Skip to main content

Advertisement

Log in

Revisiting the environmental Kuznets curve of PM2.5 concentration: evidence from prefecture-level and above cities of China

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

In this paper, the panel data of China’s four municipalities and 223 prefecture-level cities were used to investigate whether the EKC hypothesis for urban PM2.5 concentration was satisfied, considering such factors as urbanization population, electricity consumption, innovation capacity, and foreign direct investment in the cities. Assuming that the level of economic development directly affects the PM2.5 concentration, and the PM2.5 concentration will continue to increase at the early stage. Once the urban economy develops to a certain extent, the PM2.5 concentration will start to decline, and the environmental quality will be improved. Therefore, we attempt to construct the standard EKC by incorporating the quadratic and cubic terms of GDP per capita. The empirical results show that, except for the four municipalities of Beijing, Tianjin, Shanghai, and Chongqing, economic growth has a complex impact on PM2.5 concentration in most cities during the study period, rather than a simple inverted U-shaped pattern. Moreover, only in recent years has smog pollution shown an average decrease. But if the sources of smog are difficult to explore, it is worth considering the possibility of adjusting economic structure to meet environmental targets.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Agras J, Chapman D (1999) A dynamic approach to the environmental Kuznets curve hypothesis. Ecol Econ 28(2):267–277

    Article  Google Scholar 

  • Alshehry AS, Belloumi M (2017) Study of the environmental Kuznets curve for transport carbon dioxide emissions in Saudi Arabia. Renew Sust Energ Rev 75:1339–1347

    Article  CAS  Google Scholar 

  • Al-Mulali U, Saboori B, Ozturk I (2015) Investigating the environmental Kuznets curve hypothesis in Vietnam. Energ Policy 76:123–131

    Article  Google Scholar 

  • Andreoni J, Levinson A (2001) The simple analytics of the environmental Kuznets curve. J Public Econ 80(2):269–286

    Article  Google Scholar 

  • Apergis N, Christou C, Gupta R (2017) Are there environmental Kuznets curves for us state-level CO2 emissions? Renew Sust Energ Rev 69:551–558

    Article  CAS  Google Scholar 

  • Arellano M, Bond S (1991) Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Rev Econ Stud 58:277–297

    Article  Google Scholar 

  • Barbier EB, Stern DI, Common MS (1996) Economic growth and environmental degradation: the environmental Kuznets curve and sustainable development. World Dev 24(7):1151–1160

    Article  Google Scholar 

  • Brajer V, Mead RW, Xiao F (2011) Searching for an environmental Kuznets curve in China’s air pollution. China Econ Rev 22(3):383–397

    Article  Google Scholar 

  • Churchill SA, Inekwe J, Ivanovski K, Smyth R (2018) The environmental Kuznets curve in the OECD: 1870–2014. Energy Econ 75:389–399

    Article  Google Scholar 

  • Ding Y, Zhang M, Chen S, Wang W, Nie R (2019) The environmental Kuznets curve for PM2.5 pollution in Beijing-Tianjin-Hebei region of China: a spatial panel data approach. J Clean Prod 220:984–994

    Article  CAS  Google Scholar 

  • Dinda S (2005) A theoretical basis for the environmental Kuznets curve. Ecol Econ 53(3):403–413

    Article  Google Scholar 

  • Dong K, Sun R, Dong C, Li H, Zeng X, Ni G (2018) Environmental Kuznets curve for PM2.5 emissions in Beijing, China: what role can natural gas consumption play? Ecol Indic 93:591–601

    Article  CAS  Google Scholar 

  • Du G, Liu S, Lei N, Huang Y (2018) A test of environmental Kuznets curve for haze pollution in China: evidence from the penal data of 27 capital cities. J Clean Prod 205:821–827

    Article  Google Scholar 

  • Fosten J, Morley B, Taylor T (2012) Dynamic misspecification in the environmental Kuznets curve: evidence from CO2 and SO2 emissions in the United Kingdom. Ecol Econ 76:25–33

    Article  Google Scholar 

  • Hao Y, Liu Y, Weng JH, Gao Y (2016) Does the environmental Kuznets curve for coal consumption in China exist? New evidence from spatial econometric analysis. Energy 114:1214–1223

    Article  Google Scholar 

  • Hao Y, Wu Y, Wang L, Huang J (2018) Re-examine environmental Kuznets curve in China: spatial estimations using environmental quality index. Sustain Cities Soc 42:498–511

    Article  Google Scholar 

  • Hanif I, Gago-De-Santos P (2017) The importance of population control and macroeconomic stability to reducing environmental degradation: an empirical test of the environmental Kuznets curve for developing countries. Environ Dev 23:1–9

