Skip to main content

Advertisement

Log in

The relationship between energy consumption, CO2 emissions, and economic growth in Turkey: evidence from Fourier approximation

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

Abstract

Given that Turkey has recently committed itself for the first time to reducing its CO2 emissions in the interest of sustainable growth in not only Turkey but also the world as a whole, this paper examines the relationship between energy consumption, CO2 emissions, and economic growth in Turkey for the period 1960–2014. In view of the different findings concerning causality and the character of the relationships between these variables revealed in our review of past studies (in most cases using quite different methods), this paper utilizes several different but related methodological approaches for identifying causal relationships. These include both the Toda and Yamamoto (1995) approach, the Fourier Toda-Yamamoto for Cumulative Frequency approach developed by Nazlioglu et al. (2016), vector error correction model (VECM) methodology, and the asymmetric Granger causality test proposed by Hatemi-J (Empir Econ 43:447–456, Hatemi-j 2012). Our results show that, when we apply the popular Toda-Yamamoto model, causality in these relationships is not confirmed even among any of the relevant variables in Turkey. Yet, when the Fourier Toda-Yamamoto tests for cumulative frequency are employed, we find unidirectional causality running from GDP per capita to emissions of CO2 per capita. Moreover, when we utilize the VECM methodology, the results show that long-run causality exists from GDP per capita and energy to CO2 emissions. When we apply the asymmetric causality tests, the results provide even stronger evidence for a unidirectional causal relationship from GDP per capita to CO2 emissions. As a result, the latter sets of results, based on more realistic conditions, suggest very strongly that, if Turkey is to meet the objectives of its ambitious Climate Change Action Plan commitment to the United Nations to reduce its CO2 per capita emissions relative to its past trends by up to 21% over the coming 2021–2030 decade, it is going to get very serious about the best way to do this as soon as possible.

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

Similar content being viewed by others

References

  • Abosedra S, Baghestani H (1989) New evidence on the causal relationship between United States energy consumption and gross national product. J Energy Dev 14:285–292

    Google Scholar 

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

    Google Scholar 

  • Acheampong AO (2018) Economic growth, CO2 emissions and energy consumption: what causes what and where? Energy Econ 74:677–692

    Google Scholar 

  • Akalpler E, Hove S (2019) Carbon emissions, energy use, real GDP per capita and trade matrix in the Indian economy-an ARDL approach. Energy 168:1081–1093

    Google Scholar 

  • Akarca AT, Long TV (1980) On the relationship between energy and GNP: a reexamination. J Energy Dev 5:326–331

    Google Scholar 

  • Akbostanci E, Turut-Asik S, Tunc GI (2009) The relationship between income and environment in Turkey: is there an environmental Kuznets curve? Energy Policy 37:861–867

    Google Scholar 

  • Al-Mulali U (2011) Oil consumption, CO2 emission and economic growth in MENA countries. Energy 36:6165–6171

    Google Scholar 

  • 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

    Google Scholar 

  • Altinay G, Karagol E (2004) Structural break, unit root, and the causality between energy consumption and GDP in Turkey. Energy Econ 26:985–994

    Google Scholar 

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

    Google Scholar 

  • Ang JB (2008) Economic development, pollutant emissions and energy consumption in Malaysia. J Policy Model 30:271–278

    Google Scholar 

  • Antonakakis N, Chatziantoniou I, Filis G (2017) Energy consumption, CO2 emissions, and economic growth: an ethical dilemma. Renew Sust Energ Rev 68:808–824

    Google Scholar 

  • Apergis N, Payne JE (2009) Energy consumption and economic growth: evidence from the Commonwealth of Independent States. Energy Econ 31:641–647

    Google Scholar 

  • Asafu-Adjaye J (2000) The relationship between energy consumption, energy prices and economic growth: time series evidence from Asian developing countries. Energy Econ 22:615–625

    Google Scholar 

  • Azam M, Khan AQ, Abdullah HB, Qureshi ME (2016) The impact of CO 2 emissions on economic growth: evidence from selected higher CO 2 emissions economies. Environ Sci Pollut Res 23:6376–6389

    CAS  Google Scholar 

  • Balcilar M, Ozdemir ZA, Ozdemir H, Shahbaz M (2018) Carbon dioxide emissions, energy consumption and economic growth: the historical decomposition evidence from G-7 countries. Working Papers 15-41. Eastern Mediterranean University Department of Economics. https://ideas.repec.org/p/emu/wpaper/15-41.pdf.html. Accessed 14 December 2019

