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Sustainability, Natural Gas Consumption, and Environmental Pollution in the Period of Industry 4.0 in Turkey: MS-Granger Causality and Fourier Granger Causality Analysis

Author

Listed:
  • Melike E. Bildirici

    (Faculty of Economics and Administrative Studies, Davutpaşa Campus, Yıldız Technical University, Esenler, İstanbul 34220, Turkey)

  • Sema Yılmaz Genç

    (Faculty of Economics and Administrative Studies, Davutpaşa Campus, Yıldız Technical University, Esenler, İstanbul 34220, Turkey)

  • Salih Boztuna

    (Social Science Institute, Davutpaşa Campus, Yıldız Technical University, Esenler, İstanbul 34220, Turkey)

Abstract

The effects of environmental pollution and Industry 4.0 on a sustainable environment are the main topic of this study, which may be regarded as a complement to the literature on energy and the environment. The paper aims to investigate the relation between Industry 4.0 (I4.0) and environmental sustainability, which is very important for policymakers, practitioners, and company executives in the period of Industry 4.0 in Turkey. To this end, natural gas consumption and technology patents as control variables of Industry 4.0, in addition to the variables of environmental pollution and economic growth, were selected during the period of 1988 to 2022 using Markov switching VAR (MS-VAR), Markov switching Granger causality (MS-GC), Fourier VAR (FVAR), and Granger causality (FGC) techniques. The reason for covering the period starting in 1988 is its recognition as the beginning of the Industry 4.0 era with AutoIDLab in 1988. According to the causality results, there was unidirectional causality running from technology patents to environmental pollution in the results of both MS-GC and FGC. However, the directions of causality between natural gas consumption and environmental pollution, and between economic growth and environmental pollution differed between regimes in the MS-GC model. Bidirectional causality was determined between economic growth and environmental pollution in the first MS-GC regime. However, in the second regime, unidirectional causality from economic growth to environmental pollution was determined. The causality direction determined by Fourier causality gave the same result with the second regime. A similar finding was observed in the direction of causality between natural gas consumption and CO 2 emissions. While MS-GC determined unidirectional causality from natural gas consumption to environmental pollution in the first regime, a bidirectional causality result between GC and environmental pollution was determined in the second regime. The FGC result was similar to the second regime result. And lastly, the MS-GC and FGC methods determined unidirectional causality from Industry 4.0 to environmental pollution.

Suggested Citation

  • Melike E. Bildirici & Sema Yılmaz Genç & Salih Boztuna, 2023. "Sustainability, Natural Gas Consumption, and Environmental Pollution in the Period of Industry 4.0 in Turkey: MS-Granger Causality and Fourier Granger Causality Analysis," Sustainability, MDPI, vol. 15(13), pages 1-14, July.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:13:p:10742-:d:1189411
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    References listed on IDEAS

