Investigating the impacts of energy consumption, real GDP, tourism and trade on CO2 emissions by accounting for cross-sectional dependence: A panel study of OECD countries

The objective of this study is to analyse the long-run dynamic relationship of carbon dioxide emissions, real gross domestic product (GDP), the square of real GDP, energy consumption, trade and tourism under an Environmental Kuznets Curve (EKC) model for the Organization for Economic Co-operation and Development (OECD) member countries. Since we find the presence of cross-sectional dependence within the panel time-series data, we apply second-generation unit root tests, cointegration test and causality test which can deal with cross-sectional dependence problems. The cross-sectionally augmented Dickey-Fuller (CADF) and the cross-sectionally augmented Im-Pesaran-Shin (CIPS) unit root tests indicate that the analysed variables become stationary at their first differences. The Lagrange multiplier bootstrap panel cointegration test shows the existence of a long-run relationship between the analysed variables. The dynamic ordinary least squares (DOLS) estimation technique indicates that energy consumption and tourism contribute to the levels of gas emissions, while increases in trade lead to environmental improvements. In addition, the EKC hypothesis cannot be supported as the sign of coefficients on GDP and GDP2 is negative and positive, respectively. Moreover, the Dumitrescu–Hurlin causality tests exploit a variety of causal relationship between the analysed variables. The OECD countries are suggested to invest in improving energy efficiency, regulate necessary environmental protection policies for tourism sector in specific and promote trading activities through several types of encouragement act.

[1]  J. Ang CO2 emissions, energy consumption, and output in France , 2007 .

[2]  Tourism development and economic growth: a panel Granger causality analysis in the frequency domain , 2017 .

[3]  Carmelo J. León,et al.  CO2 Emissions and tourism in developed and less developed countries , 2014 .

[4]  S. Mahdavi,et al.  Fiscal stringency and fiscal sustainability: Panel evidence from the American state and local governments , 2011 .

[5]  Russell Smyth,et al.  A panel cointegration analysis of the demand for oil in the Middle East , 2007 .

[6]  Kenneth Wilson,et al.  Causality between trade and tourism: empirical evidence from China , 2001 .

[7]  I. Ozturk,et al.  CO2 emissions, energy consumption and economic growth in Turkey , 2010 .

[8]  Rangan Gupta,et al.  Time-varying linkages between tourism receipts and economic growth in South Africa , 2014 .

[9]  B. Saboori,et al.  Investigating the environmental Kuznets curve hypothesis in Vietnam , 2015 .

[10]  Jung Wan Lee,et al.  Investigating the influence of tourism on economic growth and carbon emissions: Evidence from panel analysis of the European Union , 2013 .

[11]  M. Pesaran General diagnostic tests for cross-sectional dependence in panels , 2004, Empirical Economics.

[12]  Pendo Kivyiro,et al.  Carbon dioxide emissions, energy consumption, economic growth, and foreign direct investment: Causality analysis for Sub-Saharan Africa , 2014 .

[13]  Demetrios Moschos,et al.  Financial Development and Economic Activity in Advanced and Developing Open Economies: Evidence from Panel Cointegration , 2015 .

[14]  Zhenyan Zhu,et al.  Economic growth and energy consumption revisited — Evidence from linear and nonlinear Granger causality , 2008 .

[15]  Anis Omri Co2 Emissions, Energy Consumption and Economic Growth Nexus in MENA Countries: Evidence from Simultaneous Equations Models , 2013 .

[16]  Shaun S. Wang,et al.  CO2 emissions, energy consumption and economic growth in China: A panel data analysis , 2011 .

[17]  Hyun Jeong Kim,et al.  Tourism expansion and economic development: The case of Taiwan , 2005, Tourism Management.

[18]  C. Kao,et al.  On the Estimation and Inference of a Cointegrated Regression in Panel Data , 1997 .

[19]  Taehoon Hong,et al.  Analysis of South Korea’s economic growth, carbon dioxide emission, and energy consumption using the Markov switching model , 2013 .

[20]  A. Jalil,et al.  Environment Kuznets curve for CO2 emissions: A cointegration analysis for China , 2009 .

