Skip to main content

Advertisement

Log in

Testing the agriculture-induced EKC hypothesis: the case of Pakistan

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

Abstract

This study investigates the long-run equilibrium relationship among carbon dioxide (CO2) emissions, income growth, energy consumption, and agriculture, thus testing the existence of what we call the agriculture-induced environmental Kuznetscurve (EKC) hypothesis in the case of Pakistan for the period of 1971–2014. The long-run equilibrium relationship among the variables in the conducted model is confirmed by Maki’s (EM 29(5), 2011–2015, 2012) co-integration test under multiple structural breaks. Toda-Yamamoto’s (JE 66(1):225–250, 1995) causality test results reveal bidirectional causal relationships among gross domestic product (GDP), energy use, agriculture, and CO2 emissions. Fully modified ordinary least squares (FMOLS) results suggest that GDP has elastic positive impacts on CO2 emissions, and energy use and agricultural value added have inelastic positive impacts on CO2 emissions, whereas squared GDP has an inelastic and negative effect on CO2 emissions. This finding confirms the existence of the agriculture-induced EKC hypothesis in Pakistan and can be a guideline for other agrarian developing countries for the creation of effective policies around environmental degradation.

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

Similar content being viewed by others

Notes

  1. Surveys on this topic offer a fairly comprehensive overview (Kijima et al. 2010; Pasten and Figueroa 2012).

References

  • Abu-Bader S, Abu-Qarn AS (2008) Financial development and economic growth: empirical evidence from six MENA countries. Rev Dev Econ 12(4):803–817

    Google Scholar 

  • Acaravci A, Ozturk I (2010) On the relationship between energy consumption, CO2 emissions and economic growth in Europe. Energy 35:5412–5420

    Article  Google Scholar 

  • Alcántara V, & Padilla E (2005) Analysis of CO2 and its explanatory factors in the different areas of the world. Technical report Universidad Autonoma de Barcelona, Department of Economics Applied, Spain

  • Alluvione F, Moretti B, Sacco D, Grignani C (2011) EUE (energy use efficiency) of cropping systems for a sustainable agriculture. Energy 36(7):4468–4481

    Article  Google Scholar 

  • Al-Mulali U, Saboori B, Ozturk I (2015a) Investigating the Environmental Kuznets Curve hypothesis in Vietnam. Energy Policy 76:123–131

    Article  Google Scholar 

  • Al-Mulali U, Weng-Wai C, Sheau-Ting L, Mohammed AH (2015b) Investigating the environmental Kuznets curve (EKC) hypothesis by utilizing the ecological footprint as an indicator of environmental degradation. Ecol Indic 48:315–323

    Article  Google Scholar 

  • Ang JB (2007) CO2 emissions, energy consumption, and output in France. Energy Policy 35:4772–4778

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Apergis N, Payne JE (2009b) Energy consumption and economic growth in Central America: evidence from a panel cointegration and error correction model. Energy Econ 31:211–216

    Article  Google Scholar 

  • Apergis N, Ozturk I (2015) Testing Environmental Kuznets Curve hypothesis in Asian countries. Ecol Indic 52:16–22

    Article  Google Scholar 

  • Aslan A, Destek MA, Okumus I (2018) Bootstrap rolling window estimation approach to analysis of the Environment Kuznets Curve hypothesis: evidence from the USA. Environ Sci Pollut Res 25(3):2402–2408

    Article  Google Scholar 

  • Baek J (2015) Environmental Kuznets curve for CO2 emissions: the case of Arctic countries. Energy Econ 50:13–17

    Article  Google Scholar 

  • Baek J, Kim HS (2011) Trade liberalization, economic growth, energy consumption and the environment: time series evidence from G-20 countries. J East Asian Econ Integr 15(1):3–32

    Article  Google Scholar 

  • Balaguer J, Cantavella M (2018) The role of education in the Environmental Kuznets Curve. Evidence from Australian data. Energy Econ 70:289–296

    Article  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

    Article  Google Scholar 

  • Bölük G, Mert M (2015) The renewable energy, growth and environmental Kuznets curve in Turkey: an ARDL approach. Renew Sust Energ Rev 52:587–595

    Article  Google Scholar 

  • Carson RT (2010) The environmental Kuznets curve: seeking empirical regularity and theoretical structure. Rev Environ Econ Policy 4(1):3–23

    Article  Google Scholar 

  • Cetin MA (2018) Investigating the environmental Kuznets Curve and the role of green energy: emerging and developed markets. Int J Green Energy 15(1):37–44

