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Agriculture-induced environmental Kuznets curve: the case of China

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Abstract

This study investigates the long-run equilibrium relationship among carbon dioxide (CO2) emissions, real income, energy consumption, and agriculture, thus testing the existence of the agriculture-induced environmental Kuznets curve (EKC) hypothesis in the case of China for the period of 1971–2014. The level relationship among the variables in the conducted model is confirmed by the bounds test approach under the autoregressive distributed lag (ARDL) mechanism. Error correction model under the ARDL mechanism suggests that short-run values of CO2 emissions converge to its long-run equilibrium level by 73.8% speed of adjustment every year by the contribution of energy consumption, real income, and agriculture. ARDL estimation results suggest that real income and energy consumption have a positive, elastic impact; agricultural development has positive, inelastic impact on CO2 emissions where squared real income has a negative and inelastic impact on air pollution. Conditional Granger causality test results reveal that there are unidirectional causalities running from real income, squared real income, energy consumption, and agricultural development in long run as well as in the short run.

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References

  • Al-Mulali U, Solarin SA, Ozturk I (2016) Investigating the presence of the environmental Kuznets curve (EKC) hypothesis in Kenya: an autoregressive distributed lag (ARDL) approach. Nat Hazards 80(3):1729–1747

    Google Scholar 

  • Amri F (2018) Carbon dioxide emissions, total factor productivity, ICT, trade, financial development, and energy consumption: testing environmental Kuznets curve hypothesis for Tunisia. Environ Sci Pollut Res:1–11

  • Apergis N, Payne JE (2009) CO2 emissions, energy usage, and output in Central America. Energy Policy 37(8):3282–3286

    Google Scholar 

  • Asumadu-Sarkodie S, Owusu PA (2017) The causal nexus between carbon dioxide emissions and agricultural ecosystem -an econometric approach. Environ Sci Pollut Res 24(2):1608–1618

    CAS  Google Scholar 

  • Baek J, Pride D (2014) On the income–nuclear energy–CO2 emissions nexus revisited. Energy Econ 43:6–10

    Google Scholar 

  • Balaguer J, Cantavella M (2016) Estimating the environmental Kuznets curve for Spain by considering fuel oil prices (1874–2011). Ecol Indic 60:853–859

    Google Scholar 

  • Ben Jebli M, Ben Youssef S (2017a) Renewable energy consumption and agriculture: evidence for cointegration and Granger causality for Tunisian economy. Int J Sustain Dev World Ecol 24(2):149–158

    Google Scholar 

  • Ben Jebli M, Ben Youssef S (2017b) The role of renewable energy and agriculture in reducing CO2 emissions: evidence for North Africa countries. Ecol Indic 74:295–301

    Google Scholar 

  • Ben Jebli M, Ben Youssef S (2017c) Renewable energy, arable land, agriculture, CO2 emissions, and economic growth in Morocco (No. 76798). University Library of Munich, Munich

    Google Scholar 

  • Ben Jebli M, Ben Youssef S (2019) Combustible renewables and waste consumption, agriculture, CO2 emissions, and economic growth in Brazil. Carbon Manag 10(3):309–321

    CAS  Google Scholar 

  • Bhatia A, Jain N, Pathak H (2013) Methane and nitrous oxide emissions from Indian rice paddies, agricultural soils and crop residue burning. Greenh Gases Sci Technol 3(3):196–211

    CAS  Google Scholar 

  • BP statistical review of world energy, Retrieved November 07, 2018, from https://www.bp.com

  • BP (2014). BP statistical review of world energy. http://large.stanford.edu/courses/2014/ph240/milic1/docs/bpreview.pdf

  • Brown RL, Durbin J, Evans JM (1975) Techniques for testing the constancy of regression relationships over time. J R Stat Soc Ser B Methodol:149–192

    Google Scholar 

  • Chakravarty D, Mandal SK (2016) Estimating the relationship between economic growth and environmental quality for the BRICS economies-a dynamic panel data approach. J Dev Areas 50(5):119–130

    Google Scholar 

  • Coderoni S, Esposti R (2011) Long-term agricultural GHG emissions and economic growth: the agricultural environmental Kuznets Curve across Italian regions. In 2011 International Congress, August 30-September 2, 2011, Zurich, Switzerland (No. 114426). European Association of Agricultural Economists.