  • Bao C, Xu M (2019) Cause and effect of renewable energy consumption on urbanization and economic growth in China’s provinces and regions. J Clean Prod 231:483–493

    Google Scholar 

  • Bastola U, Sapkota P (2015) Relationships among energy consumption, pollution emission, and economic growth in Nepal. Energy 80:254–262

    Google Scholar 

  • Bayramoglu AT, Yildirim E (2017) The relationship between energy consumption and economic growth in the USA: a non-linear ARDL bounds test approach. Energy Power Eng 9:170–186

    Google Scholar 

  • Becker R, Enders W, Lee J (2006) A stationarity test in the presence of an unknown number of smooth breaks. J Time Ser Anal 27:381–409

    Google Scholar 

  • Ben Jebli M, Ben Youssef S, Ozturk I (2015) The role of renewable energy consumption and trade: environmental Kuznets curve analysis for sub-Saharan Africa countries. Afr Dev Rev 27:288–300

    Google Scholar 

  • Bese E, Kalayci S (2019) Testing the environmental Kuznets curve hypothesis: evidence from Egypt, Kenya and Turkey. Int J Energy Econ Policy 9:479–491

    Google Scholar 

  • Bhattacharya M, Paramati SR, Ozturk I, Bhattacharya S (2016) The effect of renewable energy consumption on economic growth: evidence from top 38 countries. Appl Energy 162:733–741

    Google Scholar 

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

    Google Scholar 

  • Bowden N, Payne JE (2009) The causal relationship between US energy consumption and real output: a disaggregated analysis. J Policy Model 31:180–188

    Google Scholar 

  • Bulut U (2018) Yenilenemez ve Yenilenebilir Enerjinin Karbondioksit Emisyonu Üzerindeki Etkileri: Türkiye İçin Asimetrik Nedensellik Testi1. ICPESS 2018 Proc Ecomonic Stud 2:291–300

    Google Scholar 

  • Bulut U, Muratoglu G (2018) Renewable energy in Turkey: great potential, low but increasing utilization, and an empirical analysis on renewable energy-growth nexus. Energy Policy 123:240–250

    Google Scholar 

  • Chang T, Chu HP, Chen WY (2013) Energy consumption and economic growth in 12 Asian countries: panel data analysis. Appl Econ Lett 20:282–287

    Google Scholar 

  • Cheng BS, Lai TW (1997) An investigation of co-integration and causality between energy consumption and economic activity in Taiwan. Energy Econ 19:435–444

    Google Scholar 

  • Destek MA (2016) Renewable energy consumption and economic growth in newly industrialized countries: evidence from asymmetric causality test. Renew Energy 95:478–484

    Google Scholar 

  • Destek MA, Aslan A (2017) Renewable and non-renewable energy consumption and economic growth in emerging economies: evidence from bootstrap panel causality. Renew Energy 111:757–763

    Google Scholar 

  • Destek MA, Ozsoy FN (2015) Relationships between economic growth, energy consumption, globalization, urbanization and environmental degradation in Turkey. Int J Energy Stat 3:1–13

    Google Scholar 

  • Destek MA, Balli E, Manga M (2016) The relationship between CO2 emission, energy consumption, urbanization and trade openness for selected CEECs. Res World Econ 7:52–58

    Google Scholar 

  • Dickey DA, Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc 74:427–431

    Google Scholar 

  • Dickey DA, Fuller WA (1981) Likelihood ratio statistics for autoregressive time series with a unit root. Econometrica 49:1057–1072

    Google Scholar 

  • Dinda S (2004) Environmental Kuznets curve hypothesis: a survey. Ecol Econ 49:431–455

    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 

  • Dolado JJ, Lütkepohl H (1996) Making Wald tests work for cointegrated VAR systems. Econ Rev 15:369–386

    Google Scholar 

  • Elliott G, Rothenberg TJ, Stock JH (1992) Efficient tests for an autoregressive unit root (No. t0130). National Bureau of Economic Research

  • Elliott G, Rothenberg TJ, Stock JH (1996) Efficient tests for an autoregressive unit root. Econometrica 64:813–836

    Google Scholar 

  • Enders W, Jones P (2016) Grain prices, oil prices, and multiple smooth breaks in a VAR. Stud Nonlinear Dyn Econ 20:399–419

    Google Scholar 

  • Enders W, Lee J (2012) The flexible Fourier form and Dickey–Fuller type unit root tests. Econ Lett 117:196–199

