Asymmetric Effects of FDI and Energy Use on Environmental Degradation in Indonesia Using a Nonlinear Autoregressive Distributed Lag Approach
Abstract
This study examines the asymmetric effects of Foreign Direct Investment (FDI), economic growth, domestic capital formation, Renewable Energy Consumption (REC), and Fossil Energy Consumption (FEC) on carbon dioxide (CO2) emissions in Indonesia over the period 1970-2021. Using the Nonlinear Autoregressive Distributed Lag (NARDL) approach, the study examines whether FDI contributes to environmental degradation via the Pollution Haven Hypothesis (PHH) or improves environmental quality via the Pollution Halo Hypothesis. The results reveal strong evidence of asymmetric short-run and long-run relationships among the variables. Positive FDI shocks significantly increase CO2 emissions, while negative FDI shocks reduce emissions, indicating that FDI inflows in Indonesia are more consistent with the PHH. The findings further show that domestic capital formation and REC contribute to reducing CO2 emissions, whereas FEC remains a major driver of CO2 emissions. Economic growth is found to reduce emissions in the long run. These results highlight the importance of improving the environmental quality of FDI, strengthening green investment policies, accelerating renewable energy development, and reducing dependence on fossil fuels. The study provides policy-relevant evidence to align Indonesia’s investment, energy, and environmental strategies toward sustainable, low-carbon development.
Keywords:
Pollution haven, Pollution halo, Foreign direct investment, Energy consumption, Environmental qualityReferences
- [1] Fakher, H. A. (2023). The impact of gross domestic product, financial development, energy consumption on environmental quality: with emphasis on six environmental indicators. Journal of natural environment, 76(2), 345–363. http//doi.org/10.22059/jne.2023.346356.2469
- [2] Fakher, H. A. (2022). Threshold impact of financial development on the composite environmental quality index with emphasis on the role of research and development: using multi-criteria decision makin and principal component analysis. Journal of decisions and operations research, 6(Special Issue), 1–25. http://dx.doi.org/10.22105/dmor.2021.272043.1321
- [3] Gyamfi, B. A., Bein, M. A., Udemba, E. N., & Bekun, F. V. (2021). Investigating the pollution haven hypothesis in oil and non-oil sub-Saharan Africa countries: Evidence from quantile regression technique. Resources policy, 73, 102119. https://doi.org/10.1016/j.resourpol.2021.102119
- [4] Fakher, H.-A., Abedi, Z., Ahmadian, M., & Shaygani, B. (2018). Comparative examine the impact of financial development (based on money market and capital market) in the intensity of economic growth effects on the environmental performance. Environmental researches, 9(17), 133–146. https://www.iraneiap.ir/article_79310_b837783b87485d1e63ce5b76ef59206d.pdf
- [5] Fakher, H. A., & Idroes, G. M. (2025). Room for improving the ecological sustainability gap in g20 economies through the lens of load capacity factor: The role of green energy initiatives as moderators. Innovations in environmental economics, 1(1), 1–18. https://doi.org/10.48313/iee.v1i1.33
- [6] Li, L., Awada, T., Shi, Y., Jin, V. L., & Kaiser, M. (2025). Global greenhouse gas emissions from agriculture: Pathways to sustainable reductions. Global change biology, 31(1), e70015. https://doi.org/10.1111/gcb.70015
- [7] Nagarajan, C. D., Afjal, M., & Idroes, G. M. (2025). Distinct impacts of frugality on the intention to embrace energy-efficient and energy-generating products. International journal of energy sector management, 19(3), 710–730. https://doi.org/10.1108/IJESM-06-2024-0001