    Article  Google Scholar 

  • Han Y, Zhang Z (2019) Nanostructured membrane materials for CO2 capture: a critical review. J Nanosci Nanotechnol 19(6):3173–3179

    Article  CAS  Google Scholar 

  • Hidemichi F, Kazuyuki I, Andrew C, Shigemi K, Shunsuke M (2018) An analysis of urban environmental Kuznets curve of CO2 emissions: empirical analysis of 276 global metropolitan areas. Appl Energy 228:1561–1568

    Article  Google Scholar 

  • Hilton FGH, Levinson A (1998) Factoring the environmental Kuznets curve: evidence from automotive lead emissions. J Environ Econ Manag 35(2):126–141

    Article  Google Scholar 

  • Kaika D, Zervas E (2013) The environmental Kuznets curve (EKC) theory. Part B: critical issues. Energ Policy 62(9):1403–1411

    Article  Google Scholar 

  • Li H, Zhang Z (2018) Mining the intrinsic trends of CO2 solubility in blended solutions. J CO2 Util 26:496–502

    Article  CAS  Google Scholar 

  • Li H, Dan Yan D, Zhang Z (2019) Prediction of CO2 absorption by physical solvents using a chemoinformatics-based machine learning model. Environ Chem Lett 17(3):1397–1404

    Article  CAS  Google Scholar 

  • Lin B, Omoju OE, Nwakeze NM, Okonkwo JU, Megbowon ET (2016) Is the environmental Kuznets curve hypothesis a sound basis for environmental policy in Africa? J Clean Prod 133:712–724

    Article  Google Scholar 

  • Maddison D (2006) Environmental Kuznets curves: a spatial econometric approach. J Environ Econ Manag 51(2):218–230

    Article  Google Scholar 

  • Müller-Fürstenberger G, Wagner M (2007) Exploring the environmental Kuznets hypothesis. Theoretical and econometric problems. Ecol Econ 62(3):648–660

    Article  Google Scholar 

  • Olale E, Ochuodho TO, Lantz V, El Armali J (2018) The environmental Kuznets curve model for greenhouse gas emissions in Canada. J Clean Prod 184:859–868

    Article  Google Scholar 

  • Özokcu S, Özdemir Ö (2017) Economic growth, energy, and environmental Kuznets curve. Renew Sust Energ Rev 72:639–647

    Article  Google Scholar 

  • Roberts JT, Grimes PE (1997) Carbon intensity and economic development 1962-1991: a brief exploration of the environmental Kuznets curve. World Dev 25(2):191–198

    Article  Google Scholar 

  • Saboori B, Sulaiman J (2013) Environmental degradation, economic growth and energy consumption: evidence of the environmental Kuznets curve in Malaysia. Energ Policy 60:892–905

    Article  Google Scholar 

  • Sinha A, Bhattacharya J (2017) Environmental Kuznets curve estimation for SO2 emission: a case of Indian cities. Ecol Indic 72:881–894

    Article  CAS  Google Scholar 

  • Sinha A, Shahbaz M (2018) Estimation of environmental Kuznets curve for CO2 emission: role of renewable energy generation in India. Renew Energy 119:703–711

    Article  Google Scholar 

  • Suri V, Chapman D (1998) Economic growth, trade and energy: implications for the environmental Kuznets curve. Ecol Econ 25(2):195–208

    Article  Google Scholar 

  • Wang Y, Zhang C, Lu A, Li L, He Y, Tojo J, Zhu X (2017) A disaggregated analysis of the environmental Kuznets curve for industrial CO2 emissions in China. Appl Energy 190:172–180

    Article  Google Scholar 

  • Wang Y, Han R, Kubota J (2016) Is there an environmental Kuznets curve for SO2 emissions? A semi-parametric panel data analysis for China. Renew Sust Energ Rev 54:1182–1188

    Article  CAS  Google Scholar 

  • Wang SX, Fu YB, Zhang ZG (2015) Population growth and the environmental Kuznets curve. China Econ Rev 36:146–165

    Article  CAS  Google Scholar 

  • Windmeijer F (2005) A finite sample correction for the variance of linear efficient two-step GMM estimators. J Econ 126:25–51

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yongpei Wang.

Additional information

Responsible editor: Eyup Dogan

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wang, Y., Komonpipat, S. Revisiting the environmental Kuznets curve of PM2.5 concentration: evidence from prefecture-level and above cities of China. Environ Sci Pollut Res 27, 9336–9348 (2020). https://doi.org/10.1007/s11356-020-07621-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-020-07621-x

Keywords

Navigation