    Google Scholar 

  • Engle RF, Granger CW (1987) Co-integration and error correction: representation, estimation, and testing. Econometrica 55:251–276

    Google Scholar 

  • Erdal G, Erdal H, Esengün K (2008) The causality between energy consumption and economic growth in Turkey. Energy Policy 36:3838–3842

    Google Scholar 

  • Erol U, Yu ES (1987) On the causal relationship between energy and income for industrialized countries. J Energy Dev 13:113–122

    Google Scholar 

  • Esso LJ, Keho Y (2016) Energy consumption, economic growth and carbon emissions: cointegration and causality evidence from selected African countries. Energy 114:492–497

    Google Scholar 

  • Fang Z, Chang Y (2016) Energy, human capital and economic growth in Asia Pacific countries—evidence from a panel cointegration and causality analysis. Energy Econ 56:177–184

    Google Scholar 

  • Gorus MS, Aydin M (2019) The relationship between energy consumption, economic growth, and CO2 emission in MENA countries: causality analysis in the frequency domain. Energy 168:815–822

    Google Scholar 

  • Govindaraju VC, Tang CF (2013) The dynamic links between CO2 emissions, economic growth and coal consumption in China and India. Appl Energy 104:310–318

    Google Scholar 

  • Granger CW (1969) Investigating causal relations by econometric models and cross-spectral methods. Econometrica 37:424–438

    Google Scholar 

  • Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement. Working Paper No 3914. National Bureau of Economic Research. https://www.nber.org/papers/w3914.pdf. Accessed 5 January 2020

  • Hacker RS, Hatemi-J A (2006) Tests for causality between integrated variables using asymptotic and bootstrap distributions: theory and application. Appl Econ 38:1489–1500

    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 39:144–160

    Google Scholar 

  • Hatemi-j A (2012) Asymmetric causality tests with an application. Empir Econ 43:447–456

    Google Scholar 

  • Heidari H, Katircioglu ST, Saeidpour L (2015) Economic growth, CO2 emissions, and energy consumption in the five ASEAN countries. Int J Electr Power Energy Syst 64:785–791

    Google Scholar 

  • Hwang DB, Gum B (1991) The causal relationship between energy and GNP: the case of Taiwan. J Energy Dev 16:219–226

    Google Scholar 

  • IEA (2016) International energy agency. Turkey, Energy Policies of IEA Countries https://euagenda.eu/upload/publications/untitled-53148-ea.pdf. Accessed 25 December 2019

    Google Scholar 

  • IEA (2018) International Energy Agency. https://www.iea.org/countries/turkey. Accessed 25 December 2019

  • IEA (2019) International Energy Agency. CO2 emissions from fuel combustion 2019. https://www.oecd-ilibrary.org/docserver/2a701673-en.pdf?expires=1578528668&id=id&accname=ocid177219&checksum=8A231BBBFE76E18CEFB65DCEA11F596F. Accessed 25 December 2019

  • Isiksal AZ, Samour A, Resatoglu NG (2019) Testing the impact of real interest rate, income, and energy consumption on Turkey’s CO2 emissions. Environ Sci Pollut Res 26:20219–20231

    CAS  Google Scholar 

  • Jobert T, Karanfil F (2007) Sectoral energy consumption by source and economic growth in Turkey. Energy Policy 35:5447–5456

    Google Scholar 

  • Joo YJ, Kim CS, Yoo SH (2015) Energy consumption, Co2 emission, and economic growth: evidence from Chile. Int J Green Energy 12(5):543–550

    CAS  Google Scholar 

  • Kaplan M, Ozturk I, Kalyoncu H (2011) Energy consumption and economic growth in Turkey: cointegration and causality analysis. Roman J Econ Forecast 2:31–41

    Google Scholar 

  • Karanfil F (2008) Energy consumption and economic growth revisited: does the size of unrecorded economy matter? Energy Policy 36:3029–3035

    Google Scholar 

  • Katircioglu S, Katircioglu S (2018) Testing the role of urban development in the conventional environmental Kuznets curve: evidence from Turkey. Appl Econ Lett 25:741–746

    Google Scholar 

  • Kebede S (2017) Modeling energy consumption, CO2 emissions and economic growth Nexus in Ethiopia: evidence from ARDL approach to cointegration and causality analysis. Munich Personal RePEc Archive (MPRA) 83000, https://mpra.ub.uni-muenchen.de/id/eprint/83000. Accessed 25 December 2019

  • Koengkan M, Losekann LD, Fuinhas JA (2019) The relationship between economic growth, consumption of energy, and environmental degradation: renewed evidence from Andean community nations. Environ Syst Decis 39:95–107

