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The impact of renewable energy on inflation in G7 economies: Evidence from artificial neural networks and machine learning methods

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  • Zhang, Long
  • Padhan, Hemachandra
  • Singh, Sanjay Kumar
  • Gupta, Monika

Abstract

This paper examines the impact of cleaner energy adoption (i.e., renewable energy consumption and generation) on inflation rates in G7 economies from 1997 to 2021. The Principal Component Analysis is used to construct the renewable energy consumption and generation indices. Then, the paper runs various artificial neural networks and machine learning methods to test the validity of the cleaner energy-led inflationary economy hypothesis. It is observed that renewable energy consumption and production significantly predict inflation rates along with macroeconomic variables. The effects of renewable energy consumption and production on inflation rates are positive. Related policy implications are also discussed.

Suggested Citation

  • Zhang, Long & Padhan, Hemachandra & Singh, Sanjay Kumar & Gupta, Monika, 2024. "The impact of renewable energy on inflation in G7 economies: Evidence from artificial neural networks and machine learning methods," Energy Economics, Elsevier, vol. 136(C).
    • Handle: RePEc:eee:eneeco:v:136:y:2024:i:c:s0140988324004262
    DOI: 10.1016/j.eneco.2024.107718
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    1. Lu, Saite & Coutts, Ken & Gudgin, Graham, 2024. "Energy shocks and inflation episodes in the UK," Energy Economics, Elsevier, vol. 129(C).
    2. Andres, Javier & Hernando, Ignacio & Kruger, Malte, 1996. "Growth, inflation and the exchange rate regime," Economics Letters, Elsevier, vol. 53(1), pages 61-65, October.
    3. Qiao, Hui & Qin, Ping & Liu, Yang & Yang, Yugang, 2023. "International energy trade and inflation dynamics: The role of invoicing currency use during the low carbon transition," Energy Economics, Elsevier, vol. 128(C).
    4. Frederic S. Mishkin, 2009. "Is Monetary Policy Effective during Financial Crises?," American Economic Review, American Economic Association, vol. 99(2), pages 573-577, May.
    5. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    6. Balsalobre-Lorente, Daniel & Sinha, Avik & Murshed, Muntasir, 2023. "Russia-Ukraine conflict sentiments and energy market returns in G7 countries: Discovering the unexplored dynamics," Energy Economics, Elsevier, vol. 125(C).
    7. Akan, Taner, 2023. "Can renewable energy mitigate the impacts of inflation and policy interest on climate change?," Renewable Energy, Elsevier, vol. 214(C), pages 255-289.
    8. Zhao, Lin & Zhang, Xun & Wang, Shouyang & Xu, Shanying, 2016. "The effects of oil price shocks on output and inflation in China," Energy Economics, Elsevier, vol. 53(C), pages 101-110.
    9. Juselius, Mikael & Takáts, Előd, 2021. "Inflation and demography through time," Journal of Economic Dynamics and Control, Elsevier, vol. 128(C).
    10. López-Villavicencio, Antonia & Pourroy, Marc, 2019. "Inflation target and (a)symmetries in the oil price pass-through to inflation," Energy Economics, Elsevier, vol. 80(C), pages 860-875.
    11. Gupta, Srishti & Gupta, Eshita & Sarangi, Gopal K., 2020. "Household Energy Poverty Index for India: An analysis of inter-state differences," Energy Policy, Elsevier, vol. 144(C).
    12. Gozgor, Giray & Paramati, Sudharshan Reddy, 2022. "Does energy diversification cause an economic slowdown? Evidence from a newly constructed energy diversification index," Energy Economics, Elsevier, vol. 109(C).
    13. Benk, Szilard & Gillman, Max, 2023. "Identifying money and inflation expectation shocks to real oil prices," Energy Economics, Elsevier, vol. 126(C).
    14. Kilian, Lutz & Zhou, Xiaoqing, 2022. "The impact of rising oil prices on U.S. inflation and inflation expectations in 2020–23," Energy Economics, Elsevier, vol. 113(C).
    15. Batten, Jonathan A. & Mo, Di & Pourkhanali, Armin, 2024. "Can inflation predict energy price volatility?," Energy Economics, Elsevier, vol. 129(C).
