Abstract
This study investigates the existence of long-run relationship between CO2 emissions, economic growth, energy use, and urbanization in Saudi Arabia over the period 1971–2014. The autoregressive distributed lag (ARDL) approach with structural breaks, where structural breaks are identified with the recently impulse saturation break tests, is applied to conduct the analysis. The bounds test result supports the existence of long-run relationship among the variables. The existence of environmental Kuznets curve (EKC) hypothesis has also been tested. The results reveal the non-validity of the EKC hypothesis for Saudi Arabia as the relationship between GDP and pollution is positive in both the short and the long run. Moreover, energy use increases pollution both in short and long run in the country. On the contrary, the results show a negative and significant impact of urbanization on carbon emissions in Saudi Arabia, which means that urban development is not an obstacle to the improvement of environmental quality. Consequently, policy-makers in Saudi Arabia should consider the efficiency enhancement, frugality in energy consumption, and especially increase the share of renewable energies in the total energy mix.
Similar content being viewed by others
Notes
Saudi Arabia Monetary Agency (2014): Forty Nineth Annual Report, Government of Saudi Arabia. Available at http://www.sama.gov.sa/sites/SAMAEN/ ReportsStatistics/Pages/AnnualReport.aspx.
STIRPART Stochastic Impacts by Regression on Population, Affluence, and Technology.
Gulf Cooperation Council is a regional intergovernmental union consisting of Bahrain, Kuwait, Oman, Qatar, Saudi Arabia, and the United Arab Emirates
Organization of the Petroleum Exporting Countries
Middle East and North Africa countries
Multicollinearity exists when two or more of the independent variables in a regression model are highly correlated.
In a recent paper, Narayan et al. (2016) proposed a different method to testing EKC hypothesis, based on cross-correlation: EKC exists if there is a positive cross-correlation between the current level of income and the past level of CO2 emissions and a negative cross-correlation between the current level of income and the future CO2 emissions.
The break date was identified by the impulse saturation break test (see the “Impulse saturation break tests for multiple breaks detection” section)
World Bank’s WDIs. http://databank.worldbank.org/data/home.aspx
The choice of the Narayan and Popp (2010) break test is motivated by the fact that this test chooses the break dates most accurate compared to the two existing and widely used unit root tests of Lumsdaine and Papell (1997) and Lee and Strazicich (2003). For more details, see Narayan and Popp (2013).
McKinsey Global Institute report, Saudi Arabia beyond oil: The investment and productivity transformation.
Following Narayan and Smyth (2004), the maximum number of lags in the ARDL was set equal to 2 given that annual data are used.
References
Ahmad N, Du L, Lu J, Wang J, Li H, Hashmi MZ (2017) Modelling the CO2 emissions and economic growth in Croatia: is there any environmental Kuznets curve? Energy 123:164–172. https://doi.org/10.1016/j.energy.2016.12.106
Alam MJ, Begum IA, Buysse J, Huylenbroeck GV (2012) Energy consumption, carbon emissions and economic growth nexus in Bangladesh: cointegration and dynamic causality analysis. Energy Policy 45:217–225. https://doi.org/10.1016/j.enpol.2012.02.022
Ali HS, Law SH, Zannah TI (2016) Dynamic impact of urbanization economic growth energy consumption and trade openness on CO2 emissions in Nigeria. Environ Sci Pollut Res Int 23(12):12435–12443. https://doi.org/10.1007/s11356-016-6437-3
Ali HS, Abdul-Rahim A, Ribadu MB (2017) Urbanization and carbon dioxide emissions in Singapore: evidence from the ARDL approach. Environ Sci Pollut Res 24(2):1967–1974. https://doi.org/10.1007/s11356-016-7935-z
Al-Iriani MA (2006) Energy–GDP relationship revisited: an example from GCC countries using panel causality. Energy Policy 34(17):3342–3350. https://doi.org/10.1016/j.enpol.2005.07.005