    Google Scholar 

  • Kraft J, Kraft A (1978) On the relationship between energy and GNP. J Energy Dev 3:401–403

    Google Scholar 

  • Kwiatkowski D, Phillips PC, 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? J Econ 54:159–178

    Google Scholar 

  • Lise W, Van Montfort K (2007) Energy consumption and GDP in Turkey: is there a co-integration relationship? Energy Econ 29:1166–1178

    Google Scholar 

  • Liu Y, Yan B, Zhou Y (2016) Urbanization, economic growth, and carbon dioxide emissions in China: a panel cointegration and causality analysis. J Geogr Sci 26:131–152

    Google Scholar 

  • Magazzino C (2015a) Economic growth, CO2 emissions and energy use in Israel. Int J Sustain Dev World Ecol 22:89–97

    Google Scholar 

  • Magazzino C (2015b) Energy consumption and GDP in Italy: cointegration and causality analysis. Environ Dev Sustain 17:137–153

    Google Scholar 

  • Magazzino C (2016a) The relationship between real GDP, CO2 emissions, and energy use in the GCC countries: a time series approach. Cogent Econ Finance 4:1–20

    Google Scholar 

  • Magazzino C (2016b) The relationship between CO2 emissions, energy consumption and economic growth in Italy. Int J Sustain Energy 35:844–857

    Google Scholar 

  • Magazzino C (2017) Economic growth, CO2 emissions and energy use in the South Caucasus and Turkey: a PVAR analyses. Int Energy J 16:53–162

    Google Scholar 

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

    Google Scholar 

  • Masih AM, Masih R (1996) Energy consumption, real income and temporal causality: results from a multi-country study based on cointegration and error-correction modelling techniques. Energy Econ 18:165–183

    Google Scholar 

  • Mbarek MB, Boukarraa B, Saidi K (2016) Role of energy consumption and economic growth in the spread of greenhouse emissions: empirical evidence from Spain. Environ Earth Sci 75:1161

    Google Scholar 

  • Menegaki AN, Tugcu CT (2017) Energy consumption and Sustainable Economic Welfare in G7 countries: a comparison with the conventional nexus. Renew Sust Energ Rev 69:892–901

    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

    CAS  Google Scholar 

  • Mohiuddin O, Asumadu-Sarkodie S, Obaidullah M (2016) The relationship between carbon dioxide emissions, energy consumption, and GDP: a recent evidence from Pakistan. Cogent Eng 3:1–16

    Google Scholar 

  • Muhammad B (2019) Energy consumption, CO2 emissions and economic growth in developed, emerging and Middle East and North Africa countries. Energy 179:232–245

    Google Scholar 

  • Mutascu M (2016) A bootstrap panel Granger causality analysis of energy consumption and economic growth in the G7 countries. Renew Sust Energ Rev 63:166–171

    Google Scholar 

  • Narayan S, Doytch N (2017) An investigation of renewable and non-renewable energy consumption and economic growth nexus using industrial and residential energy consumption. Energy Econ 68:160–176

    Google Scholar 

  • Nazlioglu S, Gormus NA, Soytas U (2016) Oil prices and real estate investment trusts (REITs): gradual-shift causality and volatility transmission analysis. Energy Econ 60:168–175

    Google Scholar 

  • Nazlioglu S, Gormus A, Soytas U (2019) Oil prices and monetary policy in emerging markets: structural shifts in causal linkages. Emerg Mark Financ Trade 55:105–117

    Google Scholar 

  • Nyasha S, Gwenhure Y, Odhiambo NM (2018) Energy consumption and economic growth in Ethiopia: a dynamic causal linkage. Energy & Environment 29:1393–1412

    Google Scholar 

  • Ocal O, Aslan A (2013) Renewable energy consumption–economic growth nexus in Turkey. Renew Sust Energ Rev 28:494–499

    Google Scholar 

  • Ocal O, Ozturk I, Aslan A (2013) Coal consumption and economic growth in Turkey. Int J Energy Econ Policy 3:193–198

    Google Scholar 

  • Odhiambo NM (2009) Energy consumption and economic growth nexus in Tanzania: an ARDL bounds testing approach. Energy Policy 37:617–622

    Google Scholar 

  • Omay RE (2013) The relationship between environment and income: regression spline approach. Int J Energy Econ Policy 3:52–61