  • Cole CV, Duxbury J, Freney J, Heinemeyer O, Minami K, Mosier A et al (1997) Global estimates of potential mitigation of greenhouse gas emissions by agriculture. Nutr Cycl Agroecosyst 49(1-3):221–228

    CAS  Google Scholar 

  • De Vita G, Katircioglu S, Altinay L, Fethi S, Mercan M (2015) Revisiting the environmental Kuznets curve hypothesis in a tourism development context. Environ Sci Pollut Res 22(21):16652–16663

    Google Scholar 

  • Dijkgraaf E, Vollebergh HR (2005) A test for parameter homogeneity in CO2 panel EKC estimations. Environ Resour Econ 32(2):229–239

    Google Scholar 

  • Dogan E, Turkekul B (2016) CO2 emissions, real output, energy consumption, trade, urbanization, and financial development: testing the EKC hypothesis for the USA. Environ Sci Pollut Res 23(2):1203–1213

    Google Scholar 

  • Dong B, Wang F, Guo Y (2016) The global EKCs. Int Rev Econ Financ 43:210–221

    Google Scholar 

  • Dong K, Sun R, Li H, Liao H (2018) Does natural gas consumption mitigate CO2 emissions: testing the environmental Kuznets curve hypothesis for 14 Asia-Pacific countries. Renew Sust Energ Rev 94:419–429

    Google Scholar 

  • Duong T, Hultberg PT (2018) Trade openness, economic growth, and environmental degradation in Asian developing countries. J Appl Bus Econ 20(5):1–10

    Google Scholar 

  • Garnier J, Le Noë J, Marescaux A, Sanz-Cobena A, Lassaletta L, Silvestre M et al (2019) Long-term changes in greenhouse gas emissions from French agriculture and livestock (1852–2014): From traditional agriculture to conventional intensive systems. Sci Total Environ 660:1486–1501

    CAS  Google Scholar 

  • Gill AR, Viswanathan KK, Hassan S (2017) Is environmental Kuznets curve (EKC) still relevant? Int J Energy Econ Policy 7(1):156–165

    Google Scholar 

  • Gokmenoglu KK, Taspinar N (2018) Testing the agriculture-induced EKC hypothesis: the case of Pakistan. Environ Sci Pollut Res 25(23):1–13

    Google Scholar 

  • Grossman GM (1995) Pollution and growth: what do we know? Econ Sustain Dev 19:19–46

    Google Scholar 

  • Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement (No. w3914). National Bureau of Economic Research, Cambridge

    Google Scholar 

  • Han M, Zhang B, Zhang Y, Guan C (2019) Agricultural CH4 and N2O emissions of major economies: consumption-vs. production-based perspectives. J Clean Prod 210:276–286

    CAS  Google Scholar 

  • Haseeb A, Xia E, Baloch MA, Abbas K (2018) Financial development, globalization, and CO2 emission in the presence of EKC: Evidence from BRICS countries. Environ Sci Pollut Res 25(31):1–14

    Google Scholar 

  • He Z, Shi X, Wang X, Xu Y (2017) Urbanisation and the geographic concentration of industrial SO2 emissions in China. Urban Stud 54(15):3579–3596

    Google Scholar 

  • Hervieux MS, Darné O (2016) Production and consumption-based approaches for the environmental Kuznets curve using ecological footprint. J Environ Econ Policy 5(3):318–334

    Google Scholar 

  • Hettige H, Mani M, Wheeler D (2000) Industrial pollution in economic development: the environmental Kuznets curve revisited. J Dev Econ 62(2):445–476

    Google Scholar 

  • Horry HR, Jalaee SA, Jafari S (2013) Examining the impact of financial development and energy consumption on the environmental degradation in Iran in the framework of the environmental Kuznets curve hypothesis (EKC). Iran Energy Econ 2(6):27–48

    Google Scholar 

  • Im KS, Pesaran MH, & Shin Y (2003). Testing for unit roots in heterogeneous panels. Journal of Econometrics, 115(1), 53-74.

