Main Article Content
Abstract
This study examines the dynamic impact of agriculture, economic growth, capital, and labor on carbon dioxide (CO2) emissions in Indonesia from 1990-2022. Employing the Autoregressive Distributed Lag (ARDL) method, the findings indicate that agriculture plays a substantial role in decreasing CO2 emissions in the short and long run. Additionally, a consistent positive correlation exists between economic growth and CO2 emissions, underscoring the difficulty in decoupling economic progress from its environmental repercussions. Capital formation, on the other hand, exerts a noteworthy negative influence on CO2 emissions, particularly in the long run, implying that increased investment in capital formation, potentially in environmentally friendly technologies, could contribute to a gradual reduction in emissions. However, the expanding labor is identified as a significant driver of CO2 emissions, particularly in the long run. Highlighting the challenges associated with mitigating the environmental impact of workforce growth. Furthermore, the Granger causality results indicate unidirectional causality from CO2 emissions and labor to agriculture, from agriculture to economic growth and capital formation, and from economic growth to capital formation. Therefore, promoting sustainable agriculture, aligning economic growth with green technologies, incentivizing eco-friendly investment, integrating comprehensive planning, and maintaining flexible policies are crucial for Indonesia's effective environmental and economic management.
Keywords
Article Details
Copyright (c) 2024 Putri Maulidar, Fitriyani Fitriyani, Irsan Hardi, Ghalieb Mutig Idroes

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
References
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References
Lineman M, Do Y, Kim JY, Joo G-J. Talking about Climate Change and Global Warming. PLOS ONE 2015;10:e0138996. https://doi.org/10.1371/journal.pone.0138996.
Kaur A, Tanwar A, Kaur H, Singh J. A Study on Linkage between Global Warming Indicators and Climate Change Expenditure. IOP Conference Series: Earth and Environmental Science 2023;1110:012059. https://doi.org/10.1088/1755-1315/1110/1/012059.
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, 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.
Hilwa Nurkamila Maghfirani, Namira Hanum, Roidah Dzata Amani. ANALISIS TANTANGAN PENERAPAN PAJAK KARBON DI INDONESIA. Juremi: Jurnal Riset Ekonomi 2022;1:314–21. https://doi.org/10.53625/juremi.v1i4.746.
United Nations. What Is Climate Change? 2023.
Elfaki KE, Handoyo RD, Ibrahim KH. The Impact of Industrialization, Trade Openness, Financial Development, and Energy Consumption on Economic Growth in Indonesia. Economies 2021;9:174. https://doi.org/10.3390/economies9040174.
Sajid MJ, Gonzalez EDRS. The role of labor and capital in sectoral CO2 emissions and linkages: The case of China, India and the USA. Ecological Indicators 2021;131:108241.
Fakhruddin, Fitriyani, Rizki CZ. Does Trade Openness and Human Resources Affect the Economic Growth of ASEAN Countries, 2023, p. 557–65. https://doi.org/10.2991/978-2-38476-022-0_59.
Hardi I, Dawood TC, Syathi PB. Determinants Comparative Advantage of Non-Oil Export 34 Provinces in Indonesia. International Journal of Business, Economics, and Social Development 2021;2:98–106. https://doi.org/10.46336/ijbesd.v2i3.137.
Wei T, Zhu Q, Glomsrød S. How Will Demographic Characteristics of the Labor Force Matter for the Global Economy and Carbon Dioxide Emissions? Ecological Economics 2018;147:197–207. https://doi.org/10.1016/j.ecolecon.2018.01.017.
Ritchie H, Roser M, Rosado P. CO₂ and greenhouse gas emissions. Our World in Data 2020.
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.
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/10.60084/eje.v1i2.80.
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.
Noviandy TR, Idroes GM, Maulana A, Hardi I, Ringga ES, Idroes R. Credit Card Fraud Detection for Contemporary Financial Management Using XGBoost-Driven Machine Learning and Data Augmentation Techniques. Indatu Journal of Management and Accounting 2023;1:29–35. https://doi.org/10.60084/ijma.v1i1.78.
