Abstract
This empirical study aims to test the validity of the environmental Kuznets curve (EKC) hypothesis for China within the framework of (Narayan and Narayan Energy Policy 38(1):661–666, 2010) approach. To this end, the study employs a recently developed Fourier ARDL procedure and time-varying causality test over the period 1965–2016 to analyze the short- and long-term relationships between economic growth, economic complexity index, energy consumption, and ecological footprint. The findings of the Fourier ARDL procedure confirm the existence of cointegration among the series. Moreover, the results of this study demonstrate that energy consumption and ecological complexity increase ecological footprint in both the short- and long term. However, the short-term elasticity of economic growth is smaller than the long-term elasticity, implying that the EKC hypothesis is not valid for China. This finding is robust as it is confirmed by the time-varying causality test. The overall results illustrate that economic complexity has an increasing impact on ecological footprint, and economic growth is not effective to solve environmental problems in China. Therefore, the Chinese government should encourage a more environmentally friendly production process and cleaner technologies in exports to reduce environmental pollution.





References
Aslan A, Gozbasi O (2016) Environmental Kuznets curve hypothesis for sub-elements of the carbon emissions in China. Nat Hazards 82(2):1327–1340. https://doi.org/10.1007/s11069-016-2246-8
Bilgili F, Ulucak R, Koçak E, İlkay SÇ (2020) Does globalization matter for environmental sustainability? Empirical investigation for Turkey by Markov regime switching models. Environ Sci Pollut Res 27(1):1087–1100. https://doi.org/10.1007/s11356-019-06996-w
Bölük G, Mert M (2014) Fossil & renewable energy consumption, GHGs (greenhouse gases) and economic growth: Evidence from a panel of EU (European Union) countries. Energy 74:439–446. https://doi.org/10.1016/j.energy.2014.07.008
BP (2019) British petroleum statistical review of world energy. https://www.bp.com/content/dam/bp/business-sites/en/global/corporate/xlsx/energy-economics/statistical-review/bp-stats-review-2019-all-data.xlsx Accessed 12 February 2020
Brown SP, McDonough IK (2016) Using the environmental Kuznets curve to evaluate energy policy: some practical considerations. Energy Policy 98:453–458. https://doi.org/10.1016/j.enpol.2016.09.020
Can M, Gozgor G (2017) The impact of economic complexity on carbon emissions: evidence from France. Environ Sci Pollut Res 24(19):16364–16370. https://doi.org/10.1007/s11356-017-9219-7
Chen B, Chen GQ, Yang ZF, Jiang MM (2007) Ecological footprint accounting for energy and resource in China. Energy Policy 35(3):1599–1609. https://doi.org/10.1016/j.enpol.2006.04.019
Chen Y, Wang Z, Zhong Z (2019a) CO2 emissions, economic growth, renewable and non-renewable energy production and foreign trade in China. Renew Energy 131:208–216. https://doi.org/10.1016/j.renene.2018.07.047
Chen Y, Zhao J, Lai Z, Wang Z, Xia H (2019b) Exploring the effects of economic growth, and renewable and non-renewable energy consumption on China’s CO2 emissions: evidence from a regional panel analysis. Renew Energy 140:341–353. https://doi.org/10.1016/j.renene.2019.03.058
Cheng Z, Li L, Liu J (2017) The emissions reduction effect and technical progress effect of environmental regulation policy tools. J Clean Prod 149:191–205. https://doi.org/10.1016/j.jclepro.2017.02.105
Christopoulos DK, Leon-Ledesma MA (2011) International output convergence, breaks, and asymmetric adjustment. Stud Nonlin Dynam Economet 15(3):1558–3708. https://doi.org/10.2202/1558-3708.1823