    as
    1. Azam, Anam & Rafiq, Muhammad & Shafique, Muhammad & Zhang, Haonan & Yuan, Jiahai, 2021. "Analyzing the effect of natural gas, nuclear energy and renewable energy on GDP and carbon emissions: A multi-variate panel data analysis," Energy, Elsevier, vol. 219(C).
    2. Firouz Fallahi & Gabriel Rodríguez, 2007. "Using Markov-Switching Models to Identify the Link between Unemployment and Criminality," Working Papers 0701E, University of Ottawa, Department of Economics.
    3. Zamani, Mehrzad, 2007. "Energy consumption and economic activities in Iran," Energy Economics, Elsevier, vol. 29(6), pages 1135-1140, November.
    4. Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-384, March.
    5. Solarin, Sakiru Adebola & Shahbaz, Muhammad, 2013. "Trivariate causality between economic growth, urbanisation and electricity consumption in Angola: Cointegration and causality analysis," Energy Policy, Elsevier, vol. 60(C), pages 876-884.
    6. Kum, Hakan & Ocal, Oguz & Aslan, Alper, 2012. "The relationship among natural gas energy consumption, capital and economic growth: Bootstrap-corrected causality tests from G-7 countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 2361-2365.
    7. Furuoka, Fumitaka, 2016. "Natural gas consumption and economic development in China and Japan: An empirical examination of the Asian context," Renewable and Sustainable Energy Reviews, Elsevier, vol. 56(C), pages 100-115.
    8. Apergis, Nicholas & Payne, James E., 2010. "Natural gas consumption and economic growth: A panel investigation of 67 countries," Applied Energy, Elsevier, vol. 87(8), pages 2759-2763, August.
    9. Bildirici, Melike E. & Bakirtas, Tahsin, 2014. "The relationship among oil, natural gas and coal consumption and economic growth in BRICTS (Brazil, Russian, India, China, Turkey and South Africa) countries," Energy, Elsevier, vol. 65(C), pages 134-144.
    10. Fallahi, Firouz, 2011. "Causal relationship between energy consumption (EC) and GDP: A Markov-switching (MS) causality," Energy, Elsevier, vol. 36(7), pages 4165-4170.
    11. Galadima, Mukhtar Danladi & Aminu, Abubakar Wambai, 2020. "Nonlinear unit root and nonlinear causality in natural gas - economic growth nexus: Evidence from Nigeria," Energy, Elsevier, vol. 190(C).
    12. Lee, Chien-Chiang & Chang, Chun-Ping, 2005. "Structural breaks, energy consumption, and economic growth revisited: Evidence from Taiwan," Energy Economics, Elsevier, vol. 27(6), pages 857-872, November.
    13. Hu, Jin-Li & Lin, Cheng-Hsun, 2008. "Disaggregated energy consumption and GDP in Taiwan: A threshold co-integration analysis," Energy Economics, Elsevier, vol. 30(5), pages 2342-2358, September.
    14. Ewing, Bradley T. & Sari, Ramazan & Soytas, Ugur, 2007. "Disaggregate energy consumption and industrial output in the United States," Energy Policy, Elsevier, vol. 35(2), pages 1274-1281, February.
    15. Muhammad Shahid Hassan & Muhammad Naveed Tahir & Ayesha Wajid & Haider Mahmood & Abdul Farooq, 2018. "Natural Gas Consumption and Economic Growth in Pakistan: Production Function Approach," Global Business Review, International Management Institute, vol. 19(2), pages 297-310, April.
    16. Hans-Martin Krolzig & Michael P. Clements, 2002. "Can oil shocks explain asymmetries in the US Business Cycle?," Empirical Economics, Springer, vol. 27(2), pages 185-204.
    17. Sari, Ramazan & Soytas, Ugur, 2007. "The growth of income and energy consumption in six developing countries," Energy Policy, Elsevier, vol. 35(2), pages 889-898, February.
    18. Fatai, K & Oxley, Les & Scrimgeour, F.G, 2004. "Modelling the causal relationship between energy consumption and GDP in New Zealand, Australia, India, Indonesia, The Philippines and Thailand," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 64(3), pages 431-445.
    19. Mark Holmes & Ping Wang, 2003. "Oil Price Shocks and the Asymmetric Adjustment of UK Output: A Markov-switching approach," International Review of Applied Economics, Taylor & Francis Journals, vol. 17(2), pages 181-192.
    20. Ozturk, Ilhan & Al-Mulali, Usama, 2015. "Natural gas consumption and economic growth nexus: Panel data analysis for GCC countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 51(C), pages 998-1003.
    21. Aldona Kluczek & Patrycja Żegleń & Daniela Matušíková, 2021. "The Use of Prospect Theory for Energy Sustainable Industry 4.0," Energies, MDPI, vol. 14(22), pages 1-29, November.
    22. Abbasi, Kashif Raza & Shahbaz, Muhammad & Jiao, Zhilun & Tufail, Muhammad, 2021. "How energy consumption, industrial growth, urbanization, and CO2 emissions affect economic growth in Pakistan? A novel dynamic ARDL simulations approach," Energy, Elsevier, vol. 221(C).
    23. Reynolds, Douglas B. & Kolodziej, Marek, 2008. "Former Soviet Union oil production and GDP decline: Granger causality and the multi-cycle Hubbert curve," Energy Economics, Elsevier, vol. 30(2), pages 271-289, March.
    24. Rehana Siddiqui, 2004. "Energy and Economic Growth in Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 43(2), pages 175-200.
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