  • Intergovernmental Panel on Climate Change [IPCC] (2013). Climate Change 2013 The Physical Science Basis. https://www.ipcc.ch/site/assets/uploads/2018/03/WG1AR5_SummaryVolume_FINAL.pdf

  • International Energy Agency (2016). CO2 Emissions Statistics. https://www.iea.org/statistics/co2emissions/

  • International Monetary Funds, Retrieved November 07, 2018, from https://www.imf.org

  • Jaforullah M, King A (2017) The econometric consequences of an energy consumption variable in a model of CO2 emissions. Energy Econ 63:84–91

    Google Scholar 

  • Jalil A, Feridun M (2011) The impact of growth, energy and financial development on the environment in China: a cointegration analysis. Energy Econ 33(2):284–291

    Google Scholar 

  • Janzen HH (2004) Carbon cycling in earth systems—a soil science perspective. Agric Ecosyst Environ 104(3):399–417

    CAS  Google Scholar 

  • Jebli MB, Youssef SB (2015) The environmental Kuznets curve, economic growth, renewable and non-renewable energy, and trade in Tunisia. Renew Sust Energ Rev 47:173–185

    Google Scholar 

  • Jebli MB, Youssef SB, Ozturk I (2016) Testing environmental Kuznets curve hypothesis: the role of renewable and non-renewable energy consumption and trade in OECD countries. Ecol Indic 60:824–831

    Google Scholar 

  • Katircioğlu ST (2014) Testing the tourism-induced EKC hypothesis: the case of Singapore. Econ Model 41:383–391

    Google Scholar 

  • Katircioğlu ST, Taşpinar N (2017) Testing the moderating role of financial development in an environmental Kuznets curve: empirical evidence from Turkey. Renew Sust Energ Rev 68:572–586

    Google Scholar 

  • Khan MTI, Ali Q, Ashfaq M (2018) The nexus between greenhouse gas emission, electricity production, renewable energy, and agriculture in Pakistan. Renew Energy 118:437–451

    Google Scholar 

  • Kuznets S (1955) Economic growth and income inequality. Am Econ Rev 45(1):1–28

    Google Scholar 

  • Kwiatkowski, D., Phillips, P. C., Schmidt, P., & Shin, Y. (1992). Testing the null hypothesis of stationarity against the alternative of a unit root: How sure are we that economic time series have a unit root?. Journal of Econometrics, 54(1-3), 159-178.

  • Levin, A., Lin, C. F., & Chu, C. S. J. (2002). Unit root tests in panel data: Asymptotic and finite-sample properties. Journal of Econometrics, 108(1), 1-24.

  • Li Y, Barton L, Chen D (2012) Simulating response of N2O emissions to fertiliser N application and climatic variability from a rain-fed and wheat-cropped soil in Western Australia. J Sci Food Agric 92(5):1130–1143

    CAS  Google Scholar 

  • Li K, An X, Park KH, Khraisheh M, Tang J (2014) A critical review of CO2 photoconversion: catalysts and reactors. Catal Today 224:3–12

    CAS  Google Scholar 

  • Li T, Wang Y, Zhao D (2016) Environmental Kuznets curve in China: new evidence from dynamic panel analysis. Energy Policy 91:138–147

    Google Scholar 

  • Lin B, Xu B (2018) Factors affecting CO2 emissions in China's agriculture sector: A quantile regression. Renew Sust Energ Rev 94:15–27

    Google Scholar 

  • Liu X, Zhang S, Bae J (2017a) The impact of renewable energy and agriculture on carbon dioxide emissions: investigating the environmental Kuznets curve in four selected ASEAN countries. J Clean Prod 164:1239–1247

    Google Scholar 

  • Liu X, Zhang S, Bae J (2017b) The nexus of renewable energy-agriculture-environment in BRICS. Appl Energy 204:489–496

