Main Article Content
Abstract
Dirty (non-renewable) energy, considered environmentally harmful due to greenhouse gas emissions, is contrasted with clean (renewable) energy, which is believed to have positive ecological impacts that can boost economic growth in the long term. This study analyzes the long-term effects of electricity generation from both dirty and clean energy sources on economic growth in Indonesia, using data from two periods: before the COVID-19 pandemic (2000–2019) and the full period including the COVID-19 pandemic (2000–2022). Empirical findings from Fully Modified Ordinary Least Squares (FMOLS) and Dynamic Ordinary Least Squares (DOLS) methods reveal that dirty energy significantly impacts long-term economic growth in both periods, while clean energy does not have a substantial effect. A robustness check conducted using the Canonical Cointegrating Regression (CCR) method confirms that dirty energy continues to play a crucial role in Indonesia's long-term economic growth. A key finding is that the positive impact of dirty energy generation on economic growth was stronger in the full period including the COVID-19 pandemic compared to before. This suggests that dirty energy contributed more to economic growth during the pandemic. The study recommends a balanced approach to economic growth by prioritizing the transition to clean energy while recognizing the importance of dirty energy in Indonesia's economy. This transition should be gradual, using the current role of dirty energy to support economic development while investing in clean energy alternatives for sustainable growth.
Keywords
Article Details
Copyright (c) 2024 Edi Saputra Ringga, Iffah Hafizah, Ghifari Maulana Idroes, Faizah Amalina, Mirzatul Kadri, Ghalieb Mutig Idroes, Teuku Rizky Noviandy, Irsan Hardi

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
References
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References
Cerdeira Bento JP, Moutinho V. CO2 Emissions, Non-renewable and Renewable Electricity Production, Economic Growth, and International Trade In Italy. Renewable and Sustainable Energy Reviews 2016;55:142–55. https://doi.org/10.1016/j.rser.2015.10.151.
Chen Y, Wang Z, Zhong Z. CO2 Emissions, Economic Growth, Renewable and Non-renewable Energy Production and Foreign Trade In China. Renewable Energy 2019;131:208–16. https://doi.org/10.1016/j.renene.2018.07.047.
Abraham-Dukuma MC. Dirty to Clean Energy: Exploring ‘Oil and Gas Majors Transitioning’. The Extractive Industries and Society 2021;8:100936. https://doi.org/10.1016/j.exis.2021.100936.
Hardi I, Idroes GM, Zulham T, Suriani S, Saputra J. Economic Growth, Agriculture, Capital Formation and Greenhouse Gas Emissions in Indonesia: FMOLS, DOLS and CCR Applications. Ekonomikalia Journal of Economics 2023;1:82–91. https://doi.org/10.60084/eje.v1i2.109.
Idroes GM, Hardi I, Rahman MH, Afjal M, Noviandy TR, Idroes R. The Dynamic Impact of Non-renewable and Renewable Energy on Carbon Dioxide Emissions and Ecological Footprint in Indonesia. Carbon Research 2024;3:35. https://doi.org/10.1007/s44246-024-00117-0.
Nagarajan CD, Afjal M, Idroes GM. Distinct Impacts of Frugality on the Intention to Embrace Energy-Efficient and Energy-Generating Products. International Journal of Energy Sector Management 2024. https://doi.org/10.1108/IJESM-06-2024-0001.
Adams S, Klobodu EKM, Apio A. Renewable and Non-renewable Energy, Regime Type and Economic Growth. Renewable Energy 2018;125:755–67. https://doi.org/10.1016/j.renene.2018.02.135.
Destek MA, Aslan A. Renewable and Non-renewable Energy Consumption and Economic Growth in Emerging Economies: Evidence from Bootstrap Panel Causality. Renewable Energy 2017;111:757–63. https://doi.org/10.1016/j.renene.2017.05.008.
Idroes GM, Syahnur S, Majid MSA, Idroes R, Kusumo F, Hardi I. Unveiling the Carbon Footprint: Biomass vs. Geothermal Energy in Indonesia. Ekonomikalia Journal of Economics 2023;1:10–8. https://doi.org/10.60084/eje.v1i1.47.
Idroes GM, Hardi I, Noviandy TR, Sasmita NR, Hilal IS, Kusumo F, et al. A Deep Dive into Indonesia’s CO2 Emissions: The Role of Energy Consumption, Economic Growth and Natural Disasters. Ekonomikalia Journal of Economics 2023;1:69–81. https://doi.org/10.60084/eje.v1i2.115.
Idroes GM, Rahman H, Uddin I, Hardi I, Falcone PM. Towards Sustainable Environment in North African Countries: The Role of Military Expenditure, Renewable Energy, Tourism, Manufacture, and Globalization on Environmental Degradation. Journal of Environmental Management 2024;368:122077. https://doi.org/10.1016/j.jenvman.2024.122077.