Alkhathlan K, Javid M (2013) Energy consumption carbon emissions and economic growth in Saudi Arabia: an aggregate and disaggregate analysis. Energy Policy 62:1525–1532. https://doi.org/10.1016/j.enpol.2013.07.068
Al-Mulali U, Ozturk I (2015) The effect of energy consumption, urbanization, trade openness, industrial output, and the political stability on the environmental degradation in the MENA (Middle East and North African) region. Energy 84:382–389
Al-Mulali U, Ozturk I, Lean HH (2015a) The influence of economic growth, urbanization, trade openness, financial development, and renewable energy on pollution in Europe. Nat Hazards 79(1):621–644
Al-Mulali U, Saboori B, Ozturk I (2015b) Investigating the environmental Kuznets curve hypothesis in Vietnam. Energy Policy 76:123–131. https://doi.org/10.1016/j.enpol.2014.11.019
Alshehry AS, Belloumi M (2014) Investigating the causal relationship between fossil fuels consumption and economic growth at aggregate and disaggregate levels in Saudi Arabia. Int J Energy Econ Policy 4(4):531–545
Alshehry AS, Belloumi M (2015) Energy consumption carbon dioxide emissions and economic growth: the case of Saudi Arabia. Renew Sust Energ Rev 41:237–247. https://doi.org/10.1016/j.rser.2014.08.004
Amri F (2017) Carbon dioxide emissions output and energy consumption categories in Algeria. Environ Sci Pollut Res 24:14567–14578. https://doi.org/10.1007/s11356-017-8984-7
Apergis N, Ozturk I (2015) Testing environmental Kuznets curve hypothesis in Asian countries. Ecol Indic 52:16–22. https://doi.org/10.1016/j.ecolind.2014.11.026
Apergis N, Payne JE (2010) The emissions energy consumption and growth nexus: evidence from the commonwealth of independent states. Energy Policy 38(1):650–655. https://doi.org/10.1016/j.enpol.2009.08.029
Arouri MEH, Youssef AB, M'henni H, Rault C (2012) Energy consumption economic growth and CO2 emissions in middle east and north African countries. Energy Policy 45:342–349
Asghar Z (2008) Energy-GDP relationship: a causal analysis for the five countries of South Asia. Appl Econ Int Dev 8:167–180
Babu S, Datta SK (2013) The relevance of environmental Kuznets curve (EKC) in a framework of broad-based environmental degradation and modified measure of growth—a pooled data analysis. Int J Sust Dev World Ecol 20(4):309–316. https://doi.org/10.1080/13504509.2013.795505
Baek J, Pride D (2014) On the income–nuclear energy–CO2 emissions nexus revisited. Energy Econ 43:6–10. https://doi.org/10.1016/j.eneco.2014.01.015
Bai J, Perron P (2003) Computation and analysis of multiple structural change models. J Appl Econ 18:1–22
Banafea WA (2014) Structural breaks and causality relationship between economic growth and energy consumption in Saudi Arabia. Int J Energy Econ Policy 4(4):726–734
Begum RA, Sohag K, Abdullah SMS, Jaafar M (2015) CO2 emissions energy consumption economic and population growth in Malaysia. Renew Sust Energ Rev 41:594–601. https://doi.org/10.1016/j.rser.2014.07.205
Castle JL, Doornik JA, Hendry DF, Pretis F (2015) Detecting location shifts during model selection by step-indicator saturation. Econometrics 3(2):240–264. https://doi.org/10.3390/econometrics3020240
Cheng BS (1995) An investigation of co-integration and causality between energy consumption and economic growth. J Energy Dev 21:73–84
Coondoo D, Dinda S (2008) Carbon dioxide emission and income: a temporal analysis of cross-country distributional patterns. Ecol Econ 65(2):375–385. https://doi.org/10.1016/j.ecolecon.2007.07.001
Dhungel KR (2008) A causal relationship between energy consumption and economic growth in Nepal. Asia-Pacific Develpoment Journal 15:137–150
Dickey D, Fuller W (1981) Likelihood ratio statistics for autoregressive time series with a unit root. Econometrica 49:1057–1072
Duh J, Shandas V, Chang H, George LA (2008) Rates of urbanisation and the resiliency of air and water quality. Sci Total Environ 400(1):238–256. https://doi.org/10.1016/j.scitotenv.2008.05.002
Faisal RP, Nazar HM, Abdulrehman AA, Safoora OK, Mohd FO, Essam AA, Imthias ATP (2012) Use of renewable energy sources in Saudi Arabia through smart grid. J Energy Power Eng 6:1065–1070
Farhani S, Ozturk I (2015) Causal relationship between CO2 emissions, real GDP, energy consumption, financial development, trade openness, and urbanization in Tunisia. Environ Sci Pollut Res 22(20):15663–15676