    Article  CAS  Google Scholar 

  • Carrion-i-Silvestre JL, Sansó A (2006) Testing the null of cointegration with structural breaks. Oxf Bull Econ Stat 68(5):623–646

    Article  Google Scholar 

  • De Bruyn S, van den Bergh C, Opschoor J (1998) Economic growth and emissions: reconsidering the empirical basis of environmental Kuznets curves. Ecol Econ 25:161–175

    Article  Google Scholar 

  • De Bruyn SM, Heintz RJ (1999) Handbook of environmental and resource economics. Edward Elgar, Cheltenham, UK

    Google Scholar 

  • Deininger K, Byerlee D, Lindsay J, Norton A, Selod H, Stickler M (2011) Rising global interest in farmland. World Bank, Washington, DC

    Book  Google Scholar 

  • Dietz S, Adger WN (2003) Economic growth, biodiversity loss and conservation effort. J Environ Manag 68(1):23–35

    Article  Google Scholar 

  • Dijkgraaf E, Vollebergh H (2005) A test for parameter homogeneity in CO2panel EKC estimations. Environ Resour Econ 32:229–239

    Article  Google Scholar 

  • Dogan N (2016) Agriculture and Environmental Kuznets Curves in the case of Turkey: evidence from the ARDL and bounds test. Agric Econ 62(12):566–574

    Google Scholar 

  • Farhani S, Chaibi A, Rault C (2014) CO2 emissions, output, energy consumption, and trade in Tunisia. Econ Model 38:426–434

    Article  Google Scholar 

  • Food and Agriculture Organization of the United Nations (FAO) (2009) How to feed the world in 2050. High Level Expert Forum, Rome Retrieved from: www.fao.org

  • Fuglie K (2010) Total factor productivity in the global agricultural economy: evidence from FAO data. In: Alston JM, Babcock BA, Pardey PG (eds) The shifting patterns of agricultural production and productivity worldwide. The Midwest Agribusiness Trade Research and Information Center Iowa State University, Ames, Iowa

    Google Scholar 

  • Fuglie K, Nin-Pratt A (2012) Global food policy report: a changing global harvest. The International Food Policy Research Institute, Washington, DC

    Google Scholar 

  • Ghali KH (2004) Energy use and output growth in Canada: a multivariate cointegration analysis. Energy Econ 26(2):225–238

    Article  Google Scholar 

  • Gregory AW, Hansen BE (1996) Residual-based tests for cointegration in models with regime shifts. J Econ 70(1):99–126

    Article  Google Scholar 

  • Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement. National Bureau of Economic Research, New York

    Book  Google Scholar 

  • Grossman GM, Krueger AB (1993) Environmental impacts of a North American free trade agreement. MIT press, Cambridge

    Google Scholar 

  • Grossman G, Krueger A (1995) Economic environment and the economic growth. Q J Econ 110(2):353–377

    Article  Google Scholar 

  • Hacker S, Hatemi-J A (2012) A bootstrap test for causality with endogenous lag length choice: theory and application in finance. J Econ Stud 39(2):144–160

    Article  Google Scholar 

  • Hatemi-j A (2008) Tests for cointegration with two unknown regime shifts with an application to financial market integration. Empir Econ 35(3):497–505

    Article  Google Scholar 

  • Hochman G, Rajagopal D, Zilberman D (2010) The effect of biofuels on crude oil markets. Agbio Forum 13(2):112–118

    Google Scholar 

  • Intergovernmental Panel on Climate Change (IPCC) (2006) 2006 IPCC guidelines for national greenhouse gas inventories. Retrieved from: https://www.ipcc-nggip.iges.or . jp./public/2006gl/index.html

  • Intergovernmental Panel on Climate Change (IPCC). (2013). Fifth assessment report (AR5). Retrieved from: https://www.ipcc.ch/report/ar5/IPCC, Intergovernmental Panel on Climate Change. (2006). IPCC guidelines for national greenhouse gas inventories, prepared by the National Greenhouse gas Inventories Programme. Retrieved from: https://www.ipcc.ch/report/ar5/

  • Jalil A, Mahmud SF (2009) Environment Kuznets curve for CO2 emissions: a cointegration analysis for China. Energy Policy 37(12):5167–5172

    Article  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 33:284–291

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Katircioglu S (2017) Investigating the role of oil prices in the conventional EKC model: evidence from Turkey. Asian Econ Financ Rev 7(5):498–508

