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Testing Non-Linear Nexus between Service Sector and CO 2 Emissions in Pakistan

Author

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  • Shujahat Haider Hashmi

    (School of Economics, Huazhong University of Science and Technology, Wuhan 430074, China)

  • Fan Hongzhong

    (School of Economics, Huazhong University of Science and Technology, Wuhan 430074, China)

  • Zeeshan Fareed

    (School of Business, Huzhou University, Huzhou 313000, China)

  • Roksana Bannya

    (Department of Environmental Science and Resource Management, Mawlana Bhashani Science and Technology University, Santosh, Tangail 1902, Bangladesh)

Abstract

Our pioneer study is aimed at investigating the role of the service sector in affecting sustainable environment in Pakistan. Using time series data over 1971–2014 and applying an autoregressive distributive lag (ARDL) model with structural break analysis, we establish a long-term equilibrium relationship of carbon dioxide (CO 2 ) emissions with energy consumption, income level, services and trade openness. Our findings support a service-induced environmental Kuznets curve (EKC) hypothesis in Pakistan. The income level sharply raises environmental degradation at the early stage; however, after reaching a certain threshold, it improves environmental quality but at a lower rate. There exists an inverted U-shaped nexus between services and CO 2 emissions, which implies that the service sector is less energy-intensive in terms of mitigating pollution in Pakistan. Moreover, the energy consumption has an inverted U-shaped effect on carbon emissions, which implies energy efficiencies and adoption of renewable energy has reduced pollution in the long run. The trade openness increases CO 2 emissions in both the short term and long term. The quadratic term of income level has a negatively inelastic impact on CO 2 emissions, which implies a very slow rate of improvement in environmental quality. On the other hand, the quadratic term of services shows a highly elastic impact on pollution, which induces the EKC hypothesis. Our robustness checks such as fully modified ordinary least squares (FMOLS), dynamic ordinary least squares (OLS), and Toda and Yamamoto (TY) causality tests further confirm the existence of the service-induced EKC hypothesis in Pakistan. Moreover, there exists a unidirectional causality from energy consumption to CO 2 emissions, a bidirectional causal relationship between economic growth and CO 2 emissions, and a unidirectional causal linkage between services and CO 2 emissions. Lastly, we discuss certain policy implications for designing appropriate environmental and energy policies to mitigate the pollution in Pakistan.

