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A D2C algorithm on the natural gas consumption and economic growth: Challenges faced by Germany and Japan

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  • Magazzino, Cosimo
  • Mele, Marco
  • Schneider, Nicolas

Abstract

While Germany and Japan are going through major energy reforms, natural gas consumption is taking a growing share in their energy supply. This paper adopts a Machine Learning approach to assess the causal link between natural gas consumption and economic growth for both economies. A Causal Direction from Dependency (D2C) algorithm with the interconnection of the sub-class is employed using yearly data from 1970 to 2018. The interconnections of the sub-classes are found for both economies, indicating evidence of causalities operating in both directions. In addition, the propagation over the seven eras is linear and homogeneously continue for Japan, while this effect meets a stabilization phase in the fifth era for Germany. The empirical findings claim strong support for the existence of a bidirectional causality between these variables in Germany and Japan, which is in line with the “feedback hypothesis”. Although the strength of this bidirectional relationship is clear for both economies, its time-propagation is expected to be longer for Japan. Accordingly, this study claims that the gas supply should be further strengthened to progressively replace the most polluting fuels (oil and coal) and ensure a feasible transition towards a renewable path.

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  • Magazzino, Cosimo & Mele, Marco & Schneider, Nicolas, 2021. "A D2C algorithm on the natural gas consumption and economic growth: Challenges faced by Germany and Japan," Energy, Elsevier, vol. 219(C).
  • Handle: RePEc:eee:energy:v:219:y:2021:i:c:s0360544220326931
    DOI: 10.1016/j.energy.2020.119586
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    as
    1. Ang, James B., 2007. "CO2 emissions, energy consumption, and output in France," Energy Policy, Elsevier, vol. 35(10), pages 4772-4778, October.
    2. Shiu, Alice & Lam, Pun-Lee, 2004. "Electricity consumption and economic growth in China," Energy Policy, Elsevier, vol. 32(1), pages 47-54, January.
    3. repec:ipg:wpaper:201411 is not listed on IDEAS
    4. Aydin, Mucahit, 2018. "Natural gas consumption and economic growth nexus for top 10 natural Gas–Consuming countries: A granger causality analysis in the frequency domain," Energy, Elsevier, vol. 165(PB), pages 179-186.
    5. Szoplik, Jolanta, 2015. "Forecasting of natural gas consumption with artificial neural networks," Energy, Elsevier, vol. 85(C), pages 208-220.
    6. Erol, Umit & Yu, Eden S. H., 1987. "Time series analysis of the causal relationships between U.S. energy and employment," Resources and Energy, Elsevier, vol. 9(1), pages 75-89, June.
    7. 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.
    8. Cosimo Magazzino, 2017. "Renewable Energy Consumption-Economic Growth Nexus in Italy," International Journal of Energy Economics and Policy, Econjournals, vol. 7(6), pages 119-127.
    9. Farhani, Sahbi & Shahbaz, Muhammad & Arouri, Mohamed & Teulon, Frédéric, 2014. "The role of natural gas consumption and trade in Tunisia's output," Energy Policy, Elsevier, vol. 66(C), pages 677-684.
    10. Lotfalipour, Mohammad Reza & Falahi, Mohammad Ali & Ashena, Malihe, 2010. "Economic growth, CO2 emissions, and fossil fuels consumption in Iran," Energy, Elsevier, vol. 35(12), pages 5115-5120.
    11. Narayan, Paresh Kumar & Smyth, Russell, 2008. "Energy consumption and real GDP in G7 countries: New evidence from panel cointegration with structural breaks," Energy Economics, Elsevier, vol. 30(5), pages 2331-2341, September.