- [8] Idroes, G. M., Fakher, H. A., Hilal, I. S., & Wiranatakusuma, D. B. (2026). N-Shaped or Inverted N-Shaped EKC? The Role of Renewable and Non-Renewable Energy in Environmental Sustainability. Ekonomikalia journal of economics, 4(1), 58–87. https://heca-analitika.com/eje/article/view/400
- [9] Shahbaz, M., Lorente, D. B., & Sharma, R. (2023). Economic Growth and Environmental Quality in a Post-Pandemic World. Routledge: London, UK. https://api.taylorfrancis.com/content/books/mono/download?identifierName=doi&identifierValue=10.4324/9781003336563&type=googlepdf
- [10] Joo, B. A., & Shawl, S. (2023). Understanding the relationship between foreign direct investment and economic growth in BRICS: Panel ARDL approach. Vikalpa, 48(2), 100–113. https://journals.sagepub.com/doi/pdf/10.1177/02560909231180078
- [11] Zhu, H., Duan, L., Guo, Y., & Yu, K. (2016). The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: evidence from panel quantile regression. Economic modelling, 58, 237–248. http://dx.doi.org/10.1016/j.econmod.2016.05.003
- [12] Liu, P., Ur Rahman, Z., Jóźwik, B., & Doğan, M. (2024). Determining the environmental effect of Chinese FDI on the Belt and Road countries CO2 emissions: an EKC-based assessment in the context of pollution haven and halo hypotheses. Environmental sciences europe, 36(1), 48. https://doi.org/10.1186/s12302-024-00866-0
- [13] Al Numan, A., Tahrim, F., Esquivias, M. A., Biswas, M. K., & Primanthi, M. R. (2025). Testing the pollution haven and inverted N-shaped EKC hypotheses in the ASEAN Region: The impact of FDI and energy mix on environmental quality. Environmental and sustainability indicators, 26, 100698. https://doi.org/10.1016/j.indic.2025.100698
- [14] Jiang, L., Zhou, H., Bai, L., & Zhou, P. (2018). Does foreign direct investment drive environmental degradation in China? An empirical study based on air quality index from a spatial perspective. Journal of cleaner production, 176, 864–872. https://doi.org/10.1016/j.jclepro.2017.12.048
- [15] Mert, M., & Caglar, A. E. (2020). Testing pollution haven and pollution halo hypotheses for Turkey: a new perspective. Environmental science and pollution research, 27(26), 32933–32943. https://doi.org/10.1007/s11356-020-09469-7
- [16] Saqib, N., Ozturk, I., Usman, M., Sharif, A., & Razzaq, A. (2023). Pollution Haven or Halo? How European countries leverage FDI, energy, and human capital to alleviate their ecological footprint. Gondwana research, 116, 136–148. https://doi.org/10.1016/j.gr.2022.12.018
- [17] Ahmad, M., Jabeen, G., & Wu, Y. (2021). Heterogeneity of pollution haven/halo hypothesis and environmental Kuznets curve hypothesis across development levels of Chinese provinces. Journal of cleaner production, 285, 124898. https://doi.org/10.1016/j.jclepro.2020.124898
- [18] Abbasi, M. A., Nosheen, M., & Rahman, H. U. (2023). An approach to the pollution haven and pollution halo hypotheses in Asian countries. Environmental science and pollution research, 30(17), 49270–49289. https://doi.org/10.1007/s11356-023-25548-x%0A%0A
- [19] Forte, R., & Moura, R. (2013). The effects of foreign direct investment on the host country’s economic growth: theory and empirical evidence. The singapore economic review, 58(03), 1350017. https://doi.org/10.1142/S0217590813500173
- [20] Rahman, M. D., Suhab, S., & Fitrianti, R. (2025, July). The Impact of Socio-Economic Activities on Carbon Dioxide Emissions in Middle-Income Countries in the ASEAN. In 9th international conference on accounting, management, and economics 2024 (ICAME 2024) (pp. 3293-3302). Atlantis Press. https://doi.org/10.2991/978-94-6463-758-8_276
- [21] Udemba, E. N., & Philip, L. D. (2022). Policy insight from renewable energy, foreign direct investment (FDI), and urbanization towards climate goal: Insight from Indonesia. Environmental science and pollution research, 29(36), 54492–54506. https://doi.org/10.1007/s11356-022-19599-9%0A%0A