Suggested Citation

  • Shujahat Haider Hashmi & Fan Hongzhong & Zeeshan Fareed & Roksana Bannya, 2020. "Testing Non-Linear Nexus between Service Sector and CO 2 Emissions in Pakistan," Energies, MDPI, vol. 13(3), pages 1-29, January.
  • Handle: RePEc:gam:jeners:v:13:y:2020:i:3:p:526-:d:311488
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    as
    1. Han, Xiaoli & Chatterjee, Lata, 1997. "Impacts of growth and structural change on CO2 emissions of developing countries," World Development, Elsevier, vol. 25(3), pages 395-407, March.
    2. Rahman, Mohammad Mafizur & Kashem, Mohammad Abul, 2017. "Carbon emissions, energy consumption and industrial growth in Bangladesh: Empirical evidence from ARDL cointegration and Granger causality analysis," Energy Policy, Elsevier, vol. 110(C), pages 600-608.
    3. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    4. Kaika, Dimitra & Zervas, Efthimios, 2013. "The Environmental Kuznets Curve (EKC) theory—Part A: Concept, causes and the CO2 emissions case," Energy Policy, Elsevier, vol. 62(C), pages 1392-1402.
    5. Bilgili, Faik & Ozturk, Ilhan, 2015. "Biomass energy and economic growth nexus in G7 countries: Evidence from dynamic panel data," Renewable and Sustainable Energy Reviews, Elsevier, vol. 49(C), pages 132-138.
    6. Stock, James H & Watson, Mark W, 1993. "A Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems," Econometrica, Econometric Society, vol. 61(4), pages 783-820, July.
    7. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    8. Song, Tao & Zheng, Tingguo & Tong, Lianjun, 2008. "An empirical test of the environmental Kuznets curve in China: A panel cointegration approach," China Economic Review, Elsevier, vol. 19(3), pages 381-392, September.
    9. Simone Marsiglio & Alberto Ansuategi & Maria Carmen Gallastegui, 2016. "The Environmental Kuznets Curve and the Structural Change Hypothesis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 63(2), pages 265-288, February.
    10. Sarkodie, Samuel Asumadu & Ozturk, Ilhan, 2020. "Investigating the Environmental Kuznets Curve hypothesis in Kenya: A multivariate analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 117(C).
    11. Ayaz Ahmed & Henna Ahsan, 2011. "Contribution of Services Sector in the Economy of Pakistan," Working Papers id:4673, eSocialSciences.
    12. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    13. Hongbo Liu & Hanho Kim & Shuanglu Liang & Oh-Sang Kwon, 2018. "Export Diversification and Ecological Footprint: A Comparative Study on EKC Theory among Korea, Japan, and China," Sustainability, MDPI, vol. 10(10), pages 1-12, October.
    14. Masih, Rumi & Masih, Abul M. M., 1996. "Stock-Watson dynamic OLS (DOLS) and error-correction modelling approaches to estimating long- and short-run elasticities in a demand function: new evidence and methodological implications from an appl," Energy Economics, Elsevier, vol. 18(4), pages 315-334, October.
    15. Chen, Shiyi & Jefferson, Gary H. & Zhang, Jun, 2011. "Structural change, productivity growth and industrial transformation in China," China Economic Review, Elsevier, vol. 22(1), pages 133-150, March.
    16. Jushan Bai & Pierre Perron, 1998. "Estimating and Testing Linear Models with Multiple Structural Changes," Econometrica, Econometric Society, vol. 66(1), pages 47-78, January.
    17. Diakoulaki, D. & Mandaraka, M., 2007. "Decomposition analysis for assessing the progress in decoupling industrial growth from CO2 emissions in the EU manufacturing sector," Energy Economics, Elsevier, vol. 29(4), pages 636-664, July.
    18. Onafowora, Olugbenga A. & Owoye, Oluwole, 2014. "Bounds testing approach to analysis of the environment Kuznets curve hypothesis," Energy Economics, Elsevier, vol. 44(C), pages 47-62.
    19. Vicente Esteve & Francisco Requena, 2006. "A Cointegration Analysis of Car Advertising and Sales Data in the Presence of Structural Change," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 13(1), pages 111-128.
    20. Alonso-Carrera, Jaime & Raurich, Xavier, 2015. "Demand-based structural change and balanced economic growth," Journal of Macroeconomics, Elsevier, vol. 46(C), pages 359-374.
    21. Zaman, Khalid & Moemen, Mitwali Abd-el., 2017. "Energy consumption, carbon dioxide emissions and economic development: Evaluating alternative and plausible environmental hypothesis for sustainable growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 1119-1130.
    22. Hanif, Imran & Faraz Raza, Syed Muhammad & Gago-de-Santos, Pilar & Abbas, Qaiser, 2019. "Fossil fuels, foreign direct investment, and economic growth have triggered CO2 emissions in emerging Asian economies: Some empirical evidence," Energy, Elsevier, vol. 171(C), pages 493-501.