Idroes GM, Hardi I, Hilal IS, Utami RT, Noviandy TR, Idroes R. Economic Growth and Environmental Impact: Assessing the Role of Geothermal Energy in Developing and Developed Countries. Innovation and Green Development 2024;3:100144. https://doi.org/10.1016/j.igd.2024.100144.
Hardi I, Idroes GM, Hamaguchi Y, Can M, Noviandy TR, Idroes R. Business Confidence in the Shift to Renewable Energy: A Country-Specific Assessment in Major Asian Economies. Journal of Economy and Technology 2024. https://doi.org/10.1016/j.ject.2024.08.002.
Noviandy TR, Idroes GM, Hardi I. Enhancing Loan Approval Decision-Making: An Interpretable Machine Learning Approach Using LightGBM for Digital Economy Development. Malaysian Journal of Computing (MJOC) 2024;9:1734–45. https://doi.org/10.24191/mjoc.v9i1.25691.
Sikdar A, Bani NY binti M, Salimullah AHM, Majumder SC, Idroes GM, Hardi I. Energy Poverty and Environmental Quality Nexus: Empirical Evidence from Selected South Asian Countries. Ekonomikalia Journal of Economics 2024;2:119–35. https://doi.org/10.60084/eje.v2i2.221.
Hardi I, Afjal M, Can M, Idroes GM, Noviandy TR, Idroes R. Shadow Economy, Energy Consumption, and Ecological Footprint in Indonesia. Sustainable Futures 2024;8:100343. https://doi.org/10.1016/j.sftr.2024.100343.
Noviandy TR, Nisa K, Idroes GM, Hardi I, Sasmita NR. Classifying Beta-Secretase 1 Inhibitor Activity for Alzheimer’s Drug Discovery with LightGBM. Journal of Computing Theories and Applications 2024;1:358–67. https://doi.org/10.62411/jcta.10129.
Hardi I, Idroes GM, Hardia NAK, Fajri I, Furqan N, Noviandy TR, et al. Assessing the Linkage Between Sustainability Reporting and Indonesia’s Firm Value: The Role of Firm Size and Leverage. Indatu Journal of Management and Accounting 2023;1:21–8. https://doi.org/10.60084/ijma.v1i1.79.
Papageorgiou C, Saam M, Schulte P. Substitution between Clean and Dirty Energy Inputs: A Macroeconomic Perspective. The Review of Economics and Statistics 2017;99:281–90. https://doi.org/10.1162/REST_a_00592.
Hardi I, Idroes GM, Utami RT, Dahlia P, Mirza MAF, Humam RA, et al. Dynamic Impact of Inflation and Exchange Rate in Indonesia’s Top 10 Market Capitalization Companies: Implications for Stock Prices. Indatu Journal of Management and Accounting 2023;1:51–9.
Dincer I, Acar C. A Review on Clean Energy Solutions for Better Sustainability. International Journal of Energy Research 2015;39:585–606. https://doi.org/10.1002/er.3329.
Goldemberg J. The Promise of Clean Energy. Energy Policy 2006;34:2185–90. https://doi.org/10.1016/j.enpol.2005.03.009.
Maulidar P, Fadila S, Hafizah I, Zikra N, Idroes GM. Enhancing Environmental Quality: Investigating the Impact of Hydropower Energy Consumption on CO2 Emissions in Indonesia. Ekonomikalia Journal of Economics 2024;2:53–65. https://doi.org/10.60084/eje.v2i1.180.
Hardi I, Saputra J, Hadiyani R, Maulana ARR, Idroes GM. Decrypting the Relationship Between Corruption and Human Development: Evidence from Indonesia. Ekonomikalia Journal of Economics 2023;1:1–9. https://doi.org/10.60084/eje.v1i1.22.
Hardi I, Ringga ES, Fijay AH, Maulana ARR, Hadiyani R, Idroes GM. Decomposed Impact of Democracy on Indonesia’s Economic Growth. Ekonomikalia Journal of Economics 2023;1:51–60. https://doi.org/doi.org/10.60084/eje.v1i2.80.
Gennaioli C, Tavoni M. Clean or Dirty Energy: Evidence of Corruption in the Renewable Energy Sector. Public Choice 2016;166:261–90. https://doi.org/10.1007/s11127-016-0322-y.
Hardi I, Ray S, Attari MUQ, Ali N, Idroes GM. Innovation and Economic Growth in the Top Five Southeast Asian Economies: A Decomposition Analysis. Ekonomikalia Journal of Economics 2024;2:1–14. https://doi.org/10.60084/eje.v2i1.145.
Maulidar P, Fitriyani F, Sasmita NR, Hardi I, Idroes GM. Exploring Indonesia’s CO2 Emissions: The Impact of Agriculture, Economic Growth, Capital and Labor. Grimsa Journal of Business and Economics Studies 2024;1:43–55. https://doi.org/10.61975/gjbes.v1i1.22.
