Abstract
In the late stages of its industrialization, China’s economy still largely relies on energy. With increasing pressures to protect the environment and reduce carbon emissions, in 2013, the Chinese government officially issued four policies in succession to control total energy consumption. In this paper, we use the single difference model to estimate the average and dynamic economic impacts of such policies. We also introduce the energy dependence degree and divide all industrial sectors into two categories to estimate heterogeneous and dynamic policy effects based on the difference-in-differences (DID) model. Our empirical study shows that the implementation of energy consumption control policies results in a decrease in economic growth rates. Meanwhile, the negative dynamic economic effects of such policies decrease levels of volatility. Furthermore, such policies have heterogeneous economic effects on levels of energy dependence across sectors and have more significantly negative economic impacts on heavily energy-dependent industries but with hysteresis. Heterogeneous and dynamic economic effects on heavily energy-dependent industries are decreasing. We conclude with recommendations on ways to mitigate the negative effects observed.
Similar content being viewed by others
Data availability
The datasets used, generated, and analyzed during the current study are available in the China industrial economy statistical yearbook and Appendix in this paper.
References
Apergis N, Payne JE (2009) Energy consumption and economic growth: evidence from the Commonwealth of Independent States. Energy Econ 31(5):641–647
Belke A, Dobnik F, Dreger C (2010a) Energy consumption and economic growth: new insights into the cointegration relationship. Energy Econ 33
Belke A, Dobnik F, Dreger C (2010b) Energy consumption and economic growth: new insights into the cointegration relationship. Energy Econ 33
Bhattacharya M, Paramati SR, Ozturk I et al (2016) The effect of renewable energy consumption on economic growth: evidence from top 38 countries. Appl Energy 162(January 15):733–741
Chen SY (2011) Reconstruction of sub-industrial statistical data in China(1980-2008). China Economic Quarterly 10:735–771
Cheng M, Liu B (2019) Analysis on the influence of China’s energy consumption on economic growth. Sustainability 11
Chu HP, Chang T (2012) Nuclear energy consumption, oil consumption and economic growth in G-6 countries: bootstrap panel causality test. Energy Policy 48:762–769
Costantini V, Martini C (2010) The causality between energy consumption and economic growth: a multi-sectoral analysis using non-stationary cointegrated panel data. Energy Econ 32(3):591–603
Cui B, Zhu L (2016) Research on economic growth and carbon emission reduction under energy consumption control target based on endogenous growth theory and GVAR model. Chinese Journal of Management Science 24(01):11–20
Cui BY, Xie Y, Xu YT (2016) The farmers incomes’ effect of land acquisition: based on propensity score matching(PSM) counterfactual estimate. China Population, Resources and Environment 26(2):111–118
Darren K, Burns A, Andrew P et al (2017) Is foreign direct investment good for health in low and middle income countries? An instrumental variable approach. Soc Sci Med 181:74–82
Du Z, Li R, He Q et al (2015) Decomposing the rich dad effect on income inequality using instrumental variable quantile regression. China Econ Rev 31:379–391
Fanhua Z , Lijun W U , Xi C . (2013)Research on China’s economic growth drag in the restriction of carbon emissions and energy consumption ——empirical analysis based on carbon reduction target of 2020. Finance & Trade Economics.