    12. Magazzino, Cosimo & Schneider, Nicolas, 2020. "The Causal Relationship between Primary Energy Consumption and Economic Growth in Israel: A Multivariate Approach," International Review of Environmental and Resource Economics, now publishers, vol. 14(4), pages 417-491, December.
    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. Chu, Hsiao-Ping & Chang, Tsangyao, 2012. "Nuclear energy consumption, oil consumption and economic growth in G-6 countries: Bootstrap panel causality test," Energy Policy, Elsevier, vol. 48(C), pages 762-769.
    15. Belke, Ansgar & Dobnik, Frauke & Dreger, Christian, 2011. "Energy consumption and economic growth: New insights into the cointegration relationship," Energy Economics, Elsevier, vol. 33(5), pages 782-789, September.
    16. Lee, Chien-Chiang & Chiu, Yi-Bin, 2011. "Nuclear energy consumption, oil prices, and economic growth: Evidence from highly industrialized countries," Energy Economics, Elsevier, vol. 33(2), pages 236-248, March.
    17. repec:ipg:wpaper:2014-057 is not listed on IDEAS
    18. Kunsch, Pierre L. & Friesewinkel, Jean, 2014. "Nuclear energy policy in Belgium after Fukushima," Energy Policy, Elsevier, vol. 66(C), pages 462-474.
    19. Shahbaz, Muhammad & Lean, Hooi Hooi & Farooq, Abdul, 2013. "Natural gas consumption and economic growth in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 87-94.
    20. 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.
    21. Cheng, Benjamin S. & Lai, Tin Wei, 1997. "An investigation of co-integration and causality between energy consumption and economic activity in Taiwan," Energy Economics, Elsevier, vol. 19(4), pages 435-444, October.
    22. Dagher, Leila & Yacoubian, Talar, 2012. "The causal relationship between energy consumption and economic growth in Lebanon," Energy Policy, Elsevier, vol. 50(C), pages 795-801.
    23. 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.
    24. Geels, Frank W. & Kern, Florian & Fuchs, Gerhard & Hinderer, Nele & Kungl, Gregor & Mylan, Josephine & Neukirch, Mario & Wassermann, Sandra, 2016. "The enactment of socio-technical transition pathways: A reformulated typology and a comparative multi-level analysis of the German and UK low-carbon electricity transitions (1990–2014)," Research Policy, Elsevier, vol. 45(4), pages 896-913.
    25. Ren, Lei & Zhou, Sheng & Ou, Xunmin, 2020. "Life-cycle energy consumption and greenhouse-gas emissions of hydrogen supply chains for fuel-cell vehicles in China," Energy, Elsevier, vol. 209(C).
    26. Soares, J. B. & Szklo, A. S. & Tolmasquim, M. T., 2001. "Incentive policies for natural gas-fired cogeneration in Brazil's industrial sector -- case studies: chemical plant and pulp mill," Energy Policy, Elsevier, vol. 29(3), pages 205-215, February.
    27. Yu, Biying & Yang, Xiaojuan & Zhao, Qingyu & Tan, Jinxiao, 2020. "Causal Effect of Time-Use Behavior on Residential Energy Consumption in China," Ecological Economics, Elsevier, vol. 175(C).
    28. Lu, Hongfang & Ma, Xin & Azimi, Mohammadamin, 2020. "US natural gas consumption prediction using an improved kernel-based nonlinear extension of the Arps decline model," Energy, Elsevier, vol. 194(C).
    29. Nazir, Shareq Mohd & Cloete, Jan Hendrik & Cloete, Schalk & Amini, Shahriar, 2019. "Efficient hydrogen production with CO2 capture using gas switching reforming," Energy, Elsevier, vol. 185(C), pages 372-385.
    30. Chontanawat, Jaruwan & Hunt, Lester C. & Pierse, Richard, 2008. "Does energy consumption cause economic growth?: Evidence from a systematic study of over 100 countries," Journal of Policy Modeling, Elsevier, vol. 30(2), pages 209-220.
    31. Pierre Louis Kunsch & Jean Friesewinkel, 2014. "Nuclear energy policy in Belgium after Fukushima," ULB Institutional Repository 2013/189447, ULB -- Universite Libre de Bruxelles.