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.
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. https://doi.org/10.60084/ijma.v1i2.110.
Azharuddin A, Sasmita NR, Idroes GM, Andid R, Raihan R, Fadlilah T, et al. Patient Satisfaction and its Socio-Demographic Correlates in Zainoel Abidin Hospital, Indonesia: A Cross-Sectional Study. Unnes Journal of Public Health 2023;12:57–67. https://doi.org/doi.org/10.15294/ujph.v12i2.69233.
Noviandy TR, Idroes GM, Hardi I, Emran T Bin, Zahriah Z, Rahimah S, et al. Does Online Education Make Students Happy? Insights from Exploratory Data Analysis. Journal of Educational Management and Learning 2023;1:42–7. https://doi.org/10.60084/jeml.v1i2.124.
Idroes R, Subianto M, Zahriah Z, Afidh RPF, Irvanizam I, Noviandy TR, et al. Digital Transformations in Vocational High School: A Case Study of Management Information System Implementation in Banda Aceh, Indonesia. Journal of Educational Management and Learning 2023;1:48–54. https://doi.org/10.60084/jeml.v1i2.128.
Noviandy TR, Maulana A, Idroes GM, Suhendra R, Adam M, Rusyana A, et al. Deep Learning-Based Bitcoin Price Forecasting Using Neural Prophet. Ekonomikalia Journal of Economics 2023;1:19–25. https://doi.org/10.60084/eje.v1i1.51.
Prastiyo SE, Irham, Hardyastuti S, Jamhari fnm. How agriculture, manufacture, and urbanization induced carbon emission? The case of Indonesia. Environmental Science and Pollution Research 2020;27:42092–103.
Feriansyah F, Nugroho H, Septiavin Q, Nisa CK. Economic Growth and CO2 Emission in ASEAN: Panel-ARDL Approach. Economics and Finance in Indonesia 2022;68:4.
Al-mulali U. Investigating the impact of nuclear energy consumption on GDP growth and CO 2 emission: A panel data analysis. Progress in Nuclear Energy 2014;73:172–8. https://doi.org/10.1016/j.pnucene.2014.02.002.
Idroes GM, Syahnur S, Majid SA, Sasmita NR, Idroes R. Provincial economic level analysis in Indonesia based on the geothermal energy potential and growth regional domestic products using cluster analysis. IOP Conference Series: Materials Science and Engineering 2021;1087:012079. https://doi.org/10.1088/1757-899X/1087/1/012079.
Basyuni M, Sulistyono N, Slamet B, Wati R. Carbon dioxide emissions from forestry and peat land using land-use/land-cover changes in North Sumatra, Indonesia. IOP Conference Series: Earth and Environmental Science 2018;126:012111. https://doi.org/10.1088/1755-1315/126/1/012111.
Keh C-G, Tan Y-T, Tang S-E, Sim J-J, Lee C-Y. EVALUATING THE ROLE OF FORESTED AREA, AGRICULTURAL LAND, ENERGY CONSUMPTION AND FOREIGN DIRECT INVESTMENT ON CO2 EMISSIONS IN INDONESIA. Journal of Tourism, Hospitality and Environment Management 2023;8:72–87. https://doi.org/10.35631/JTHEM.832006.
Bashir A, Thamrin KMH, Farhan M, Mukhlis M, Dirta PA. The causality between human capital, energy consumption, CO2 emissions, and economic growth: Empirical evidence from Indonesia. International Journal of Energy Economics and Policy 2019;9:98.
Aydoğan B, Vardar G. Evaluating the role of renewable energy, economic growth and agriculture on CO 2 emission in E7 countries. International Journal of Sustainable Energy 2020;39:335–48. https://doi.org/10.1080/14786451.2019.1686380.