Farhani S, Chaibi A, Rault C (2014) CO2 emissions output energy consumption and trade in Tunisia. Econ Model 38:426–434. https://doi.org/10.1016/j.econmod.2014.01.025
Fattouh B, El-Katiri L (2013) Energy subsidies in the middle east and north africa. Energ Strat Rev 2(1):108–115. https://doi.org/10.1016/j.esr.2012.11.004
Gately D, Al-Yousef N, Al-Sheikh HMH (2012) The rapid growth of domestic oil consumption in Saudi Arabia and the opportunity cost of oil exports foregone. Energy Policy 47:57–68. https://doi.org/10.1016/j.enpol.2012.04.011
Ghali KH, El-Sakka MIT (2004) Energy use and output growth in Canada: a multivariate cointegration analysis. Energy Econ 26(2):225–238. https://doi.org/10.1016/S0140-9883(03)00056-2
Gregory AW, Hansen BBE (1996) Residual-based tests for cointegration in models with regime shifts. J Econ 70(1):99–126
Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement NBER working Paper Series 3914
Halicioglu F (2009) An econometric study of CO2 emissions energy consumption income and foreign trade in Turkey. Energy Policy 37(3):1156–1164. https://doi.org/10.1016/j.enpol.2008.11.012
Hamit-Haggar M (2012) Greenhouse gas emissions energy consumption and economic growth: a panel cointegration analysis from Canadian industrial sector perspective. Energy Econ 34(1):358–364. https://doi.org/10.1016/j.eneco.2011.06.005
Hassine MB, Harrathi N (2017) The causal links between economic growth, renewable energy, financial development and foreign trade in gulf cooperation council countries. Int J Energy Econ Policy 7(2):76–85
Hendry DF, Santos C (2010) An automatic test of super exogeneity Chapter 12. In: Bollerslev T, Russell JR, Watson MW (eds) Volatility and Time Series Econometrics: Essays in Honor of Robert F. Engle. Oxford University Press, Oxford, pp 164–193
Hendry DF, Johansen S, Santos C (2008) Automatic selection of indicators in a fully saturated regression. Comput Stat 23(2):337–339. https://doi.org/10.1007/s00180-008-0112-1
Hossain S (2012) An econometric analysis for CO2 emissions, energy consumption, economic growth, foreign trade and urbanization of Japan. Low Carbon Economy 3:92–105
IPCC (Intergovernmental Panel on Climate Change) (2013) Climate change 2013: the physical science basis. Working group I contribution to the IPCC fifth assessment report. Cambridge University Press, Cambridge
Jobert T, Karanfil F (2007) Sectoral energy consumption by source and economic growth in Turkey. Energy Policy 35(11):5447–5456. https://doi.org/10.1016/j.enpol.2007.05.008
Johansen S, Nielsen B (2009) An analysis of the Indicator saturation estimator as a robust regression estimator. In: Castle J, Shephard N (eds) The methodology and practice of econometrics chapter 1. Oxford University Press, Oxford, pp 1–36
Kijima M, Nishide K, Ohyama A (2010) Economic models for the EKC: a survey. J Econ Dyn Control 34:1187e201
Kohler M (2013) CO2 emissions, energy consumption, income and foreign trade: a south African perspective. Energy Policy 63:1042–1050
Lacheheb MS, Rahim ASA, Sirag A (2015) Economic growth and carbon dioxide emissions: investigating the environmental Kuznets curve hypothesis in Algeria. Int J Energy Econ Policy 5:1125–1132
Lee C (2006) The causality relationship between energy consumption and GDP in G-11 countries revisited. Energy Policy 34(9):1086–1093. https://doi.org/10.1016/j.enpol.2005.04.023
Lee C, Chang C (2007) Energy consumption and GDP revisited: a panel analysis of developed and developing countries. Energy Econ 29(6):1206–1223. https://doi.org/10.1016/j.eneco.2007.01.001
Lee J, Strazicich M (2003) Minimum Lagrange multiplier unit root test with two structural breaks. Rev Econ Stat 85:1082–1089
Li B, Yao R (2009) Urbanization and its impact on building energy consumption and efficiency in China. Renew Energy 34(9):1994–1998. https://doi.org/10.1016/j.renene.2009.02.015
Lumsdaine R, Papell D (1997) Multiple trend break and the unit root hypothesis. Rev Econ Stat 79:212–218
Magazzino C (2016) The relationship between real GDP CO2 emissions and energy use in the GCC countries: a time series approach. Cogent Econ Finance 4(1). https://doi.org/10.1080/23322039.2016.1152729