    Google Scholar 

  • Managi S (2006) Are there increasing returns to pollution abatement? Empirical analytics of the Environmental Kuznets Curve in pesticides. Ecol Econ 58(3):617–636

    Google Scholar 

  • Mazzanti M, Montini A, Zoboli R (2008) Environmental Kuznets curves for air pollutant emissions in Italy: evidence from environmental accounts (NAMEA) panel data. Econ Syst Res 20(3):277–301

    Google Scholar 

  • Miah MD, Masum MFH, Koike M (2010) Global observation of EKC hypothesis for CO2, SOx and NOx emission: a policy understanding for climate change mitigation in Bangladesh. Energy Policy 38(8):4643–4651

    CAS  Google Scholar 

  • Moghadam HE, Dehbashi V (2018) The impact of financial development and trade on environmental quality in Iran. Empir Econ 54(4):1777–1799

    Google Scholar 

  • Mohamad RS, Verrastro V, Al Bitar L, Roma R, Moretti M, Al Chami Z (2016) Effect of different agricultural practices on carbon emission and carbon stock in organic and conventional olive systems. Soil Res 54(2):173–181

    Google Scholar 

  • Munir K, Ameer A (2018) Effect of economic growth, trade openness, urbanization, and technology on environment of Asian emerging economies. Manag Environ Qual 29(6):1123–1134

    Google Scholar 

  • Narayan PK (2005) The saving and investment nexus for China: evidence from cointegration tests. Appl Econ 37(17):1979–1990

    Google Scholar 

  • Narayan PK, Smyth R (2004) Crime rates, male youth unemployment and real income in Australia: evidence from Granger causality tests. Appl Econ 36(18):2079–2095

    Google Scholar 

  • National bureau of statistics of China, Retrieved November 07, 2018, from http://www.stats.gov.cn

  • National Development and Reform Commission [NDRC] (2007). China's Energy Conditions and Policies. http://en.ndrc.gov.cn/policyrelease/200712/P020071227502260511798.pdf

  • Ozatac N, Gokmenoglu KK, Taspinar N (2017) Testing the EKC hypothesis by considering trade openness, urbanization, and financial development: the case of Turkey. Environ Sci Pollut Res 24(20):16690–16701

    Google Scholar 

  • Ozturk I, Al-Mulali U (2015) Investigating the validity of the environmental Kuznets curve hypothesis in Cambodia. Ecol Indic 57:324–330

    CAS  Google Scholar 

  • Peng SJ, Bao Q (2006) Economic growth and environmental pollution: an empirical test for the environmental Kuznets curve hypothesis in China [J]. Res Financ Econ Issues 8(273):3–17

    Google Scholar 

  • Perron P (1990) Testing for a unit root in a time series with a changing mean. J Bus Econ Stat 8(2):153–162

    Google Scholar 

  • Pesaran MH, Pesaran B (1997) Working with Microfit 4.0: interactive econometric analysis;[Windows version]. Oxford University Press, Oxford

    Google Scholar 

  • Pesaran MH, Shin Y, Smith RJ (2001) Bounds testing approaches to the analysis of level relationships. J Appl Econ 16(3):289–326

    Google Scholar 

  • Phillips, P. C., & Perron, P. (1988). Testing for a unit root in time series regression. Biometrika, 75(2), 335-346.

  • Plassmann F, Khanna N (2006) Household income and pollution: implications for the debate about the environmental Kuznets curve hypothesis. J Environ Dev 15(1):22–41

    Google Scholar 

  • Qiao H, Zheng F, Jiang H, Dong K (2019) The greenhouse effect of the agriculture-economic growth-renewable energy nexus: evidence from G20 countries. Sci Total Environ 671:722–731

    CAS  Google Scholar 

  • Raeeni AAG, Hosseini S, Moghaddasi R (2019) How energy consumption is related to agricultural growth and export: an econometric analysis on Iranian data. Energy Rep 5:50–53