Sasmita NR, Phonna RA, Fikri MK, Khairul M, Apriliansyah F, Idroes GM, et al. Statistical Assessment of Human Development Index Variations and Their Correlates: A Case Study of Aceh Province, Indonesia. Grimsa Journal of Business and Economics Studies 2023;1:12–24. https://doi.org/10.61975/gjbes.v1i1.14.
Ember Climate. Yearly electricity data 2023. https://ember-energy.org/data/yearly-electricity-data.
Noviandy TR, Hardi I, Zahriah Z, Sofyan R, Sasmita NR, Hilal IS, et al. Environmental and Economic Clustering of Indonesian Provinces: Insights from K-Means Analysis. Leuser Journal of Environmental Studies 2024;2:41–51. https://doi.org/10.60084/ljes.v2i1.181.
Kahia M, Aïssa MS Ben, Lanouar C. Renewable and Non-renewable Energy Use - Economic Growth Nexus: The Case of MENA Net Oil Importing Countries. Renewable and Sustainable Energy Reviews 2017;71:127–40. https://doi.org/10.1016/j.rser.2017.01.010.
Idroes GM, Hardi I, Nasir M, Gunawan E, Maulidar P, Maulana ARR. Natural Disasters and Economic Growth in Indonesia. Ekonomikalia Journal of Economics 2023;1:33–9. https://doi.org/10.60084/eje.v1i1.55.
Inglesi-Lotz R. The Impact of Renewable Energy Consumption to Economic Growth: A Panel Data Application. Energy Economics 2016;53:58–63. https://doi.org/10.1016/j.eneco.2015.01.003.
Wang Q, Dong Z, Li R, Wang L. Renewable Energy and Economic Growth: New Insight from Country Risks. Energy 2022;238:122018. https://doi.org/10.1016/j.energy.2021.122018.
Hdom HAD. Examining Carbon Dioxide Emissions, Fossil & Renewable Electricity Generation and Economic Growth: Evidence from a Panel of South American Countries. Renewable Energy 2019;139:186–97. https://doi.org/10.1016/j.renene.2019.02.062.
Marques AC, Fuinhas JA, Nunes AR. Electricity Generation Mix and Economic Growth: What Role Is Being Played by Nuclear Sources and Carbon Dioxide Emissions in France? Energy Policy 2016;92:7–19. https://doi.org/10.1016/j.enpol.2016.01.027.
Sarker AR, Alam K. Nexus between Electricity Generation and Economic Growth in Bangladesh. Asian Social Science 2010;6:16–22.
Atems B, Hotaling C. The Effect of Renewable and Nonrenewable Electricity Generation on Economic Growth. Energy Policy 2018;112:111–8. https://doi.org/10.1016/j.enpol.2017.10.015.
Jeon H. Renewable versus Non-renewable: The Role of Electricity Generation to Economic Growth. The Electricity Journal 2022;35:107140. https://doi.org/10.1016/j.tej.2022.107140.
Bayraktutan Y, Yilgör M, Uçak S. Renewable Electricity Generation and Economic Growth: Panel-Data Analysis for OECD Members. International Research Journal of Finance and Economics 2011.
Yoo S, Kim Y. Electricity Generation and Economic Growth in Indonesia. Energy 2006;31:2890–9. https://doi.org/10.1016/j.energy.2005.11.018.
Hasan MH, Muzammil WK, Mahlia TMI, Jannifar A, Hasanuddin I. A Review on the Pattern of Electricity Generation and Emission in Indonesia from 1987 to 2009. Renewable and Sustainable Energy Reviews 2012;16:3206–19.
Nasruddin, Idrus Alhamid M, Daud Y, Surachman A, Sugiyono A, Aditya HB, et al. Potential of Geothermal Energy for Electricity Generation in Indonesia: A Review. Renewable and Sustainable Energy Reviews 2016;53:733–40. https://doi.org/10.1016/j.rser.2015.09.032.
Bank W. World Development Indicators 2021. https://databank.worldbank.org/source/world-development-indicators.
Feldstein M, Horioka C, Savings D. The Solow Growth Model. Quarterly Journal of Economics 1992;107:407–37.
Barossi-Filho M, Silva RG, Diniz EM. The Empirics of the Solow Growth Model: Long-Term Evidence. Journal of Applied Economics 2005;8:31–51. https://doi.org/10.1080/15140326.2005.12040617.
Phillips PCB. Fully Modified Least Squares and Vector Autoregression. Econometrica 1995;63:1023. https://doi.org/10.2307/2171721.
Merlin ML, Chen Y. Analysis of the Factors Affecting Electricity Consumption in Dr Congo Using Fully Modified Ordinary Least Square (FMOLS), Dynamic Ordinary Least Square (DOLS) and Canonical Cointegrating Regression (CCR) Estimation Approach. Energy 2021;232:121025. https://doi.org/10.1016/j.energy.2021.121025.
Ifarajimi GD, Ola KO. Government Expenditure and Economic Growth in Nigeria: An Analysis with Dynamic Ordinary Least Squares. International Journal of Academic Research in Business and Social Sciences 2017;7:8–26.
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