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

被引:1
|
作者
Zhang, Long [1 ]
Padhan, Hemachandra [2 ]
Singh, Sanjay Kumar [3 ]
Gupta, Monika [4 ]
机构
[1] Peking Univ, HSBC Business Sch, Shenzhen, Peoples R China
[2] Indian Inst Management Sambalpur, Sambalpur, India
[3] Indian Inst Management Lucknow, Lucknow, India
[4] SP Jain Inst Management & Res SPJIMR, Mumbai, India
关键词
Inflation rates; Energy prices; Renewable energy; Energy transition; Artificial neural network; Machine learning methods; EXCHANGE-RATE; GROWTH; CONSUMPTION; NEXUS;
D O I
10.1016/j.eneco.2024.107718
中图分类号
F [经济];
学科分类号
02 ;
摘要
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.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] The impact of renewable energy generation on energy security: Evidence from the G7 countries
    Tugcu, Can Tansel
    Menegaki, Angeliki N.
    GONDWANA RESEARCH, 2024, 125 : 253 - 265
  • [2] Testing for rate dependence and asymmetry in inflation uncertainty: Evidence from the G7 economies
    Henry, Olan T.
    Olekalns, Nilss
    Suardi, Sandy
    ECONOMICS LETTERS, 2007, 94 (03) : 383 - 388
  • [3] Spillover of energy commodities and inflation in G7 plus Chinese economies
    Saeed, Asif
    Chaudhry, Sajid M.
    Arif, Ahmed
    Ahmed, Rizwan
    ENERGY ECONOMICS, 2023, 127
  • [4] Technological Innovation and Trade Orientation as Drivers of Renewable Energy Consumption: Panel Evidence from G7 Economies
    Yu, Minyan
    Farooq, Umar
    Tabash, Mosab I.
    Aljughaiman, Abdullah A.
    Almulhim, Abdulateif A.
    GLOBAL CHALLENGES, 2025, 9 (03)
  • [5] The impact of carbon emissions on country risk: Evidence from the G7 economies
    Chaudhry, Sajid M.
    Ahmed, Rizwan
    Shafiullah, Muhammad
    Toan Luu Duc Huynh
    JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2020, 265 (265)
  • [6] Research methods on the role of financial inclusion, energy efficiency and energy R&D: Evidence from G7 economies
    Meng, Guo
    Fan, Wei
    Huang, Xiaomin
    He, Jiaozi
    ECONOMIC RESEARCH-EKONOMSKA ISTRAZIVANJA, 2022, : 3240 - 3260
  • [7] The link between inflation and inflation uncertainty: Evidence from G7 countries
    Bhar R.
    Hamori S.
    Empirical Economics, 2004, 29 (4) : 825 - 853
  • [8] Does policy uncertainty threaten renewable energy? Evidence from G7 countries
    Khan, Khalid
    Su, Chi Wei
    ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2022, 29 (23) : 34813 - 34829
  • [9] Does policy uncertainty threaten renewable energy? Evidence from G7 countries
    Khalid Khan
    Chi Wei Su
    Environmental Science and Pollution Research, 2022, 29 : 34813 - 34829
  • [10] Energy uncertainty, geopolitical conflict, and militarization matters for Renewable and non-renewable energy development: Perspectives from G7 economies
    Yasmeen, Rizwana
    Shah, Wasi Ul Hassan
    ENERGY, 2024, 306