Gómez M, Aitor C, Ainhoa Z (2018) Linear and nonlinear causality between energy consumption and economic growth: the case of Mexico 1965–2014. Energies 11(4):784
Habibov N, Cheung A, Auchynnikava A (2017) Does social trust increase willingness to pay taxes to improve public healthcare? Cross-sectional cross-country instrumental variable analysis. Social ence & Medicine 189:25
Hao Y, Wang L, Zhu L et al (2018) The dynamic relationship between energy consumption, investment and economic growth in China’s rural area: new evidence based on provincial panel data. Energy 154(July 1):374–382
Hotelling H (1931) The economics of exhaustible resources. J Polit Econ 39(2):137–175
Hu HW, Zhang XY, Zhao YL (2012) Medical insurance’s impacts on elders’ health service utilization: based on the counterfactual estimation of the propensity score matching. Chinese Journal of Population Science 2(57):66+111–66+112
Jalil A, Feridun M (2014) Energy-driven economic growth: Energy consumption—economic growth nexus revisited for China. Emerg Mark Financ Trade 50(5):159–168
James H B, Burnside WR, Davidson AD, Delong JR, Dunn WC, Hamilton MJ, Mercado-Silva N, Nekola JC, Okie JG, Woodruff WH, Zuo W (2011) Energetic limits to economic growth. BioScience 61(1):19–26
Jane L (2016) After the Big Bang: Estimating the effects of decentralization on educational outcomes in Indonesia through a difference-in-differences analysis. Int J Educ Dev 49:80–90
Jennifer A, Tyler D (2015) The impact of guaranteed tuition policies on postsecondary tuition levels: a difference-in-difference approach. Econ Educ Rev 47:80–99
Jiang L, Bai L (2017) Revisiting the Granger causality relationship between energy consumption and economic growth in China: a multi-timescale decomposition approach. Sustainability. 9:2299. https://doi.org/10.3390/su9122299
Jin Y (2012) Research on the impact of total energy consumption control on my country’s economy. Ecol Econ 12:45–51
Jing Z, Deng S, Shen F, Yang X, Liu G, Guo H, Li Y, Hong X, Zhang Y, Peng H, Zhang X, Li L, Wang Y (2011) Modeling the relationship between energy consumption and economy development in China. Energy 36(7):4227–4234
Kahouli B (2017) The short and long run causality relationship among economic growth, energy consumption and financial development: evidence from South Mediterranean Countries (SMCs). Energy Econ 68(october):19–30
Komal R, Abbas F (2015) Linking financial development, economic growth and energy consumption in Pakistan. Renew Sust Energ Rev 44(april):211–220
Kourtzidis SA, Tzeremes P, Tzeremes NG (2018) Re-evaluating the energy consumption-economic growth nexus for the United States: an asymmetric threshold cointegration analysis. Energy:S0360544218302007
Kraft J, Kraft A (1978) On the relationship between energy and GNP. J Energy Dev 3:401–403
Li JL (2010) Evaluation on the outcome of the poverty alleviation program: survey on 30 key poverty alleviating and developing counties. Reform 08:125–132
Li F, Dong S, Li X et al (2011) Energy consumption-economic growth relationship and carbon dioxide emissions in China. Energy Policy 39(2):568–574
Li W, Xiao Y, Wang Y (2014) Research on China’s economic development transition under energy saving and emissions reduction constraints. Energy Education Science and Technology Part A: Energy Science and Research 32:2121–2128
Liu B, Huachen S (2015) The threshold effect and realistic impact of the total energy consumption control policy on industrial structure adjustment. China Population·Resources and Environment 25(11):75–81
Liu MH, Xue KK (2014) An empirical study on China’s energy consumption, carbon emissions and economic growth. Adv Mater Res:869–870
Liu CJ, Zhao XM (2017) Does strong porter hypothesis have industrial heterogeneity?—the perspective from segmentation of industrial carbon intensity. China Population, Resources and Environment 27:1–9
Liu SL, Zhou SJ, Hu AG (2016) Compulsory education law and economic return to education in urban China: based on regression discontinuity design. Econ Res J 2:154–167
Lu JY (2008) Does foreign direct investment benefit Chinese indigenous firms? effects and channels. Econ Res J 6:95–106
Murat O, Yunus, et al. (2016) Energy structure of Turkey for sustainable development. Renew Sust Energ Rev
Nick D, Katie G (2015) The effect of blended learning on course persistence and performance of adult learners: a difference-in-differences analysis. Comput Educ 87:83–89
Pilatowska M , Wlodarczyk A , Zawada M . (2015) CO2 emissions, energy consumption and economic growth in the EU countries: evidence from threshold cointegration analysis[C]// 2015 12th International Conference on the European Energy Market (EEM). IEEE.