    32. Solarin, Sakiru Adebola & Ozturk, Ilhan, 2016. "The relationship between natural gas consumption and economic growth in OPEC members," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 1348-1356.
    33. 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.
    34. Soytas, Ugur & Sari, Ramazan, 2006. "Energy consumption and income in G-7 countries," Journal of Policy Modeling, Elsevier, vol. 28(7), pages 739-750, October.
    35. Solarin, Sakiru Adebola & Shahbaz, Muhammad, 2015. "Natural gas consumption and economic growth: The role of foreign direct investment, capital formation and trade openness in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 835-845.
    36. Fadiran, Gideon & Adebusuyi, Adebisi T. & Fadiran, David, 2019. "Natural gas consumption and economic growth: Evidence from selected natural gas vehicle markets in Europe," Energy, Elsevier, vol. 169(C), pages 467-477.
    37. Cosimo Magazzino & Marco Mele & Nicolas Schneider & Guillaume Vallet, 2020. "The relationship between nuclear energy consumption and economic growth: evidence from Switzerland," Post-Print halshs-02951860, HAL.
    38. repec:aen:journl:eeep3_2_02kunz is not listed on IDEAS
    39. Akadiri, Ada Chigozie & Akadiri, Seyi Saint & Gungor, Hasan, 2019. "The role of natural gas consumption in Saudi Arabia's output and its implication for trade and environmental quality," Energy Policy, Elsevier, vol. 129(C), pages 230-238.
    40. Yu, Eden S. H. & Hwang, Been-Kwei, 1984. "The relationship between energy and GNP : Further results," Energy Economics, Elsevier, vol. 6(3), pages 186-190, July.
    41. Bowden, Nicholas & Payne, James E., 2009. "The causal relationship between U.S. energy consumption and real output: A disaggregated analysis," Journal of Policy Modeling, Elsevier, vol. 31(2), pages 180-188.
    42. Yifei Cai & Cosimo Magazzino, 2019. "Are shocks to natural gas consumption transitory or permanent? A more powerful panel unit root test on the G7 countries," Natural Resources Forum, Blackwell Publishing, vol. 43(2), pages 111-120, May.
    43. Zhao, Jun & Jiang, Qingzhe & Dong, Xiucheng & Dong, Kangyin, 2020. "Would environmental regulation improve the greenhouse gas benefits of natural gas use? A Chinese case study," Energy Economics, Elsevier, vol. 87(C).
    44. Li, Zhi-Guo & Cheng, Han & Gu, Tian-Yao, 2019. "Research on dynamic relationship between natural gas consumption and economic growth in China," Structural Change and Economic Dynamics, Elsevier, vol. 49(C), pages 334-339.
    45. Narayan, Paresh Kumar & Smyth, Russell, 2009. "Multivariate granger causality between electricity consumption, exports and GDP: Evidence from a panel of Middle Eastern countries," Energy Policy, Elsevier, vol. 37(1), pages 229-236, January.
    46. Oh, Wankeun & Lee, Kihoon, 2004. "Energy consumption and economic growth in Korea: testing the causality relation," Journal of Policy Modeling, Elsevier, vol. 26(8-9), pages 973-981, December.
    47. Chen, Jiandong & Yu, Jie & Ai, Bowei & Song, Malin & Hou, Wenxuan, 2019. "Determinants of global natural gas consumption and import–export flows," Energy Economics, Elsevier, vol. 83(C), pages 588-602.
    48. 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.
    49. Obsatar Sinaga & Mohd Haizam Mohd Saudi & Djoko Roespinoedji & Mohd Shahril Ahmad Razimi, 2019. "The Dynamic Relationship between Natural Gas and Economic Growth: Evidence from Indonesia," International Journal of Energy Economics and Policy, Econjournals, vol. 9(3), pages 388-394.
    50. Oh, Wankeun & Lee, Kihoon, 2004. "Causal relationship between energy consumption and GDP revisited: the case of Korea 1970-1999," Energy Economics, Elsevier, vol. 26(1), pages 51-59, January.
    51. Wolde-Rufael, Yemane, 2010. "Coal consumption and economic growth revisited," Applied Energy, Elsevier, vol. 87(1), pages 160-167, January.