    Google Scholar 

  • Omri A (2013) CO2 emissions, energy consumption and economic growth nexus in MENA countries: evidence from simultaneous equations models. Energy Econ 40:657–664

    Google Scholar 

  • Ozcan B (2013) The nexus between carbon emissions, energy consumption and economic growth in Middle East countries: a panel data analysis. Energy Policy 62:1138–1147

    Google Scholar 

  • Ozcan B, Apergis N, Shahbaz M (2018) A revisit of the environmental Kuznets curve hypothesis for Turkey: new evidence from bootstrap rolling window causality. Environ Sci Pollut Res 25:32381–32394

    Google Scholar 

  • Ozcan B, Tzeremes PG, Tzeremes NG (2020) Energy consumption, economic growth and environmental degradation in OECD countries. Econ Model 84:203–213

    Google Scholar 

  • Ozokcu S, Ozdemir O (2017) Economic growth, energy, and environmental Kuznets curve. Renew Sust Energ Rev 72:639–647

    Google Scholar 

  • Ozturk I, Acaravci A (2010) CO2 emissions, energy consumption and economic growth in Turkey. Renew Sust Energ Rev 14:3220–3225

    Google Scholar 

  • Ozturk I, Acaravci A (2011) Electricity consumption and real GDP causality nexus: evidence from ARDL bounds testing approach for 11 MENA countries. Appl Energy 88:2885–2892

    Google Scholar 

  • Ozturk I, Kaplan M, Kalyoncu H (2013) The causal relationship between energy consumption and GDP in Turkey. Energy & Environment 24:727–734

    Google Scholar 

  • Pao HT, Chen CC (2019) Decoupling strategies: CO2 emissions, energy resources, and economic growth in the Group of Twenty. J Clean Prod 206:907–919

    CAS  Google Scholar 

  • Pao HT, Tsai CM (2010) CO2 emissions, energy consumption and economic growth in BRIC countries. Energy Policy 38:7850–7860

    Google Scholar 

  • Pao HT, Yu HC, Yang YH (2011) Modeling the CO2 emissions, energy use, and economic growth in Russia. Energy 36:5094–5100

    Google Scholar 

  • Pata UK (2018) Renewable energy consumption, urbanization, financial development, income and CO2 emissions in Turkey: testing EKC hypothesis with structural breaks. J Clean Prod 187:770–779

    Google Scholar 

  • Payne JE (2009) On the dynamics of energy consumption and output in the US. Appl Energy 86:575–577

    Google Scholar 

  • Rahman MM, Mamun SAK (2016) Energy use, international trade and economic growth nexus in Australia: new evidence from an extended growth model. Renew Sust Energ Rev 64:806–816

    Google Scholar 

  • Rahman MM, Velayutham E (2020) Renewable and non-renewable energy consumption-economic growth nexus: new evidence from South Asia. Renew Energy 147:399–408

    Google Scholar 

  • Richmond AK, Kaufmann RK (2006) Is there a turning point in the relationship between income and energy use and/or carbon emissions? Ecol Econ 56:176–189

    Google Scholar 

  • Rodrigues PM, Robert Taylor AM (2012) The flexible Fourier form and local generalized least squares de-trended unit root tests. Oxf Bull Econ Stat 74:736–759

    Google Scholar 

  • Rodríguez-Caballero CV, Ventosa-Santaulària D (2017) Energy-growth long-term relationship under structural breaks. Evidence from Canada, 17 Latin American economies and the USA. Energy Econ 61:121–134

    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

    Google Scholar 

  • Saidi K, Hammami S (2015a) The impact of CO2 emissions and economic growth on energy consumption in 58 countries. Energy Rep 1:62–70

    Google Scholar 

  • Saidi K, Hammami S (2015b) The impact of energy consumption and CO2 emissions on economic growth: fresh evidence from dynamic simultaneous-equations models. Sustain Cities Soc 14:178–186

    Google Scholar 

  • Saidi K, Rahman MM, Amamri M (2017) The causal nexus between economic growth and energy consumption: new evidence from global panel of 53 countries. Sustain Cities Soc 33:45–56

    Google Scholar 

  • Sen S, Uzunoz M (2017) Is economic growth sensitive to oil consumption shocks in Turkey? Energy Sources, Part B: Econ Plann Policy 12:70–76

    Google Scholar 

  • Sengul S, Tuncer I (2006) Turkiye’de enerji tuketimi ve ekonomik buyume: 1960-2000. Iktisat Isletme ve Finans 21:69–80