- [22] Yilanci, V., Cutcu, I., Cayir, B., & Saglam, M. S. (2023). Pollution haven or pollution halo in the fishing footprint: Evidence from Indonesia. Marine pollution bulletin, 188, 114626. https://doi.org/10.1016/j.marpolbul.2023.114626
- [23] Farabi, A., Handayani, D. O. D., Setianto, R. H., & others. (2024). Sustainable development in Indonesia: A study of energy consumption, CO2 emissions, FDI, and gross capital formation. International journal of energy economics and policy, 14(2), 435–446. https://doi.org/10.32479/ijeep.15424
- [24] Hussaini, N., Musa, I., Abdullahi, N., Aisha, I. R., Alti, S. A. A., & Saidu, R. Analysis of the granger non-causality effect between carbon emission and economic growth in nigeria: toda and yamamoto approach. Dutse journal of economics and development studies (DUJEDS), 1-345. https://www.researchgate.net
- [25] Gogoi, N., & Hussain, F. (2025). Decoupling Between Industrial Growth and Carbon Emissions: Evidence from India’s Core Industries. In FDI, msmes, digitalization, and green industrialization: challenges, opportunities and policy lessons for india (pp. 233–249). Springer. https://doi.org/10.1007/978-981-97-8999-3_11%0A%0A
- [26] Xuan, V. N. (2025). The nexus between innovation, renewable energy consumption, foreign direct investment, GDP, and CO2 emissions in the context of Vietnam: New evidence from the ARDL approach. Energy & environment, 0958305X251322893. https://journals.sagepub.com/doi/abs/10.1177/0958305X251322893
- [27] Dema, A. (2025). Does foreign direct investment (fdi) have an impact on co₂ emissions in balkan countries? [Thesis]. http://dspace.epoka.edu.al/handle/1/2656
- [28] Wang, Z., Zhang, B., & Wang, B. (2018). Renewable energy consumption, economic growth and human development index in Pakistan: evidence form simultaneous equation model. Journal of cleaner production, 184, 1081-1090. https://doi.org/10.1016/j.jclepro.2018.02.260
- [29] Sillah, B. M. S. (2015). Human capital, Foreign direct investment stock, Trade and the technology diffusion in saudi arabia 1974-2011. Journal of economic studies, 42(1), 101–116. https://doi.org/10.1108/JES-04-2013-0047
- [30] Cole, M. A. (2004). Trade, the Pollution Haven Hypothesis and the Environmental Kuznets Curve: Examining the Linkages. Ecological economics, 48(1), 71–81. https://doi.org/10.1016/j.ecolecon.2003.09.007
- [31] Copeland, B. R., & Taylor, M. S. (2017). North-South trade and the environment. In International trade and the environment (pp. 205–238). Routledge. https://doi.org/10.4324/9781315201986-17
- [32] Walter, I., & Ugelow, J. L. (1979). Environmental policies in developing countries. Ambio, 102–109. https://www.cabidigitallibrary.org/doi/full/10.5555/19802604022
- [33] Grossman, G., & Krueger, A. (1991). Environmental impacts of a north american free trade agreement. National bureau of economic research. https://doi.org/10.3386/w3914
- [34] Musah, M., Mensah, I. A., Alfred, M., Mahmood, H., Murshed, M., Omari-Sasu, A. Y., ... & Coffie, C. P. K. (2022). Reinvestigating the pollution haven hypothesis: the nexus between foreign direct investments and environmental quality in G-20 countries. Environmental science and pollution research, 29(21), 31330-31347. https://doi.org/10.1007/s11356-021-17508-0?urlappend=%3Futm_source%3Dresearchgate.net%26utm_medium%3Darticle
- [35] Pata, U. K. (2019). Environmental Kuznets curve and trade openness in Turkey: Bootstrap ARDL approach with a structural break. Environmental science and pollution research, 26(20), 20264–20276. https://doi.org/10.1007/s11356-019-05266-z
- [36] Shahbaz, M., Nasreen, S., Abbas, F., & Anis, O. (2015). Does foreign direct investment impede environmental quality in high-, middle-, and low-income countries? Energy economics, 51, 275–287. https://doi.org/10.1016/j.eneco.2015.06.014