Mahmood H, Alkhateeb TTY (2017) Trade and environment Nexus in Saudi Arabia: an environmental Kuznets curve hypothesis. Int J Energy Econ Policy 7(5):291–295
Martinez-Zarzoso I, Maruotti A (2011) The impact of urbanization on CO2 emissions: evidence from developing countries. Ecol Econ 70(7):1344–1353. https://doi.org/10.1016/j.ecolecon.2011.02.009
Mehrara M (2007) Energy consumption and economic growth: the case of oil exporting countries. Energy Policy 35(5):2939–2945. https://doi.org/10.1016/j.enpol.2006.10.018
Mezghani I, Ben Haddad H (2017) Energy consumption and economic growth: an empirical study of the electricity consumption in Saudi Arabia. Renew Sust Energ Rev 75:145–156. https://doi.org/10.1016/j.rser.2016.10.058
Narayan PK (2005) The saving and investment nexus for China: evidence from cointegration tests. Appl Econ 37(17):1979–1990. https://doi.org/10.1080/00036840500278103
Narayan S, Narayan PK (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
Narayan PK, Popp S (2010) A new unit root test with two structural breaks in level and slope at unknown time. J Appl Stat 37:1425–1438. https://doi.org/10.1080/02664760903039883
Narayan PK, Popp S (2013) Size and power properties of structural break unit root tests. Appl Econ 45(6):721–728. https://doi.org/10.1080/00036846.2011.610752
Narayan PK, Smyth R (2004) Temporal causality and the dynamics of exports human capital and real income in China. Int J Appl Econ 1(1):24–45
Narayan PK, Smyth R (2008) Energy consumption and real GDP in G7 countries: new evidence from panel cointegration with structural breaks. Energy Econ 30(5):2331–2341. https://doi.org/10.1016/j.eneco.2007.10.006
Narayan PK, Saboori B, Soleymani A (2016) Economic growth and carbon emissions. Econ Model 53:388–397. https://doi.org/10.1016/j.econmod.2015.10.027
Nasir M, Ur Rehman F (2011) Environmental kuznets curve for carbon emissions in Pakistan: an empirical investigation. Energy Policy 39(3):1857–1864. https://doi.org/10.1016/j.enpol.2011.01.025
Oh W, Lee K (2004) Causal relationship between energy consumption and GDP revisited: the case of Korea 1970–1999. Energy Econ 26(1):51–59. https://doi.org/10.1016/S0140-9883(03)00030-6
Pao H-T, Yu H-C, Yang Y-H (2011) Modeling the CO2 emissions energy use and economic growth in Russia. Energy 36(8):5094–5100
Payne JE (2009) On the dynamics of energy consumption and output in the US. Appl Energy 86(4):575–577. https://doi.org/10.1016/j.apenergy.2008.07.003
Perron P (1997) Further evidence on breaking trend functions in macroeconomic variables. J Econ 80(2):355–385. https://doi.org/10.1016/S0304-4076(97)00049-3
Pesaran MH, Peseran B (1997) Working with Microfit 4.0 Interactive Econometric Analysis: Oxford University Press
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
Phillips PCB, Perron P (1988) Testing for a unit root in time series regression. Biometrika 75(2):335–346
Sadorsky P (2014) The effect of urbanization on CO2 emissions in emerging economies. Energy Econ 41:147–153. https://doi.org/10.1016/j.eneco.2013.11.007
Saidi K, Mbarek MB (2017) The impact of income trade urbanization and financial development on CO2 emissions in 19 emerging economies. Environ Sci Pollut Res 24:12748–12757. https://doi.org/10.1007/s11356-016-6303-3
Samargandi N (2017) Sector value addition, technology and CO2 emissions in Saudi Arabia. Renew Sust Energ Rev 78:868–877. https://doi.org/10.1016/j.rser.2017.04.056
Santos C (2008) Impulse saturation break tests. Econ Lett 98(2):136–143. https://doi.org/10.1016/j.econlet.2007.04.021
Santos C, Oliveira MA (2010) Assessing French inflation persistence with impulse saturation break tests and automatic general-to-specific modelling. Appl Econ 42(12):1577–1589. https://doi.org/10.1080/00036840701721521
Sari R, Ewing BT, Soytas U (2008) The relationship between disaggregate energy consumption and industrial production in the United States: an ARDL approach. Energy Econ 30:2302–2313
Sbia R, Shahbaz M, Ozturk I (2017) Economic growth, financial development, urbanisation and electricity consumption nexus in UAE. Econ Res Ekonomska Istraživanja 30(1):527–549
