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Empirics on linkages among industrialization, urbanization, energy consumption, CO2 emissions and economic growth: a heterogeneous panel study of China

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Abstract

This is the first attempt to explore linkages among industrialization, urbanization, energy consumption, CO2 emissions, and economic growth based on estimations in simultaneous equations framework. An economic growth model is extended to incorporate industrialization as shift factor and pollutant emissions as determinant of total factor productivity. A country panel of 30 Chinese provinces/cities and three regional panels, for periods 2000–2016, are estimated employing Augmented Mean Group (AMG) estimator as well as Common Correlated Effects Mean Group (CCEMG) estimator that are robust to both cross-sectional dependence and cointegration. The empirical findings are as follows: (i) the impact of urbanization on economic growth varied from negative to neutral to positive for western-, intermediate-, and eastern-economic zone, respectively, and is known as “urbanization ladder effect,” (ii) moving from western to eastern economic zone, as regions develop, industry expansion has more powerful impact on economic growth, and thus, we define it as “industry expansion effect,” (iii) industrialization promotes rapid urbanization in less developed and less employment saturated regions; hence, we name it as “employment saturation effect,” (iv) economic growth in more developed regions pulled the CO2 emissions downward, while pushed it upward in case of less developed regions; therefore, we call it “growth pull/push effect,” and (v) in bidirectional causality between energy consumption and economic growth, the “feedback effect” of economic growth remained dominant for all four panels. Based on empirical findings, policies are suggested for Chinese economy. Further, these policies have potential to extract implications for the rest of the world.

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Notes

  1. Mtsce denotes million tons of standard coal equivalent.

  2. Mt. denotes million tons.

References

  • Azam M, Khan AQ, Abdullah HB, Qureshi ME (2016) The impact of CO2 emissions on economic growth: evidence from selected higher CO2 emissions economies. Environ Sci Pollut Res 23:6376–6389

    Article  CAS  Google Scholar 

  • Bakirtas T, Akpolat AG (2018) The relationship between energy consumption, urbanization, and economic growth in new emerging-market countries. Energy 147:110–121

    Article  Google Scholar 

  • Bulut U (2017) The impact of non-renewable and renewable energy on CO2 emissions in Turkey. Environ Sci Pollut Res 24:15416–15426

    Article  CAS  Google Scholar 

  • Cetin APM, Ecevit APE (2015) Urbanization, energy consumption and CO2 emissions in sub-Saharan countries: a panel Cointegration and causality analysis. Journal of Economics and Development Studies 3(2):66–77

    Article  Google Scholar 

  • Chen JN (2016) Report of the State Council on the Environmental Situation and the Completion Environmental Protection Objectives of the Year 2015. Accessed 02 Dec 2017. http://www.npc.gov.cn/npc/xinwen/2016-04/25/content 1987688.htm

  • Chen M, Zhang H, Liu W, Zhang W (2014) The global pattern of urbanization and economic growth: evidence from the last three decades. PLoS One 9(8):e103799

    Article  CAS  Google Scholar 

  • Cherniwchan J (2012) Economic growth, industrialization, and the environment. Resour Energy Econ 34:442–467

    Article  Google Scholar 

  • Destek MA, Balli E, Manga M (2016) The relationship between CO2 emission, energy consumption, urbanization and trade openness for selected CEECs. Research in World Economy 7(1). https://doi.org/10.5430/rwe.v7n1p52

  • Eberhardt M, Teal F (2010) Productivity Analysis in Global Manufacturing Production. Eco-nomics Series Working Papers 515, University of Oxford Department of Economics

  • Ewing R, Rong F (2008) The impact of urban form on U.S. residential energy use. Hous Policy Debate 19(1):1–30

    Article  Google Scholar 

  • Fan Y, Xia Y (2011) Exploring energy consumption and demand in China. Energy 40:23–30

    Article  Google Scholar 

  • Frick SA, Rodríguez-Pose A (2018) Change in urban concentration and economic growth. World Dev 105:156–170

    Article  Google Scholar 

  • Gul S, Zou X, Hassan CH, Azam M, Zaman K (2015) Causal nexus between energy consumption and carbon dioxide emissions for Malaysia using maximum entropy bootstrap approach. Environ Sci Pollut Res 22:19773–19785

    Article  CAS  Google Scholar 

  • Gungor H, Simon AU (2017) Energy consumption, finance and growth: the role of urbanization and industrialization in South Africa. Int J Energy Econ Policy 7(3):268–276

    Google Scholar 

  • Hanif I (2018) Impact of economic growth, renewable and non-renewable energy consumption and urbanization on carbon emissions in Sub-Saharan Africa. Environ Sci Pollut Res 25:15057–15067

    Article  CAS  Google Scholar 

  • IPCC. Intergovernmental Panel on Climate Change (2014) https://www.ipcc-nggip.iges.or.jp/public/kpsg/index.html

  • Jones DW (1991) How urbanization affects energy use in developing countries. Energy Policy 19(7):621–630

    Article  Google Scholar 

  • Lee C, Chang C, Chen P (2008) Energy-income causality in OECD countries revisited: the key role of capital stock. Energy Econ 30:2359–2373

    Article  Google Scholar 

  • Liddle B (2013) The energy, economic growth, urbanization nexus across development: evidence from heterogeneous panel estimates robust to cross-sectional dependence. Energy J 34(2):223–244