    Google Scholar 

  • Raggad B (2018) Statistical assessment of changes in extreme maximum temperatures over Saudi Arabia, 1985–2014. Theor Appl Climatol 132(3-4):1217–1235

    Google Scholar 

  • Regina K, Heikkinen J, Maljanen M (2019) Greenhouse gas fluxes of agricultural soils in Finland. In: Greenhouse Gas Emissions. Springer, Singapore, pp 7–22

    Google Scholar 

  • Rehman MU, Rashid M (2017) Energy consumption to environmental degradation, the growth appetite in SAARC nations. Renew Energy 111:284–294

    Google Scholar 

  • Sapkota P, Bastola U (2017) Foreign direct investment, income, and environmental pollution in developing countries: panel data analysis of Latin America. Energy Econ 64:206–212

    Google Scholar 

  • Saravia-Matus SL, Hörmann PA, Berdegué JA (2019) Environmental efficiency in the agricultural sector of Latin America and the Caribbean 1990–2015: are greenhouse gas emissions reducing while agricultural production is increasing? Ecol Indic 102:338–348

    Google Scholar 

  • Shafik N, Bandyopadhyay S (1992) Economic growth and environmental quality: Time-series and cross-country evidence, vol 904. World Bank Publications

  • Shahbaz M, Sinha A (2018) Environmental Kuznets Curve for CO2 Emission: A Literature Survey (No. 86281). University Library of Munich, Munich

    Google Scholar 

  • Shahbaz M, Shahzad SJH, Mahalik MK (2018a) Is globalization detrimental to CO2 emissions in Japan? New Threshold Analysis. Environ Model Assess 23(5):557–568

    Google Scholar 

  • Shahbaz M, Shahzad SJH, Mahalik MK, Hammoudeh S (2018b) Does globalisation worsen environmental quality in developed economies? Environ Model Assess 23(2):141–156

    Google Scholar 

  • Sinha A, Bhatt MY (2017) Environmental Kuznets Curve for CO2and NOx emissions: a case study of India. Eur J Sustain Dev 6(1):267–276

    Google Scholar 

  • Sinha A, Sen S (2016) Atmospheric consequences of trade and human development: a case of BRIC countries. Atmos Pollut Res 7(6):980–989

    Google Scholar 

  • Smith P (2004) Carbon sequestration in croplands: the potential in Europe and the global context. Eur J Agron 20(3):229–236

    CAS  Google Scholar 

  • Tabar IB, Keyhani A, Rafiee S (2010) Energy balance in Iran’s agronomy (1990–2006). Renew Sust Energ Rev 14(2):849–855

    Google Scholar 

  • Tang CF, Tan BW (2015) The impact of energy consumption, income and foreign direct investment on carbon dioxide emissions in Vietnam. Energy 79:447–454

    Google Scholar 

  • Tapio P (2005) Towards a theory of decoupling: degrees of decoupling in the EU and the case of road traffic in Finland between 1970 and 2001. Transport Policy 12 (2):137-151

    Google Scholar 

  • The World Bank (2017). World Development Indicators. https://wdi.worldbank.org

  • Tubiello FN, Salvatore M, Ferrara AF, House J, Federici S, Rossi S et al (2015) The contribution of agriculture, forestry and other land use activities to global warming, 1990–2012. Glob Chang Biol 21(7):2655–2660

    Google Scholar 

  • Tutulmaz O (2015) Environmental Kuznets curve time series application for Turkey: why controversial results exist for similar models? Renew Sust Energ Rev 50:73–81

    CAS  Google Scholar 

  • Wagner M (2008) The carbon Kuznets curve: a cloudy picture emitted by bad econometrics? Resour Energy Econ 30(3):388–408

    Google Scholar 

  • Waheed R, Chang D, Sarwar S, Chen W (2018) Forest, agriculture, renewable energy, and CO2 emission. J Clean Prod 172:4231–4238

    Google Scholar 

  • Wang S, Yang F, Wang XE, Song J (2017) A microeconomics explanation of the environmental Kuznets curve (EKC) and an empirical investigation. Pol J Environ Stud 26(4):1757–1764