Schwartz J, Kahn M (2008) Urban air pollution progress despite sprawl: the “greening” of the vehicle fleet. J Urban Econ 63(3):775–787. https://doi.org/10.1016/j.jue.2007.06.004
Shahbaz M, Lean HH (2012) The dynamics of electricity consumption and economic growth: a revisit study of their causality in Pakistan. Energy 39(1):146–153. https://doi.org/10.1016/j.energy.2012.01.048
Shahbaz M, Ozturk I, Afza T, Ali A (2013a) Revisiting the environmental Kuznets curve in a global economy. Renew Sust Energ Rev 25:494–502. https://doi.org/10.1016/j.rser.2013.05.021
Shahbaz M, Hye QMA, Tiwari AK, Leitão NC (2013b) Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia. Renew Sust Energ Rev 25:109–121. https://doi.org/10.1016/j.rser.2013.04.009
Shahbaz M, Khraief N, Uddin GS, Ozturk I (2014a) Environmental Kuznets curve in an open economy: a bounds testing and causality analysis for Tunisia. Renew Sust Energ Rev 34:325–336. https://doi.org/10.1016/j.rser.2014.03.022
Shahbaz M, Sbia R, Hamdi H, Ozturk I (2014b) Economic growth, electricity consumption, urbanization and environmental degradation relationship in United Arab Emirates. Ecol Indic 45:622–631
Shahbaz M, Loganathan N, Muzaffar AT, Ahmed K, Ali Jabran M (2016) How urbanization affects CO2 emissions in Malaysia? The application of STIRPAT model. Renew Sust Energ Rev 57:83–93. https://doi.org/10.1016/j.rser.2015.12.096
Sharma SS (2011) Determinants of carbon dioxide emissions: empirical evidence from 69 countries. Appl Energy 88(1):376–382. https://doi.org/10.1016/j.apenergy.2010.07.022
Shin Y, Yu B, Greenwood-nimmo M (2014) Modelling asymmetric cointegration and dynamic multipliers in a nonlinear ARDL framework. In: Sickles RC, Horrace WC (eds) Festschrift in honor of Peter Schmidt econometric methods and applications (pp. 281–314). Doi: https://doi.org/10.1007/978-1-4899-8008-3
Soytas U, Sari R (2003) Energy consumption and GDP: causality relationship in G-7 countries and emerging markets. Energy Econ 25(1):33–37. https://doi.org/10.1016/S0140-9883(02)00009-9
Soytas U, Sari R, Ewing BT (2007) Energy consumption income and carbon emissions in the United States. Ecol Econ 62(3):482–489. https://doi.org/10.1016/j.ecolecon.2006.07.009
Stern DI (2004) The rise and fall of the environmental Kuznets curve. World Dev 32(8):1419–1439. https://doi.org/10.1016/j.worlddev.2004.03.004
Taher N, Hajjar B (2014). Energy and environment in Saudi Arabia: concerns & opportunities (1;2014; ed.). Cham: Springer. doi: https://doi.org/10.1007/978-3-319-02982-5
Tiwari AK, Shahbaz M, Adnan Hye QM (2013) The environmental Kuznets curve and the role of coal consumption in India: Cointegration and causality analysis in an open economy. Renew Sust Energ Rev 18:519–527. https://doi.org/10.1016/j.rser.2012.10.031
Wang Y, Chen L, Kubota J (2016a) The relationship between urbanization energy use and carbon emissions: evidence from a panel of Association of Southeast Asian Nations (ASEAN) countries. J Clean Prod 112:1368–1374. https://doi.org/10.1016/j.jclepro.2015.06.041
Wang Q, Wu S, Wu B, Zeng Y (2016b) Exploring the relationship between urbanization energy consumption and CO2 emissions in different provinces of China. Renew Sust Energ Rev 54:1563–1579. https://doi.org/10.1016/j.rser.2015.10.090
Zhang X, Cheng X (2009) Energy consumption carbon emissions and economic growth in China. Ecol Econ 68(10):2706–2712. https://doi.org/10.1016/j.ecolecon.2009.05.011
Zhang C, Lin Y (2012) Panel estimation for urbanization energy consumption and CO2 emissions: a regional analysis in China. Energy Policy 49:488–498
Funding
The author would like to thank Deanship of Scientific Research at Majmaah University for supporting this work under Project Number 37/108.
Author information
Authors and Affiliations
Corresponding author
Additional information
Responsible editor: Philippe Garrigues
Appendix
Appendix
Rights and permissions
About this article
Cite this article
Raggad, B. Carbon dioxide emissions, economic growth, energy use, and urbanization in Saudi Arabia: evidence from the ARDL approach and impulse saturation break tests. Environ Sci Pollut Res 25, 14882–14898 (2018). https://doi.org/10.1007/s11356-018-1698-7
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-018-1698-7