    Article  Google Scholar 

  • Liddle B (2014) Impact of population, age structure, and urbanization on carbon emissions/energy consumption: evidence from macro-level, cross-country analyses. Popul Environ 35(3):286–304

    Article  Google Scholar 

  • Liu SW, Zhang PY, Jiang XL (2013) Measuring sustainable urbanization in China: a case study of the coastal Liaoning area. Sustain Sci 8:585–594

    Article  Google Scholar 

  • Mishra V, Smyth R, Sharma S (2009) The energy-GDP nexus: evidence from a panel of Pacific Island countries. Resour Energy Econ 31(3):210–220

    Article  Google Scholar 

  • Narayan P, Smyth R (2008) Energy consumption and real GDP in G7 countries: new evidence from panel cointegration with structural breaks. Energy Econ 30:2331–2341

    Article  Google Scholar 

  • Nasreen S, Saidi S, Ozturk I (2018) Assessing links between energy consumption, freight transport and economic growth: evidence from dynamic simultaneous equations models. Environ Sci Pollut Res 25:16825–16841. https://doi.org/10.1007/s11356-018-1760-5

    Article  Google Scholar 

  • National Bureau of Statistics (2016) China energy statistical yearbook 2016. China Statistics Press, Beijing

    Google Scholar 

  • National Bureau of Statistics (2017) China energy statistical yearbook 2017. China Statistics Press, Beijing

    Google Scholar 

  • Pao H-T, Yu H-C (2011) Modeling the CO2 emissions, energy use, and economic growth in Russia. Energy 36(8):5094–5100

    Article  Google Scholar 

  • Parikh J, Shukla V (1995) Urbanization, energy use and greenhouse effects in economic development: results from a cross-national study of developing countries. Glob Environ Chang 5:87–103

    Article  Google Scholar 

  • Pesaran M (2004) General Diagnostic Tests for Cross Section Dependence in Panels. IZA Discussion Paper No. 1240

  • Pesaran MH (2006) Estimation and inference in large heterogenous panels with multifactor error structure. Econometrica 74:967–1012

    Article  Google Scholar 

  • Pesaran M (2007) A simple panel unit root test in the presence of cross-section dependence. J Appl Econ 22:265–312

    Article  Google Scholar 

  • Raggad B (2018) Carbon dioxide emissions, economic growth, energy use and urbanization in Saudi Arabia: evidence from ARDL approach and impulse saturation break test. Environ Sci Pollut Res 25:14882–14898

    Article  CAS  Google Scholar 

  • Rusiawan W, Tjiptoherijanto P, Suganda L, Darmajanti L (2015) Assessment of green total factor productivity impact on sustainable Indonesia productivity growth. Procedia Environ Sci 28:493–501

    Article  Google Scholar 

  • Sadorsky P (2013) Do urbanization and industrialization affect energy intensity in developing countries? Energy Econ 37:52–59

    Article  Google Scholar 

  • Shahbaz M, Sbia R, Hamdi H, Ozturk I (2014) Economic growth, electricity consumption, urbanization and environmental degradation relationship in United Arab Emirates. Ecol Indic 45:622–631

    Article  CAS  Google Scholar 

  • Tzeremes P (2018) Time-varying causality between energy consumption, CO2 emissions and economic growth: evidence from US states. Environ Sci Pollut Res 25:6044–6060

    Article  CAS  Google Scholar 

  • Wang Q (2014) Effects of urbanisation on energy consumption in China. Energy Policy 65:332–339

    Article  Google Scholar 

  • Wang Y, Li L, Kubota J, Han R, Zhu X, Lu G (2016) Does urbanization lead to more carbon emission? Evidence from a panel of BRICS countries. Appl Energy 168:375–380

    Article  Google Scholar 

  • Wang T, Riti JS, Shu Y (2018) Decoupling emissions of greenhouse gas, urbanization, energy and income: analysis from the economy of China. Environ Sci Pollut Res 25:19845–19858. https://doi.org/10.1007/s11356-018-2088-x

    Article  CAS  Google Scholar 

  • World Development Indicators (2017) World Bank database. https://data.worldbank.org/indicator/ny.gdp.mktp.kd.zg

  • Zhou N, Fridley D, Khanna NZ, Ke J, McNeil M, Levine M (2013) China’s energy and emissions outlook to 2050: perspectives from bottom-up energy end-use model. Energy Policy 53:51–62

    Article  Google Scholar 

  • Zhou Y, Liu Y, Wu W, Li Y (2015) Effects of rural–urban development transformation on energy consumption and CO2 emissions: a regional analysis in China. Renew Sust Energ Rev 52:863–875

    Article  CAS  Google Scholar 

Download references

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The paper is supported by “The Fundamental Research Funds for the Central Universities (2018ZD14).”

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Correspondence to Munir Ahmad.

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Responsible editor: Nicholas Apergis

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Ahmad, M., Zhao, ZY. Empirics on linkages among industrialization, urbanization, energy consumption, CO2 emissions and economic growth: a heterogeneous panel study of China. Environ Sci Pollut Res 25, 30617–30632 (2018). https://doi.org/10.1007/s11356-018-3054-3

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  • DOI: https://doi.org/10.1007/s11356-018-3054-3

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