    Article  Google Scholar 

  • Katircioğlu S, Katircioğlu S (2017) Testing the role of urban development in the conventional environmental Kuznets curve: evidence from Turkey. Appl Econ Lett:1–6

  • Katircioglu S, Celebi A (2018) Testing the role of external debt in environmental degradation: empirical evidence from Turkey. Environ Sci Pollut Res:1–10

  • Kijima M, Nishide K, Ohyama A (2010) Economic models for the environmental Kuznets curve: a survey. J Econ Dyn Control 34:1187–1201

    Article  Google Scholar 

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

    Google Scholar 

  • Lau LS, Choong CK, Eng YK (2014) Investigation of the environmental Kuznets curve for carbon emissions in Malaysia: do foreign direct investment and trade matter? Energy Policy 68:490–497

    Article  Google Scholar 

  • Lean HH, Smyth R (2010) CO2 emissions, electricity consumption and output in ASEAN. Appl Energy 87(6):1858–1864

    Article  CAS  Google Scholar 

  • Lütkepohl H (2008) Impulse response function. In: The new Palgrave dictionary of economics. Palgrave Macmillan, London, pp 1–5

    Google Scholar 

  • Maertens M & Swinnen JF (2014) Agricultural trade and development: a supply chain perspective, geneva: World Trade Organization (WTO), forthcoming Working Paper

  • Maki D (2012) Tests for cointegration allowing for an unknown number of breaks. Econ Model 29(5):2011–2015

    Article  Google Scholar 

  • Mirza FM, Kanwal A (2017) Energy consumption, carbon emissions and economic growth in Pakistan: dynamic causality analysis. Renew Sust Energ Rev 72:1233–1240

    Article  CAS  Google Scholar 

  • Narayan PK, Narayan S (2005) Estimating income and price elasticities of imports for Fiji in a cointegration framework. Econ Model 22(3):423–438

    Article  Google Scholar 

  • Nasir M, Rehman FU (2011) Environmental Kuznets curve for carbon emissions in Pakistan: an empirical investigation. Energy Policy 39(3):1857–1864

    Article  CAS  Google Scholar 

  • Osabuohien ES, Efobi UR, Gitau CMW (2014) Beyond the environmental Kuznets curve in Africa: evidence from panel cointegration. J Environ Policy Plan 16(4):517–538

    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 

  • Panayotou, T. (1993). Empirical test and policy analysis of environmental degradation at different stages of economic development(Working Paper, P238). Technology and employment programme, International Labour Office, Geneva

  • Pasten R, Figueroa BE (2012) The environmental Kuznets curve: a survey of the theoretical literature. Int Rev Environ Resource Econ 6(3):195–224

    Article  Google Scholar 

  • Pata UK (2017) The effect of urbanization and industrialization on carbon emissions in Turkey: evidence from ARDL bounds testing procedure. Environ Sci Pollut Res:1–8

  • 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 

  • Phillips PC, Hansen BE (1990) Statistical inference in instrumental variables regression with I (1) processes. Rev Econ Stud 57(1):99–125

    Article  Google Scholar 

  • Pimentel D (2006) Impacts of organic farming on the efficiency of energy use in agriculture. An organic center state of science review, Ithaca, NY

    Google Scholar 

  • Rafique MM, Rehman S (2017) National energy scenario of Pakistan—current status, future alternatives, and institutional infrastructure: an overview. Renew Sust Energ Rev 69:156–167

    Article  Google Scholar 

  • Richmond AK, Kaufmann RK (2006) Energy prices and turning points: the relationship between income and energy use/carbon emissions. Energy J 27(4):157–180

    Article  Google Scholar 

  • Robalino-López A, García-Ramos JE, Golpe AA, Mena-Nieto Á (2014) System dynamics modelling and the environmental Kuznets curve in Ecuador (1980–2025). Energy Policy 67:923–931

    Article  Google Scholar 

  • Roberts J, Grimes P (1997) Carbon intensity and economic development 1962–91: a brief exploration of the environmental Kuznets curve. World Dev 25:191–198

    Article  Google Scholar 

  • Saboori B, Sulaiman J (2013) CO2 emissions, energy consumption and economic growth in Association of Southeast Asian Nations (ASEAN) countries: a cointegration approach. Energy 55:813–822

    Article  Google Scholar 

  • Seppälä T, Haukioja T, Kaivo-oja J (2001) The EKC hypothesis does not hold for direct material flows: environmental Kuznets curve hypothesis tests for direct material flows in five industrial countries. Popul Environ 23(2):217–238