Danish ZB, Wang B, Wang Z (2017) Role of renewable energy and non-renewable energy consumption on EKC: evidence from Pakistan. J Clean Prod 156:855–864. https://doi.org/10.1016/j.jclepro.2017.03.203
Dogan B, Saboori B, Can M (2019) Does economic complexity matter for environmental degradation? An empirical analysis for different stages of development. Environ Sci Pollut Res 26(31):31900–31912. https://doi.org/10.1007/s11356-019-06333-1
Dong K, Sun R, Hochman G, Zeng X, Li H, Jiang H (2017) Impact of natural gas consumption on CO2 emissions: panel data evidence from China’s provinces. J Clean Prod 162:400–410. https://doi.org/10.1016/j.jclepro.2017.06.100
Dong K, Sun R, Dong X (2018a) CO2 emissions, natural gas and renewables, economic growth: assessing the evidence from China. Sci Total Environ 640:293–302. https://doi.org/10.1016/j.scitotenv.2018.05.322
Dong K, Sun R, Jiang H, Zeng X (2018b) CO2 emissions, economic growth, and the environmental Kuznets curve in China: what roles can nuclear energy and renewable energy play? J Clean Prod 196:51–63. https://doi.org/10.1016/j.jclepro.2018.05.271
Feng C, Wang M, Zhang Y, Liu GC (2018) Decomposition of energy efficiency and energy-saving potential in China: a three-hierarchy meta-frontier approach. J Clean Prod 176:1054–1064. https://doi.org/10.1016/j.jclepro.2017.11.231
Global Footprint Network (2019) National footprint accounts. http://data.footprintnetwork.org/#/countryTrends?cn=351&type=BCpc,EFCpc Accessed 17 February 2020
Gokmenoglu KK, Taspinar N, Kaakeh M (2019) Agriculture-induced environmental Kuznets curve: the case of China. Environ Sci Pollut Res 26:37137–37151. https://doi.org/10.1007/s11356-019-06685-8
Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement. (NBER Working Paper No. 3914). Retrieved from National Bureau of Economic Research website: http://www.nber.org/papers/w3914
Gui S, Zhao L, Zhang Z (2019) Does municipal solid waste generation in China support the Environmental Kuznets Curve? New evidence from spatial linkage analysis. Waste Manag 84:310–319. https://doi.org/10.1016/j.wasman.2018.12.006
Hacker RS, Hatemi JA (2006) Tests for causality between integrated variables using asymptotic and bootstrap distributions: theory and application. Appl Econ 38(13):1489–1500. https://doi.org/10.1080/00036840500405763
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. https://doi.org/10.1016/j.energy.2016.08.075
Hausmann R, Hidalgo CA, Bustos S, Coscia M, Simoes A, Yildirim MA (2014) The atlas of economic complexity: mapping paths to prosperity. MIT Press, Cambridge
He Z, Xu S, Shen W, Long R, Chen H (2017) Impact of urbanization on energy related CO2 emission at different development levels: regional difference in China based on panel estimation. J Clean Prod 140:1719–1730. https://doi.org/10.1016/j.jclepro.2016.08.155
Hidalgo CA, Hausmann R (2009) The building blocks of economic complexity. Proc Natl Acad Sci 106(26):10570–10575. https://doi.org/10.1073/pnas.0900943106
Hubacek K, Guan D, Barrett J, Wiedmann T (2009) Environmental implications of urbanization and lifestyle change in China: ecological and water footprints. J Clean Prod 17(14):1241–1248. https://doi.org/10.1016/j.jclepro.2009.03.011
Jalil A, Mahmud SF (2009) Environment Kuznets curve for CO2 emissions: a cointegration analysis for China. Energy Policy 37(12):5167–5172. https://doi.org/10.1016/j.enpol.2009.07.044
Lapatinas A, Garas, A, Boleti E, Kyriakou A (2019) Economic complexity and environmental performance: evidence from a world sample. MPRA Paper No. 92833.