- [37] Zheng, J., Assad, U., Kamal, M. A., & Wang, H. (2024). Foreign direct investment and carbon emissions in China:“Pollution Haven” or “Pollution Halo”? Evidence from the NARDL model. Journal of environmental planning and management, 67(3), 662–687. https://doi.org/10.1080/09640568.2022.2130194
- [38] Bulus, G. C., & Koc, S. (2021). The effects of FDI and government expenditures on environmental pollution in Korea: the pollution haven hypothesis revisited. Environmental science and pollution research, 28(28), 38238–38253. https://doi.org/10.1007/s11356-021-13462-z
- [39] Dagar, V., Ahmed, F., Waheed, F., Bojnec, Š., Khan, M. K., & Shaikh, S. (2022). Testing the pollution haven hypothesis with the role of foreign direct investments and total energy consumption. Energies, 15(11), 4046. https://doi.org/10.3390/en15114046
- [40] Ekesiobi, C., Emmanuel, P. M., Mgbemena, E., Ibekilo, B., Chukwuemeka, D., & Madueme, I. (2025). Reconsidering the pollution haven hypothesis: an investigation of international trade, foreign direct investment, and carbon emission nexus in Nigeria. Journal of chinese economic and business studies, 23(2), https://doi.org/10.1080/14765284.2024.2435227
- [41] Idroes, G. M., Hardi, I., Hilal, I. S., Utami, R. T., Noviandy, T. R., & Idroes, R. (2024). Economic growth and environmental impact: assessing the role of geothermal energy in developing and developed countries. Innovation and green development, 3(3), 100144. https://doi.org/10.1016/j.igd.2024.100144
- [42] Nadeem, A. M., Ali, T., Khan, M. T. I., & Guo, Z. (2020). Relationship between inward FDI and environmental degradation for Pakistan: an exploration of pollution haven hypothesis through ARDL approach. Environmental science and pollution research, 27(13), 15407–15425. https://doi.org/10.1007/s11356-020-08083-x
- [43] Pata, U. K., Dam, M. M., & Kaya, F. (2022). How effective are renewable energy, tourism, trade openness, and foreign direct investment on CO2 emissions? An EKC Analysis for ASEAN Countries. Environmental science and pollution research, 30(6), 14821–14837. https://doi.org/10.1007/s11356-022-23160-z
- [44] Hardi, I., Afjal, M., Aburizaiza, S. O., Saeed, M. A., Idroes, G. M., & Noviandy, T. R. (2026). Redefining economic trajectories: Examining the U-shaped dynamics between renewable energy and economic leading indicators. Humanities and social sciences communications, 13(1), 137. https://doi.org/10.1057/s41599-025-06442-y
- [45] Raihan, A. (2023). Exploring environmental Kuznets curve and pollution haven hypothesis in Bangladesh: the impact of foreign direct investment. Journal of environmental science and economics, 2(1), 25–36. https://doi.org/10.56556/jescae.v2i1.451
- [46] Hardi, I., Ringga, E. S., Idroes, G. M., Astina, C., Muda, U. P., Noviandy, T. R., & Idroes, R. (2025). Green human development in Indonesia: Role of renewable and nonrenewable energy. Chinese journal of population, resources and environment, 23(3), 397–411. https://doi.org/10.1016/j.cjpre.2025.07.010
- [47] Maulidar, P., Fadila, S., Hafizah, I., Zikra, N., & Idroes, G. M. (2024). Enhancing environmental quality: Investigating the impact of hydropower energy consumption on CO2 Emissions in Indonesia. Ekonomikalia journal of economics, 2(1), 53–65. https://doi.org/10.60084/eje.v2i1.180
- [48] Shin, Y., Yu, B., & Greenwood-Nimmo, M. (2014). Modelling asymmetric cointegration and dynamic multipliers in a nonlinear ARDL framework. In Festschrift in honor of peter schmidt: econometric methods and applications (pp. 281–314). Springer. https://doi.org/10.1007/978-1-4899-8008-3_9
- [49] Ahmad, M., Khan, Z., Ur Rahman, Z., & Khan, S. (2018). Does financial development asymmetrically affect CO2 emissions in China? An application of the nonlinear autoregressive distributed lag (NARDL) model. Carbon management, 9(6), 631–644. https://doi.org/10.1080/17583004.2018.1529998