    23. Zoundi, Zakaria, 2017. "CO2 emissions, renewable energy and the Environmental Kuznets Curve, a panel cointegration approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 1067-1075.
    24. Roca, Jordi & Padilla, Emilio & Farre, Mariona & Galletto, Vittorio, 2001. "Economic growth and atmospheric pollution in Spain: discussing the environmental Kuznets curve hypothesis," Ecological Economics, Elsevier, vol. 39(1), pages 85-99, October.
    25. Acheampong, Alex O., 2018. "Economic growth, CO2 emissions and energy consumption: What causes what and where?," Energy Economics, Elsevier, vol. 74(C), pages 677-692.
    26. Lee, Chien-Chiang & Chiu, Yi-Bin & Sun, Chia-Hung, 2010. "The environmental Kuznets curve hypothesis for water pollution: Do regions matter?," Energy Policy, Elsevier, vol. 38(1), pages 12-23, January.
    27. Nepal, Rabindra & Paija, Nirash, 2019. "A multivariate time series analysis of energy consumption, real output and pollutant emissions in a developing economy: New evidence from Nepal," Economic Modelling, Elsevier, vol. 77(C), pages 164-173.
    28. Yang, Lin & Yang, Yuantao & Zhang, Xian & Tang, Kai, 2018. "Whether China's industrial sectors make efforts to reduce CO2 emissions from production? - A decomposed decoupling analysis," Energy, Elsevier, vol. 160(C), pages 796-809.
    29. Setareh KATIRCIOGLU, 2017. "Investigating the Role of Oil Prices in the Conventional EKC Model: Evidence from Turkey," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 7(5), pages 498-508.
    30. Massimiliano Mazzanti & Anna Montini & Roberto Zoboli, 2009. "Municipal waste generation and the EKC hypothesis new evidence exploiting province-based panel data," Applied Economics Letters, Taylor & Francis Journals, vol. 16(7), pages 719-725.
    31. Lantz, V. & Feng, Q., 2006. "Assessing income, population, and technology impacts on CO2 emissions in Canada: Where's the EKC?," Ecological Economics, Elsevier, vol. 57(2), pages 229-238, May.
    32. Danesh Miah, Md. & Farhad Hossain Masum, Md. & Koike, Masao, 2010. "Global observation of EKC hypothesis for CO2, SOx and NOx emission: A policy understanding for climate change mitigation in Bangladesh," Energy Policy, Elsevier, vol. 38(8), pages 4643-4651, August.
    33. Alshehry, Atef Saad & Belloumi, Mounir, 2017. "Study of the environmental Kuznets curve for transport carbon dioxide emissions in Saudi Arabia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 1339-1347.
    34. Ahmad, Najid & Du, Liangsheng, 2017. "Effects of energy production and CO2 emissions on economic growth in Iran: ARDL approach," Energy, Elsevier, vol. 123(C), pages 521-537.
    35. Hocaoglu, Fatih Onur & Karanfil, Fatih, 2011. "Examining the link between carbon dioxide emissions and the share of industry in GDP: Modeling and testing for the G-7 countries," Energy Policy, Elsevier, vol. 39(6), pages 3612-3620, June.
    36. José M. Cansino & Rocio Román-Collado & Juan C. Molina, 2019. "Quality of Institutions, Technological Progress, and Pollution Havens in Latin America. An Analysis of the Environmental Kuznets Curve Hypothesis," Sustainability, MDPI, vol. 11(13), pages 1-20, July.
    37. Liang, Wei & Gan, Ting & Zhang, Wei, 2019. "Dynamic evolution of characteristics and decomposition of factors influencing industrial carbon dioxide emissions in China: 1991–2015," Structural Change and Economic Dynamics, Elsevier, vol. 49(C), pages 93-106.
    38. Shahbaz, Muhammad & Lean, Hooi Hooi & Shabbir, Muhammad Shahbaz, 2012. "Environmental Kuznets Curve hypothesis in Pakistan: Cointegration and Granger causality," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 2947-2953.
    39. Khalid M. Kisswani & Arezou Harraf & Amjad M. Kisswani, 2019. "Revisiting the environmental kuznets curve hypothesis: evidence from the ASEAN-5 countries with structural breaks," Applied Economics, Taylor & Francis Journals, vol. 51(17), pages 1855-1868, April.
    40. Rashid Gill, Abid & Viswanathan, Kuperan K. & Hassan, Sallahuddin, 2018. "The Environmental Kuznets Curve (EKC) and the environmental problem of the day," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 1636-1642.
    41. Setareh KATIRCIOGLU, 2017. "Investigating the Role of Oil Prices in the Conventional EKC Model: Evidence from Turkey," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 7(5), pages 498-508, May.
    42. Piaggio, Matías & Alcántara, Vicent & Padilla, Emilio, 2015. "The materiality of the immaterial," Ecological Economics, Elsevier, vol. 110(C), pages 1-10.
    43. Nicholas Kaldor, 1961. "Capital Accumulation and Economic Growth," International Economic Association Series, in: D. C. Hague (ed.), The Theory of Capital, chapter 0, pages 177-222, Palgrave Macmillan.
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