Lee KK, Vu TV (2019) Economic complexity, human capital and income inequality: a cross-country analysis. Jpn Econ Rev. https://doi.org/10.1007/s42973-019-00026-7
Li T, Wang Y, Zhao D (2016) Environmental Kuznets curve in China: new evidence from dynamic panel analysis. Energy Policy 91:138–147. https://doi.org/10.1016/j.enpol.2016.01.002
Liu H, Kim H, Liang S, Kwon OS (2018) Export diversification and ecological footprint: a comparative study on EKC theory among Korea, Japan, and China. Sustainability 10(10):3657. https://doi.org/10.3390/su10103657
McNown R, Sam CY, Goh SK (2018) Bootstrapping the autoregressive distributed lag test for cointegration. Appl Econ 50(13):1509–1521. https://doi.org/10.1080/00036846.2017.1366643
Munir Q, Lean HH, Smyth R (2020) CO2 emissions, energy consumption and economic growth in the ASEAN-5 countries: a cross-sectional dependence approach. Energy Econ 85:104571. https://doi.org/10.1016/j.eneco.2019.104571
Narayan PK, Narayan S (2010) Carbon dioxide emissions and economic growth: panel data evidence from developing countries. Energy Policy 38(1):661–666. https://doi.org/10.1016/j.enpol.2009.09.005
Neagu O (2019) The link between economic complexity and carbon emissions in the European Union countries: a model based on the environmental Kuznets curve (EKC) approach. Sustainability 11(17):4753. https://doi.org/10.3390/su11174753
Neagu O, Teodoru MC (2019) The relationship between economic complexity, energy consumption structure and greenhouse gas emission: heterogeneous panel evidence from the EU countries. Sustainability 11(2):497. https://doi.org/10.3390/su11020497
OEC (2020) Economic complexity rankings. https://oec.world/en/rankings/country/neci/ Accessed 17 February 2020
Panayotou T (1993) Empirical tests and policy analysis of environmental degradation at different stages of economic development. Working Paper, Technology and Employment Programme, International Labour Office, Geneva, WP238.
Pao HT, Fu HC, Tseng CL (2012) Forecasting of CO2 emissions, energy consumption and economic growth in China using an improved grey model. Energy 40(1):400–409. https://doi.org/10.1016/j.energy.2012.01.037
Pata UK (2018a) The effect of urbanization and industrialization on carbon emissions in Turkey: evidence from ARDL bounds testing procedure. Environ Sci Pollut Res 25(8):7740–7747. https://doi.org/10.1007/s11356-017-1088-6
Pata UK (2018b) The influence of coal and noncarbohydrate energy consumption on CO2 emissions: revisiting the environmental Kuznets curve hypothesis for Turkey. Energy 160:1115–1123. https://doi.org/10.1016/j.energy.2018.07.095
Pata UK (2019) Environmental Kuznets curve and trade openness in Turkey: bootstrap ARDL approach with a structural break. Environ Sci Pollut Res 26(20):20264–20276. https://doi.org/10.1007/s11356-019-05266-z
Pesaran MH, Shin Y, Smith RJ (2001) Bounds testing approaches to the analysis of level relationships. J Appl Econ 16(3):289–326. https://doi.org/10.1002/jae.616
Riti JS, Song D, Shu Y, Kamah M (2017) Decoupling CO2 emission and economic growth in China: Is there consistency in estimation results in analyzing environmental Kuznets curve? J Clean Prod 166:1448–1461. https://doi.org/10.1016/j.jclepro.2017.08.117
Saboori B, Sulaiman J (2013) Environmental degradation, economic growth and energy consumption: Evidence of the environmental Kuznets curve in Malaysia. Energy Policy 60:892–905. https://doi.org/10.1016/j.enpol.2013.05.099
Shen J (2006) A simultaneous estimation of environmental Kuznets curve: evidence from China. China Econ Rev 17(4):383–394. https://doi.org/10.1016/j.chieco.2006.03.002
