC, Manjourides J, Suh H (2017) Association of ambient air pollution with depressive and anxiety symptoms in older adults: results from the NSHAP study. Environ Health Persp 125(3):342–348. https://doi.org/10.1289/EHP494
Romero-Ania A, De Vicente Oliva MA, Rivero Gutiérrez L (2021) Economic evaluation of the urban road public transport system efficiency based on data envelopment analysis. Appl Sci 12(1):57. https://doi.org/10.3390/app12010057
Shan Y, Liu J, Liu Z, Shao S, Guan D (2019) An emissions-socioeconomic inventory of Chinese cities. Sci Data 6(1):1–10. https://doi.org/10.1038/sdata.2019.27
Su CW, Yuan X, Tao R, Umar M (2021) Can new energy vehicles help to achieve carbon neutrality targets? J Environ Manage 297:113348. https://doi.org/10.1016/j.jenvman.2021.113348
Sun X, Zheng Y, Zhang C, Li X, Wang B (2022) The effect of China’s pilot low-carbon city initiative on enterprise labor structure. Front Energy Res 9:821677. https://doi.org/10.3389/fenrg.2021.821677
Thompson TM, Rausch S, Saari RK, Selin NE (2014) A systems approach to evaluating the air quality co-benefits of US carbon policies. Nat Clim Change 4(10):917–923. https://doi.org/10.1038/nclimate2342
Wang H, Gu K, Dong F, Sun H (2022a) Does the low-carbon city pilot policy achieve the synergistic effect of pollution and carbon reduction? Energ Environ-UK 0958305X221127018. https://doi.org/10.1177/0958305X221127018
Wang J, Liu Z, Shi L, Tan J (2022b) The impact of low-carbon pilot city policy on corporate green technology innovation in a sustainable development context—evidence from Chinese listed companies. Sustainability-BASEL 14(17):10953. https://doi.org/10.3390/su141710953
Wang T, Peng J, Wu L (2021) Heterogeneous effects of environmental regulation on air pollution: evidence from China’s prefecture-level cities. Environ Sci Pollut Res 28(20):25782–25797. https://doi.org/10.1007/s11356-021-12434-7
Wang T, Song Z, Zhou J, Sun H, Liu F (2022c) Low-carbon transition and green innovation: evidence from pilot cities in China. Sustainability-BASEL 14(12):7264. https://doi.org/10.3390/su14127264
Wang Z, Wang C, Yin J (2015) Strategies for addressing climate change on the industrial level: affecting factors to CO2 emissions of energy-intensive industries in China. Nat Hazards 75:303–317. https://doi.org/10.1007/s11069-014-1115-6
Wen S, Jia Z, Chen X (2022) Can low-carbon city pilot policies significantly improve carbon emission efficiency? Empirical evidence from China. J Clean Prod 346:131131. https://doi.org/10.1016/j.jclepro.2022.131131
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 172:121010. https://doi.org/10.1016/j.techfore.2021.121010
Xiao D, Li B, Cheng S (2020) The effect of subway development on air pollution: evidence from China. J Clean Prod 275:124149. https://doi.org/10.1016/j.jclepro.2020.124149
Yang L, Li Y (2013) Low-carbon city in China. Sustain Cities Soc 9:62–66. https://doi.org/10.1016/j.scs.2013.03.001
Yin J, Guo J (2022) Ecological effect assessment of low-carbon city construction in China. Int J Env Res Pub He 19(21):14467. https://doi.org/10.3390/ijerph192114467
Zeng L, Xu M, Liang S, Zeng S, Zhang T (2014) Revisiting drivers of energy intensity in China during 1997–2007: a structural decomposition analysis. Energ Policy 67:640–647. https://doi.org/10.1016/j.enpol.2013.11.053
Zhai Z, Fu X, Yi M, Sheng M, Guang F (2022) Haze management: is urban public transportation priority effective? Environ Sci Pollut Res 29(22):32749–32762. https://doi.org/10.1007/s11356-021-17871-y
Zhang M, Ding S, Pang J, Wang W (2021) The effect of indirect household energy consumption on PM 2.5 emission in China: an analysis based on CLA method. J Environ Manage 279:111531. https://doi.org/10.1016/j.jenvman.2020.111531
Zheng J, Shao X, Liu W, Kong J, Zuo G (2021) The impact of the pilot program on industrial structure upgrading in low-carbon cities. J Clean Prod 290:125868. https://doi.org/10.1016/j.jclepro.2021.125868
Zheng Y, Peng J, Xiao J, Su P, Li S (2020) Industrial structure transformation and provincial heterogeneity characteristics evolution of air pollution: evidence of a threshold effect from China. Atmos Pollut Res 11(3):598–609. https://doi.org/10.1016/j.apr.2019.12.011
Zhu Y, Liu Z, Feng S, Lu N (2022) The role of fiscal expenditure on science and technology in carbon reduction: evidence from provincial data in China. Environ Sci Pollut R 29(54):82030–82044. https://doi.org/10.1007/s11356-022-21500-7
Zhu Y, Xie J, Huang F, Cao L (2020) Association between short-term exposure to air pollution and COVID-19 infection: evidence from China. Sci Total Environ 727:138704. https://doi.org/10.1016/j.scitotenv.2020.138704
Zou C, Huang Y, Wu S, Hu S (2022) Does “low-carbon city” accelerate urban innovation? Evidence from China. Sustain Cities Soc 83:103954. https://doi.org/10.1016/j.scs.2022.103954
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This work was supported by the Major Project of the National Social Science Foundation of China (Grant number 20&ZD124).
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Feng Hu and Anna Shi contributed to the study’s conception and design. Data collection, data curation, and analysis were performed by Haiyan An and Shuang Zhao. Haiyan Zhou was responsible for editing and proofreading. The first draft of the manuscript was written by Shuang Zhao and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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Zhao, S., Shi, A., An, H. et al. Does the low-carbon city pilot contribute to the blue sky defense? Evidence from China. Environ Sci Pollut Res 30, 84595–84608 (2023). https://doi.org/10.1007/s11356-023-28262-w
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DOI: https://doi.org/10.1007/s11356-023-28262-w