[21]  J. Pérez-Rodríguez,et al.  Tourism and trade in OECD countries. A dynamic heterogeneous panel data analysis , 2011 .

[22]  B. Ewing,et al.  Energy consumption, income, and carbon emissions in the United States , 2007 .

[23]  N. Yavuz,et al.  CO2 Emission, Energy Consumption, and Economic Growth for Turkey: Evidence from a Cointegration Test With a Structural Break , 2014 .

[24]  N. Apergis,et al.  Causality between energy consumption and GDP in the U.S.: evidence from wavelet analysis , 2013, Frontiers in Energy.

[25]  Brantley Liddle,et al.  Revisiting Energy Consumption and GDP Causality: Importance of a Priori Hypothesis Testing, Disaggregated Data, and Heterogeneous Panels , 2015 .

[26]  Ramazan Sarı,et al.  Energy consumption, economic growth, and carbon emissions: Challenges faced by an EU candidate member , 2009 .

[27]  Nikolaos Dritsakis Tourism as a Long-Run Economic Growth Factor: An Empirical Investigation for Greece Using Causality Analysis , 2004 .

[28]  Jacint Balaguer,et al.  Tourism as a long-run economic growth factor: the Spanish case , 2002 .

[29]  Stefan Gössling,et al.  National emissions from tourism: an overlooked policy challenge? , 2013 .

[30]  María Santana-Gallego,et al.  Does a Common Currency Promote Countries Growth Via Trade and Tourism? , 2010 .

[31]  E. Dumitrescu,et al.  Testing for Granger Non-causality in Heterogeneous Panels , 2012 .

[32]  C. Rault,et al.  CO2 emissions, output, energy consumption, and trade in Tunisia , 2014 .

[33]  Anis Omri,et al.  Financial Development, Environmental Quality, Trade and Economic Growth: What Causes What in MENA Countries , 2015, SSRN Electronic Journal.

[34]  L. Altınay,et al.  Revisiting the environmental Kuznets curve hypothesis in a tourism development context , 2015, Environmental Science and Pollution Research.

[35]  Duane Chapman,et al.  Economic growth, trade and energy: implications for the environmental Kuznets curve , 1998 .

[36]  Sakiru Adebola Solarin,et al.  Tourist arrivals and macroeconomic determinants of CO2 emissions in Malaysia , 2014 .

[37]  Salah Abosedra,et al.  The impacts of tourism, energy consumption and political instability on economic growth in the MENA countries , 2014 .

[38]  I. Ozturk A literature survey on energy–growth nexus , 2010 .

[39]  Aviral Kumar Tiwari,et al.  The environmental Kuzents Curve and the role of coal consumption in India: cointegration and causality analysis in an open economy , 2012 .

[40]  B. Saboori,et al.  Economic growth, energy consumption and CO2 emissions in OECD (Organization for Economic Co-operation and Development)'s transport sector: A fully modified bi-directional relationship approach , 2014 .

[41]  Ferda Halicioğlu,et al.  An econometric study of CO2 emissions, energy consumption, income and foreign trade in Turkey , 2009 .

[42]  Mete Feridun,et al.  Estimating tourism-induced energy consumption and CO2 emissions: The case of Cyprus , 2014 .

[43]  James B. Ang,et al.  Economic development, pollutant emissions and energy consumption in Malaysia , 2008 .

[44]  Rex S. Toh,et al.  Tourism and Trade: Cointegration and Granger Causality Tests , 2005 .

[45]  H. Lean,et al.  Co2 Emissions, Electricity Consumption And Output In Asean , 2010 .

[46]  M. Pablo-Romero,et al.  Tourism and economic growth: A review of empirical literature , 2013 .

[47]  M. Nasir,et al.  Environmental Kuznets Curve for carbon emissions in Pakistan: An empirical investigation , 2011 .

[48]  C. Tang,et al.  The impacts of transport energy consumption, foreign direct investment and income on CO2 emissions in ASEAN-5 economies , 2013 .