    Google Scholar 

  • World Bank, Retrieved November 07, 2018, from https://www.worldbank.org

  • World economic outlook, Retrieved November 07, 2018, from https://www.imf.org

  • Wu JG, Cui YS, Shao HL (2013) The analysis on impact of the input of agricultural film material to the sustainable development of vegetable industry of Hebei-based on the environmental kuznets curve. Appl Mech Mater 320:774–779

    Google Scholar 

  • Xu B, Lin B (2017) Factors affecting CO2 emissions in China’s agriculture sector: evidence from geographically weighted regression model. Energy Policy 104:404–414

    Google Scholar 

  • Yang X, Wang S, Zhang W, Li J, Zou Y (2016) Impacts of energy consumption, energy structure, and treatment technology on SO2 emissions: a multi-scale LMDI decomposition analysis in China. Appl Energy 184:714–726

    CAS  Google Scholar 

  • You W, Lv Z (2018) Spillover effects of economic globalization on CO2 emissions: a spatial panel approach. Energy Econ 73:248–257

    Google Scholar 

  • Zafeiriou E, Azam M (2017) CO2 emissions and economic performance in EU agriculture: some evidence from Mediterranean countries. Ecol Indic 81:104–114

    Google Scholar 

  • Zaman K, Shahbaz M, Loganathan N, Raza SA (2016) Tourism development, energy consumption, and environmental Kuznets curve: trivariate analysis in the panel of developed and developing countries. Tour Manag 54:275–283

    Google Scholar 

  • Zambrano-Monserrate MA, Fernandez MA (2017) An environmental Kuznets curve for N2O emissions in Germany: an ARDL approach. Nat Res Forum 41(2):119–127

    Google Scholar 

  • Zhang S (2018) Is trade openness good for environment in South Korea? The role of non-fossil electricity consumption. Environ Sci Pollut Res:1–13

  • Zhang L, Gao J (2016) Exploring the effects of international tourism on China’s economic growth, energy consumption and environmental pollution: evidence from a regional panel analysis. Renew Sust Energ Rev 53:225–234

    CAS  Google Scholar 

  • Zhang T, Wooster MJ, Green DC, Main B (2015) New field-based agricultural biomass burning trace gas, PM2.5, and black carbon emission ratios and factors measured in situ at crop residue fires in Eastern China. Atmos Environ 121:22–34

    CAS  Google Scholar 

  • Zhang S, Liu X, Bae J (2017) Does trade openness affect CO2 emissions: evidence from ten newly industrialized countries? Environ Sci Pollut Res 24(21):17616–17625

    CAS  Google Scholar 

  • Zhang L, Pang J, Chen X, Lu Z (2019) Carbon emissions, energy consumption and economic growth: evidence from the agricultural sector of China's main grain-producing areas. Sci Total Environ 665:1017–1025

    CAS  Google Scholar 

  • Zhangwei L, Xungangb Z (2011) Study on relationship between Sichuan agricultural carbon dioxide emissions and agricultural economic growth. Energy Procedia 5:1073–1077

    Google Scholar 

  • Zhao Z, Qin W, Bai Z, Ma L (2019) Agricultural nitrogen and phosphorus emissions to water and their mitigation options in the Haihe Basin, China. Agric Water Manag 212:262–272

    Google Scholar 

  • Zivot E, Andrews DW (1992) Further evidence on the Great Crash, the oil-price shock, and the unit-root hypothesis. J Bus Econ Stat 10(3):251–270

    Google Scholar 

  • Zoundi Z (2017) CO2 emissions, renewable energy and the environmental Kuznets curve, a panel cointegration approach. Renew Sust Energ Rev 72:1067–1075

    CAS  Google Scholar 

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Gokmenoglu, K.K., Taspinar, N. & Kaakeh, M. Agriculture-induced environmental Kuznets curve: the case of China. Environ Sci Pollut Res 26, 37137–37151 (2019). https://doi.org/10.1007/s11356-019-06685-8

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