Stern DI (2017) The environmental Kuznets curve after 25 years. J Bioecon 19(1):7–28. https://doi.org/10.1007/s10818-017-9243-1
Swart J, Brinkmann L (2020) Economic complexity and the environment: evidence from Brazil. In: Universities and sustainable communities: meeting the goals of the agenda 2030. Springer, Cham, pp 3–45. https://doi.org/10.1007/978-3-030-30306-8_1
Usman O, Iorember PT, Olanipekun IO (2019) Revisiting the environmental Kuznets curve (EKC) hypothesis in India: the effects of energy consumption and democracy. Environ Sci Pollut Res 26(13):13390–13400
Wackernagel M, Rees W (1996) Our ecological footprint: reducing human impact on the earth. New Society Publishers, The New Catalyst Bioregional Series
Wang SS, Zhou DQ, Zhou P, Wang QW (2011) CO2 emissions, energy consumption and economic growth in China: a panel data analysis. Energy Policy 39(9):4870–4875. https://doi.org/10.1016/j.enpol.2011.06.032
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. https://doi.org/10.1016/j.rser.2015.10.143
Wang Z, Yang L, Yin J, Zhang B (2018) Assessment and prediction of environmental sustainability in China based on a modified ecological footprint model. Resour Conserv Recycl 132:301–313. https://doi.org/10.1016/j.resconrec.2017.05.003
Wendling ZA, Emerson JW, Esty DC, Levy MA, de Sherbinin A (2018) 2018 environmental performance index. Yale Center for Environmental Law & Policy, New Haven
World Bank (2020) World development indicators online database. https://databank.worldbank.org/source/world-development-indicators. Accessed 17 February 2020
Xu T (2018) Investigating environmental Kuznets curve in China–aggregation bias and policy implications. Energy Policy 114:315–322. https://doi.org/10.1016/j.enpol.2017.12.027
Yang H, He J, Chen S (2015) The fragility of the Environmental Kuznets Curve: revisiting the hypothesis with Chinese data via an “Extreme Bound Analysis”. Ecol Econ 109:41–58. https://doi.org/10.1016/j.ecolecon.2014.10.023
Yilanci V, Ozgur O (2019) Testing the environmental Kuznets curve for G7 countries: evidence from a bootstrap panel causality test in rolling windows. Environ Sci Pollut Res 26(24):24795–24805. https://doi.org/10.1007/s11356-019-05745-3
Yilanci V, Pata UK (2020) Convergence of per capita ecological footprint among the ASEAN-5 countries: evidence from a non-linear panel unit root test. Ecol Indic 113:106178. https://doi.org/10.1016/j.ecolind.2020.106178
Yilanci V, Bozoklu S, Gorus MS (2020) Are BRICS countries pollution havens? Evidence from a Bootstrap ARDL Bounds testing approach with a Fourier function. Sustain Cities Soc 55:102035. https://doi.org/10.1016/j.scs.2020.102035
Yin J, Zheng M, Chen J (2015) The effects of environmental regulation and technical progress on CO2 Kuznets curve: an evidence from China. Energy Policy 77:97–108. https://doi.org/10.1016/j.enpol.2014.11.008
Zhang Y, Zhang S (2018) The impacts of GDP, trade structure, exchange rate and FDI inflows on China’s carbon emissions. Energy Policy 120:347–353. https://doi.org/10.1016/j.enpol.2018.05.056
Zhao J, Jiang Q, Dong X, Dong K (2020) Would environmental regulation improve the greenhouse gas benefits of natural gas use? A Chinese case study. Energy Econ 87:104712. https://doi.org/10.1016/j.eneco.2020.104712
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Yilanci, V., Pata, U.K. Investigating the EKC hypothesis for China: the role of economic complexity on ecological footprint. Environ Sci Pollut Res 27, 32683–32694 (2020). https://doi.org/10.1007/s11356-020-09434-4
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DOI: https://doi.org/10.1007/s11356-020-09434-4