    16. Kissel, Johannes M. & Krauter, Stefan C.W., 2006. "Adaptations of renewable energy policies to unstable macroeconomic situations--Case study: Wind power in Brazil," Energy Policy, Elsevier, vol. 34(18), pages 3591-3598, December.
    17. Awaworyi Churchill, Sefa & Inekwe, John & Ivanovski, Kris & Smyth, Russell, 2023. "Corrigendum to “The environmental Kuznets curve in the OECD: 1870–2014” [Energy Economics 75 (2018) 389–399]," Energy Economics, Elsevier, vol. 124(C).
    18. Cologni, Alessandro & Manera, Matteo, 2008. "Oil prices, inflation and interest rates in a structural cointegrated VAR model for the G-7 countries," Energy Economics, Elsevier, vol. 30(3), pages 856-888, May.
    19. Ahmed, Rizwan & Chen, Xihui Haviour & Kumpamool, Chamaiporn & Nguyen, Dung T.K., 2023. "Inflation, oil prices, and economic activity in recent crisis: Evidence from the UK," Energy Economics, Elsevier, vol. 126(C).
    20. Dario Caldara & Sarah Conlisk & Matteo Iacoviello & Maddie Penn, 2022. "The Effect of the War in Ukraine on Global Activity and Inflation," FEDS Notes 2022-05-27-2, Board of Governors of the Federal Reserve System (U.S.).
    21. Gupta, Eshita, 2008. "Oil vulnerability index of oil-importing countries," Energy Policy, Elsevier, vol. 36(3), pages 1195-1211, March.
    22. Gatzert, Nadine & Vogl, Nikolai, 2016. "Evaluating investments in renewable energy under policy risks," Energy Policy, Elsevier, vol. 95(C), pages 238-252.
    23. Alola, Andrew Adewale & Özkan, Oktay & Obekpa, Hephzibah Onyeje, 2023. "Examining the patterns of disaggregate energy security risk and crude oil price: the USA scenario over 1970–2040," Resources Policy, Elsevier, vol. 82(C).
    24. Ding, Shusheng & Zheng, Dandan & Cui, Tianxiang & Du, Min, 2023. "The oil price-inflation nexus: The exchange rate pass- through effect," Energy Economics, Elsevier, vol. 125(C).
    25. Sinha, Avik & Bekiros, Stelios & Hussain, Nazim & Nguyen, Duc Khuong & Khan, Sana Akbar, 2023. "How social imbalance and governance quality shape policy directives for energy transition in the OECD countries?," Energy Economics, Elsevier, vol. 120(C).
    26. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    27. Castle, Jennifer L. & Hendry, David F. & Martinez, Andrew B., 2023. "The historical role of energy in UK inflation and productivity with implications for price inflation," Energy Economics, Elsevier, vol. 126(C).
    28. Fernando Rios-Avila, 2020. "Recentered influence functions (RIFs) in Stata: RIF regression and RIF decomposition," Stata Journal, StataCorp LLC, vol. 20(1), pages 51-94, March.
    29. Cappelli, Federica & Carnazza, Giovanni, 2023. "The Multi-dimensional Oil Dependency Index (MODI) for the European Union," Resources Policy, Elsevier, vol. 82(C).
    30. Bettarelli, Luca & Estefania-Flores, Julia & Furceri, Davide & Loungani, Prakash & Pizzuto, Pietro, 2023. "Energy inflation and consumption inequality," Energy Economics, Elsevier, vol. 124(C).
    31. Chen, Shiu-Sheng & Lin, Tzu-Yu, 2024. "Monetary policy and renewable energy production," Energy Economics, Elsevier, vol. 132(C).
    32. Inglesi-Lotz, Roula, 2016. "The impact of renewable energy consumption to economic growth: A panel data application," Energy Economics, Elsevier, vol. 53(C), pages 58-63.
    33. Khandokar Istiak & Aviral Kumar Tiwari & Humaira Husain & Kazi Sohag, 2021. "The Spillover of Inflation among the G7 Countries," JRFM, MDPI, vol. 14(8), pages 1-20, August.
    34. Paula C. A. M. de Albuquerque & Jorge Caiado & Andreia Pereira, 2020. "Population aging and inflation: evidence from panel cointegration," Journal of Applied Economics, Taylor & Francis Journals, vol. 23(1), pages 469-484, January.
    35. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    36. Abbasi, Tasneem & Premalatha, M. & Abbasi, S.A., 2011. "The return to renewables: Will it help in global warming control?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(1), pages 891-894, January.
    37. Salisu, Afees A. & Isah, Kazeem O. & Oyewole, Oluwatomisin J. & Akanni, Lateef O., 2017. "Modelling oil price-inflation nexus: The role of asymmetries," Energy, Elsevier, vol. 125(C), pages 97-106.
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