Ridzuan NHAM, Marwan NF, Khalid N, Ali MH, Tseng M-L. Effects of agriculture, renewable energy, and economic growth on carbon dioxide emissions: Evidence of the environmental Kuznets curve. Resources, Conservation and Recycling 2020;160:104879. https://doi.org/10.1016/j.resconrec.2020.104879.
Luo Y, Long X, Wu C, Zhang J. Decoupling CO2 emissions from economic growth in agricultural sector across 30 Chinese provinces from 1997 to 2014. Journal of Cleaner Production 2017;159:220–8. https://doi.org/10.1016/j.jclepro.2017.05.076.
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.
Nazamuddin BS, Wahyuni SS, Fakhruddin F, Fitriyani F. The nexus between foreign exchange and external debt in Indonesia: evidence from linear and nonlinear ARDL approaches. Journal of the Asia Pacific Economy 2022:1–27. https://doi.org/10.1080/13547860.2022.2054153.
Engle RF, Granger CWJ. Co-integration and error correction: representation, estimation, and testing. Econometrica: Journal of the Econometric Society 1987:251–76.
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.
Waheed R, Chang D, Sarwar S, Chen W. Forest, agriculture, renewable energy, and CO2 emission. Journal of Cleaner Production 2018;172:4231–8. https://doi.org/10.1016/j.jclepro.2017.10.287.
Filimonova IV, Komarova AV, Kuzenkova VM, Provornaya IV, Kozhevin VD. Emissions of CO2 in Europe and the Asia–pacific region: Panel data model. Energy Reports 2022;8:894–901. https://doi.org/10.1016/j.egyr.2022.10.164.
Bieth RCE. The Influence of Gross Domestic Product and Human Development Index on CO 2 Emissions. Journal of Physics: Conference Series 2021;1808:012034. https://doi.org/10.1088/1742-6596/1808/1/012034.
Erdogan S, Yıldırım DÇ, Gedikli A. INVESTIGATION OF CAUSALITY ANALYSIS BETWEEN ECONOMIC GROWTH AND CO2 EMISSIONS: THE CASE OF BRICS – T COUNTRIES. International Journal of Energy Economics and Policy 2019;9:430–8. https://doi.org/10.32479/ijeep.8546.
Khan MK, Khan MI, Rehan M. The relationship between energy consumption, economic growth and carbon dioxide emissions in Pakistan. Financial Innovation 2020;6:1. https://doi.org/10.1186/s40854-019-0162-0.
Sahoo M, Sahoo J. Effects of renewable and non‐renewable energy consumption on CO2 emissions in India: Empirical evidence from disaggregated data analysis. Journal of Public Affairs 2022;22. https://doi.org/10.1002/pa.2307.
Prasetyani D, Putro TR, Rosalia ACT. Impact of CO2 emissions on GDP per capita, FDI, forest area and government spending on education in Indonesia 1991-2020: The GMM methods. IOP Conf. Ser. Earth Environ. Sci., vol. 905, IOP Publishing; 2021, p. 12131.
Du T, Wang J, Wang H, Tian X, Yue Q, Tanikawa H. CO2 emissions from the Chinese cement sector: Analysis from both the supply and demand sides. Journal of Industrial Ecology 2020;24:923–34. https://doi.org/10.1111/jiec.12986.
Zubair AO, Abdul Samad A-R, Dankumo AM. Does gross domestic income, trade integration, FDI inflows, GDP, and capital reduces CO2 emissions? An empirical evidence from Nigeria. Current Research in Environmental Sustainability 2020;2:100009. https://doi.org/10.1016/j.crsust.2020.100009.
Shahbaz M, Balsalobre D, Shahzad SJH. The Influencing Factors of CO2 Emissions and the Role of Biomass Energy Consumption: Statistical Experience from G-7 Countries. Environmental Modeling & Assessment 2019;24:143–61. https://doi.org/10.1007/s10666-018-9620-8.
Liu L-C, Cao D, Wei Y-M. What drives intersectoral CO2 emissions in China? Journal of Cleaner Production 2016;133:1053–61. https://doi.org/10.1016/j.jclepro.2016.05.126.
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