Qiang W, Zhao M, Li R et al (2018) Decomposition and decoupling analysis of carbon emissions fromeconomic growth: a comparative study of China and the United States. J Clean Prod 197(10):178–184
Rasche RH, Tatom JA (1977) The effects of the new energy regime on economic capacity, production, and prices. Review 59:2–12
Shahbaz M, Loganathan N, Zeshan M et al (2015) Does renewable energy consumption add in economic growth? an application of auto-regressive distributed lag model in Pakistan. Renew Sustain Energy Rev 44(april):576–585
Shahbaz M, Zakaria M, Shahzad SJH et al (2018) The Energy consumption and economic growth nexus in top ten energy-consuming countries: fresh evidence from using the quantile-on-quantile approach. Energy Econ 71:282–301
Solow R M (1977) The Economics of resources or the resources of economics 1974.
Stiglitz JE (1976) Monopoly and the rate of extraction of exhaustible resources. Am Econ Rev 66(4):655–661
Streimikiene D, Kasperowicz R (2016) Review of economic growth and energy consumption: a panel cointegration analysis for EU countries. Renew Sustain Energy Rev 59(Jun.):1545–1549
Sun SM, Chen Q (2017) Measuring the effects of decolectivization on China’s agricultural growth: a panel instrumental approach. China Economic Quarterly 16(02):815–832
Tao W, Guang-Shun H, Jing G et al (2020) Energy consumption and economic growth in China’s marine economic zones-an estimation based on partial linear model. Energy.
The National Bureau of Statistics of China (2019) China Statistical Yearbook. China Statistical Publishing House, Beijing
Wang S, Chen M, Song M (2018) Energy constraints, green technological progress and business profit ratios: evidence from big data of Chinese enterprises. Int J Prod Res:1–12
Xiao LI, Shu-Shan LI (2015) Study on energy restriction affected to “end effect” of economic growth—— based on Shanghai City as case. Coal Economic Research
Yavuz NC (2014) CO2 Emission, energy consumption, and economic growth for Turkey: evidence from a cointegration test with a structural break. Energy sources, 9(1–4):229–235
Ying LI, Kun-Rong S (2010) Energy constraints and China’s economic growth——metrology analysis based on energy “tail effect”. On Economic Problems
Yi-Wen L, Zong-Yi HU (2012) Regional heterogeneity among energy consumption,carbon emissions and economic growth in China. J Quant Econ
Zaman K, Abdullah I, Ali AM (2016) Decomposing the linkages between energy consumption, air pollution, climate change, and natural resource depletion in Pakistan. Environ Prog Sustain Energy 36(2):638–648
Zhang CC, John G, Zhao YH (2014) Policy evaluation of China’s new rural pension program: income, poverty, expenditure, subjective well-being and labor supply. China Economic Quarterly 14:203–229
Zhang L, Long R, Chen H et al (2018) Performance changes analysis of industrial enterprises under energy constraints. Resour Conserv Recycl 136:248–256
Zou H, Yu KZ (2015) Retirement and urban household consumption: based on empirical evidences of regression discontinuity design. Econ Res J 1:124–139
Funding
This research is supported by the Basic Research Expenses for Municipal Universities in Beijing (Grant No. X21009).
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conception and design. Material preparation, data collection, and analysis were performed by Qianqian Zhang and Rui-Ning Liu. The first draft of the manuscript was written by Qianqian Zhang and Rui-Ning Liu and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Nicholas Apergis
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendix
Appendix
Rights and permissions
About this article
Cite this article
Zhang, Q., Liu, RN. Estimating the heterogeneous and dynamic economic impacts of China’s energy consumption control policy. Environ Sci Pollut Res 28, 60537–60549 (2021). https://doi.org/10.1007/s11356-021-14957-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-021-14957-5