    52. Ozturk, Ilhan & Acaravci, Ali, 2011. "Electricity consumption and real GDP causality nexus: Evidence from ARDL bounds testing approach for 11 MENA countries," Applied Energy, Elsevier, vol. 88(8), pages 2885-2892, August.
    53. Destek, Mehmet Akif, 2016. "Natural gas consumption and economic growth: Panel evidence from OECD countries," Energy, Elsevier, vol. 114(C), pages 1007-1015.
    54. Kharecha, Pushker A. & Sato, Makiko, 2019. "Implications of energy and CO2 emission changes in Japan and Germany after the Fukushima accident," Energy Policy, Elsevier, vol. 132(C), pages 647-653.
    55. Cosimo Magazzino, 2012. "On the Relationship between Disaggregated Energy Production and GDP in Italy," Energy & Environment, , vol. 23(8), pages 1191-1207, December.
    56. Altinay, Galip & Karagol, Erdal, 2004. "Structural break, unit root, and the causality between energy consumption and GDP in Turkey," Energy Economics, Elsevier, vol. 26(6), pages 985-994, November.
    57. Fuinhas, José Alberto & Marques, António Cardoso, 2012. "Energy consumption and economic growth nexus in Portugal, Italy, Greece, Spain and Turkey: An ARDL bounds test approach (1965–2009)," Energy Economics, Elsevier, vol. 34(2), pages 511-517.
    58. Soytas, Ugur & Sari, Ramazan & Ewing, Bradley T., 2007. "Energy consumption, income, and carbon emissions in the United States," Ecological Economics, Elsevier, vol. 62(3-4), pages 482-489, May.
    59. Zachariadis, Theodoros, 2007. "Exploring the relationship between energy use and economic growth with bivariate models: New evidence from G-7 countries," Energy Economics, Elsevier, vol. 29(6), pages 1233-1253, November.
    60. 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.
    61. Xu, Bin & Lin, Boqiang, 2019. "Can expanding natural gas consumption reduce China's CO2 emissions?," Energy Economics, Elsevier, vol. 81(C), pages 393-407.
    62. Soldo, Božidar, 2012. "Forecasting natural gas consumption," Applied Energy, Elsevier, vol. 92(C), pages 26-37.
    63. Friedrich Kunz and Hannes Weigt, 2014. "Germanys Nuclear Phase Out - A Survey of the Impact since 2011 and Outlook to 2023," Economics of Energy & Environmental Policy, International Association for Energy Economics, vol. 0(Number 2).
    64. 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).
    65. Sari, Ramazan & Ewing, Bradley T. & Soytas, Ugur, 2008. "The relationship between disaggregate energy consumption and industrial production in the United States: An ARDL approach," Energy Economics, Elsevier, vol. 30(5), pages 2302-2313, September.
    66. Cosimo Magazzino & Gordon L. Brady, 2018. "The relationship among renewable energy, economic growth, labor and capital formation in Italy," RIVISTA DI STUDI SULLA SOSTENIBILITA', FrancoAngeli Editore, vol. 2018(1), pages 35-48.
    67. Lee, Chien-Chiang, 2006. "The causality relationship between energy consumption and GDP in G-11 countries revisited," Energy Policy, Elsevier, vol. 34(9), pages 1086-1093, June.
    68. 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.
    69. Cherp, Aleh & Vinichenko, Vadim & Jewell, Jessica & Suzuki, Masahiro & Antal, Miklós, 2017. "Comparing electricity transitions: A historical analysis of nuclear, wind and solar power in Germany and Japan," Energy Policy, Elsevier, vol. 101(C), pages 612-628.
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    More about this item

    Keywords

    Natural gas consumption; GDP; Machine learning; D2C algorithm; Germany; Japan;
    All these keywords.

    JEL classification:

    • C39 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Other
    • O13 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Agriculture; Natural Resources; Environment; Other Primary Products
    • Q40 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - General

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