    Google Scholar 

  • Shahbaz M, Feridun M (2012) Electricity consumption and economic growth empirical evidence from Pakistan. Qual Quant 46:1583–1599

    Google Scholar 

  • Shahbaz M, Lean HH, Shabbir MS (2012) Environmental Kuznets curve hypothesis in Pakistan: cointegration and Granger causality. Renew Sust Energ Rev 16:2947–2953

    Google Scholar 

  • Shahbaz M, Mahalik MK, Shah SH, Sato JR (2016) Time-varying analysis of CO2 emissions, energy consumption, and economic growth nexus: statistical experience in next 11 countries. Energy Policy 98:33–48

    Google Scholar 

  • Shahbaz M, Zakaria M, Shahzad SJH, Mahalik MK (2018) The energy consumption and economic growth nexus in top ten energy-consuming countries: fresh evidence from using the quantile-on-quantile approach. Energy Econ 71:282–301

    Google Scholar 

  • Sims CA (1972) Money, income, and causality. Am Econ Rev 62:540–552

    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

    Google Scholar 

  • Soytas U, Sari R (2003) Energy consumption and GDP: causality relationship in G-7 countries and emerging markets. Energy Econ 25:33–37

    Google Scholar 

  • Soytas U, Sari R (2009) Energy consumption, economic growth, and carbon emissions: challenges faced by an EU candidate member. Ecol Econ 68:1667–1675

    Google Scholar 

  • Soytas U, Sari R, Ewing BT (2007) Energy consumption, income, and carbon emissions in the United States. Ecol Econ 62:482–489

    Google Scholar 

  • Stern DI (2000) A multivariate cointegration analysis of the role of energy in the US macroeconomy. Energy Econ 22:267–283

    Google Scholar 

  • Stern DI (2004) The rise and fall of the environmental Kuznets curve. World Dev 32:1419–1439

    Google Scholar 

  • Sulaiman C, Abdul-Rahim AS (2017) The relationship between CO2 emission, energy consumption and economic growth in Malaysia: a three-way linkage approach. Environ Sci Pollut Res 24:25204–25220

    Google Scholar 

  • Tan SH, Hong M (2018) Carbon emissions, energy consumption and economic growth in ASEAN: a dynamic heterogeneous panel approach. Glob Bus Manag Res 10:280–292

    Google Scholar 

  • Tang CF, Tan BW, Ozturk I (2016) Energy consumption and economic growth in Vietnam. Renew Sust Energ Rev 54:1506–1514

    Google Scholar 

  • Tiba S, Omri A (2017) Literature survey on the relationships between energy, environment and economic growth. Renew Sust Energ Rev 69:1129–1146

    Google Scholar 

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

    Google Scholar 

  • Wang SS, Zhou DQ, Zhou P, Wang QW (2011) CO2 emissions, energy consumption and economic growth in China: a panel data analysis. Energy Policy 39:4870–4875

    Google Scholar 

  • Wang S, Li Q, Fang C, Zhou C (2016) The relationship between economic growth, energy consumption, and CO2 emissions: empirical evidence from China. Sci Total Environ 542:360–371

    CAS  Google Scholar 

  • Wolde-Rufael Y (2004) Disaggregated industrial energy consumption and GDP: the case of Shanghai, 1952–1999. Energy Econ 26:69–75

    Google Scholar 

  • Yildirim E, Sukruoglu D, Aslan A (2014) Energy consumption and economic growth in the next 11 countries: the bootstrapped autoregressive metric causality approach. Energy Econ 44:14–21

    Google Scholar 

  • Yu ESH, Choi JY (1985) The causal relationship between energy and GNP: an international comparison. J Energy Dev 10:249–272

    Google Scholar 

  • Yu ESH, Hwang BK (1984) The relationship between energy and GNP: further results. Energy Econ 6:186–190

    Google Scholar 

  • Zhang XP, Cheng XM (2009) Energy consumption, carbon emissions, and economic growth in China. Ecol Econ 68:2706–2712

    Google Scholar 

  • Zhang C, Zhao W (2014) Panel estimation for income inequality and CO2 emissions: a regional analysis in China. Appl Energy 136:382–392

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Esra Balli.

Additional information

Editorial Responsibility: Nicholas Apergis

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Balli, E., Nugent, J.B., Coskun, N. et al. The relationship between energy consumption, CO2 emissions, and economic growth in Turkey: evidence from Fourier approximation. Environ Sci Pollut Res 27, 44148–44164 (2020). https://doi.org/10.1007/s11356-020-10254-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-020-10254-9

Keywords

Navigation