    Article  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, Ozturk I, Afza T, Ali A (2013) Revisiting the environmental Kuznets curve in a global economy. Renew Sust Energ Rev 25:494–502

    Article  Google Scholar 

  • Shahbaz M, Khraief N, Uddin GS, Ozturk I (2014) Environmental Kuznets curve in an open economy: a bounds testing and causality analysis for Tunisia. Renew Sust Energ Rev 34:325–336

    Article  Google Scholar 

  • Shahbaz M, Mallick H, Mahalik MK, Loganathan N (2015) Does globalization impede environmental quality in India? Ecol Indic 52:379–393

    Article  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 

  • Stern D, Common M, Barbier E (1996) Economic growth and environmental degradation: the environmental Kuznets curve and sustainable development. World Dev 24:1151–1160

    Article  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

    Article  Google Scholar 

  • Timmer P (2009) The evolving structure of world agricultural trade. FAO, Rome

    Google Scholar 

  • Toda HY, Yamamoto T (1995) Statistical inference in vector autoregressions with possibly integrated processes. J Econ 66(1):225–250

    Article  Google Scholar 

  • Tokgoz S, Elobeid A, Fabiosa J, Hayes DJ, Babcock BA, Yu THE et al (2008) Bottlenecks, drought, and oil price spikes: impact on US ethanol and agricultural sectors. Appl Econ Perspect Policy 30(4):604–622

    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

    Article  CAS  Google Scholar 

  • USCB. 2004–2005. Statistical abstract of the U.S. Washington, DC:U.S. Government Printing Office

  • Villanueva IA (2012) Introducing institutional variables in the environmental Kuznets curve (EKC): a Latin American study. Annals-Economy Series 1:71–81

    Google Scholar 

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

    Article  Google Scholar 

  • Westerlund J, Edgerton DL (2007) New improved tests for cointegration with structural breaks. J Time Ser Anal 28(2):188–224

    Article  Google Scholar 

  • World Bank (2007) World development report 2008: agriculture for development. World Bank, Washington, DC

    Book  Google Scholar 

  • World Trade Organization (WTO) (2014a) World trade report 2014:market access for products and services of export interest for least-developed countries. World Trade Organization, Geneva

    Book  Google Scholar 

  • World Trade Organization (WTO) (2014b) World trade report 2014 trade and development: recent trends and the role of the WTO. World Trade Organization, Geneva

    Book  Google Scholar 

  • Yang J, Chen B (2014) Carbon footprint estimation of Chinese economic sectors based on a three-tier model. Renew Sust Energ Rev 29:499–507

    Article  Google Scholar 

  • Yavuz NC (2014) CO2 emission, energy consumption, and economic growth for Turkey: evidence from a cointegration test with a structural break. Energy Sources, Part B: Econ Plan Policy 9(3):229–235

    Article  CAS  Google Scholar 

  • World Bank Development Indicators (2015). Retrieved from:http://databank.worldbank.org

  • World Bank Development Indicators (2017). Retrieved from: http://databank.worldbank.org

  • World Bank (1992) World development report 1992: development and the environment. In: New York: Oxford university press. World Bank. Retrieved from https://openknowledge.worldbank.org/handle/10986/5975

    Google Scholar 

  • Zambrano-Monserrate MA, Carvajal-Lara C, Urgiles-Sanchez R (2018) Is there an inverted U-shaped curve? Empirical analysis of the environmental Kuznets curve in Singapore. Asia-Pac J Account Econ 25(1–2):145–162

    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

  • Zilio M, Recalde M (2011) GDP and environment pressure: the role of energy in Latin America and the Caribbean. Energy Policy 39(12):7941–7949

    Article  Google Scholar 

  • Zivot E, Andrews DWK (1992) Further evidence on the great crash, the oil price shock and the unit root hypothesis. J Bus Econ Stat 10:251–270

    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

    Article  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Nigar Taspinar.

Additional information

Responsible editor: Philippe Garrigues

Appendix

Appendix

Table 6 ADF and PP tests results
Table 7 Johansen co-integration test results
Table 8 Bounds test results

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Gokmenoglu, K.K., Taspinar, N. Testing the agriculture-induced EKC hypothesis: the case of Pakistan. Environ Sci Pollut Res 25, 22829–22841 (2018). https://doi.org/10.1007/s11356-018-2330-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-018-2330-6

Keywords

JEL classification

Navigation