[49]  Ilhan Ozturk,et al.  Causal relationship between CO2 emissions, real GDP, energy consumption, financial development, trade openness, and urbanization in Tunisia , 2015, Environmental Science and Pollution Research.

[50]  António Afonso,et al.  Short- and long-run behaviour of long-term sovereign bond yields , 2010 .

[51]  Hsiao-Tien Pao,et al.  Multivariate Granger causality between CO2 emissions, energy consumption, FDI (foreign direct investment) and GDP (gross domestic product): Evidence from a panel of BRIC (Brazil, Russian Federation, India, and China) countries , 2011 .

[52]  E. Osabuohien,et al.  Beyond the Environmental Kuznets Curve in Africa: Evidence from Panel Cointegration , 2014 .

[53]  S. Muhammad,et al.  Environmental Kuznets Curve in an Open Economy: A Bounds Testing and Causality Analysis for Tunisia , 2014 .

[54]  Chi-Ok Oh,et al.  The contribution of tourism development to economic growth in the Korean economy , 2005 .

[55]  Ekrem Erdem,et al.  Exchange rate uncertainty and agricultural trade: panel cointegration analysis for Turkey: E. Erdem et al. / Agricultural Economics xx (2010) 1-7 , 2010 .

[56]  S. Katircioğlu,et al.  Testing the tourism-induced EKC hypothesis: The case of Singapore , 2014 .

[57]  Joakim Westerlund,et al.  A panel bootstrap cointegration test , 2007 .

[58]  A. Aslan Does tourism cause growth? Evidence from Turkey , 2016 .

[59]  Adnan Kasman,et al.  CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: A panel data analysis , 2015 .

[60]  Reetu Verma,et al.  CO2 emissions, energy consumption, trade and income: A comparative analysis of China and India , 2012 .

[61]  Ertuğrul Yıldırım,et al.  Energy consumption and economic growth in the USA: Evidence from renewable energy , 2012 .

[62]  Zeynel Abidin Ozdemir,et al.  Time-varying linkages between tourism receipts and economic growth in a small open economy , 2011 .

[63]  Peter Pedroni,et al.  Purchasing Power Parity Tests in Cointegrated Panels , 2001, Review of Economics and Statistics.

[64]  Sajal Ghosh,et al.  Environmental Kuznet’s curve for India: Evidence from tests for cointegration with unknown structuralbreaks , 2013 .

[65]  M. Pesaran A Simple Panel Unit Root Test in the Presence of Cross Section Dependence , 2003 .

[66]  Harry Bloch,et al.  Economic growth with coal, oil and renewable energy consumption in China: Prospects for fuel substitution , 2015 .

[67]  Chu Wei,et al.  Economic development and carbon dioxide emissions in China: Provincial panel data analysis , 2012 .

[68]  Chihwa Kao,et al.  Key Words and Phrases: LBUI test; LM test. , 2022 .

[69]  Atef Saad Alshehry,et al.  Energy consumption, carbon dioxide emissions and economic growth: The case of Saudi Arabia , 2014 .

[70]  S. Katircioğlu,et al.  International tourism, energy consumption, and environmental pollution: The case of Turkey , 2014 .

[71]  Eyup Dogan,et al.  The relationship between economic growth and electricity consumption from renewable and non-renewable sources: A study of Turkey , 2015 .

[72]  Eyup Dogan,et al.  CO2 emissions, real output, energy consumption, trade, urbanization and financial development: testing the EKC hypothesis for the USA , 2015, Environmental Science and Pollution Research.

[73]  Jorge V. Pérez-Rodríguez,et al.  Testing dependence between GDP and tourism's growth rates , 2015 .

[74]  Gwanghoon Lee LONG RUN EQUILIBRIUM RELATIONSHIP BETWEEN INWARD FDI AND PRODUCTIVITY , 2007 .

[75]  H. Hamdi,et al.  A contribution of foreign direct investment, clean energy, trade openness, carbon emissions and economic growth to energy demand in UAE , 2013 .

[76]  H. M’henni,et al.  Energy Consumption, Economic Growth and CO2 Emissions in Middle East and North African Countries , 2012, SSRN Electronic Journal.