- [50] Mujtaba, A., & Jena, P. K. (2021). Analyzing asymmetric impact of economic growth, energy use, FDI inflows, and oil prices on CO2 emissions through NARDL approach. Environmental science and pollution research, 28(24), 30873–30886. https://doi.org/10.1007/s11356-021-12660-z
- [51] Sreenu, N. (2022). Impact of FDI, crude oil price and economic growth on CO2 emission in India:-symmetric and asymmetric analysis through ARDL and non-linear ARDL approach. Environmental science and pollution research, 29(28), 42452–42465. https://doi.org/10.1007/s11356-022-19597-x
- [52] Udemba, E. N., & Yalçıntaş, S. (2021). Interacting force of foreign direct invest (FDI), natural resource and economic growth in determining environmental performance: A nonlinear autoregressive distributed lag (NARDL) approach. Resources policy, 73, 102168. https://doi.org/10.1016/j.resourpol.2021.102168
- [53] Pesaran, M. H., Shin, Y., & Smith, R. J. (2001). Bounds testing approaches to the analysis of level relationships. Journal of applied econometrics, 16(3), 289–326. https://doi.org/10.1002/jae.616
- [54] Dickey, D. A., & Fuller, W. A. (1981). Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root. Econometrica, 49(4), 1057. https://doi.org/10.2307/1912517
- [55] Perron, P. (1988). Trends and random walks in macroeconomic time series: Further evidence from a new approach. Journal of economic dynamics and control, 12(2–3), 297–332. https://doi.org/10.1016/0165-1889(88)90043-7
- [56] Kisswani, K. M., & Zaitouni, M. (2023). Does FDI affect environmental degradation? Examining pollution haven and pollution halo hypotheses using ARDL modelling. Journal of the asia pacific economy, 28(4), 1406–1432. https://doi.org/10.1080/13547860.2021.1949086
- [57] Chiriluș, A., & Costea, A. (2023). The effect of FDI on environmental degradation in romania: testing the pollution haven hypothesis. Sustainability, 15(13), 10733. https://doi.org/10.3390/su151310733
- [58] Uche, E., Omoke, P. C., Silva‐Opuala, C., & Al‐Faryan, M. A. S. (2024). Re‐estimating the pollution haven–halo hypotheses for Brazil via a machine learning procedure. Journal of international development, 36(2), 1274–1292. https://doi.org/10.1002/jid.3868
- [59] Idroes, G. M., Hardi, I., Rahman, M. H., Afjal, M., Noviandy, T. R., & Idroes, R. (2024). The Dynamic Impact of Non-renewable and Renewable Energy on Carbon Dioxide Emissions and Ecological Footprint in Indonesia. Carbon research, 3(1), 35. https://doi.org/10.1007/s44246-024-00117-0
- [60] Idroes, G. M., Hafizah, I., Hartono, D., Dharma, D. B., Hardi, I., Noviandy, T. R., & Idroes, R. (2025). Investigating hydropower energy consumption’s effect on southeast asia’s path to achieving environmental sustainability and carbon neutrality. Carbon research, 4(1), 57. https://doi.org/10.1007/s44246-025-00218-4
- [61] Begum, R. A., Raihan, A., Pereira, J. J., Ahmed, F., & Tam, V. W. Y. (2025). Impacts of economic growth, energy use, population, urbanisation, and tourism on CO2 emissions in Malaysia: An empirical analysis of ARDL approach. Environment, development and sustainability. https://doi.org/10.1007/s10668-025-06093-8
- [62] Raihan, A., Ridwan, M., Zimon, G., Rahman, J., Tanchangya, T., Bari, A. M., … & Akter, R. (2025). Dynamic effects of foreign direct investment, globalization, economic growth, and energy consumption on carbon emissions in Mexico: An ARDL approach. Innovation and green development, 4(2), 100207. https://doi.org/10.1016/j.igd.2025.100207
- [63] Mitić, P., Kostić, A., Petrović, E., & Cvetanovic, S. (2020). The Relationship between CO2 Emissions, Industry, Services and Gross Fixed Capital Formation in the Balkan Countries. Engineering economics, 31(4), 425–436. https://doi.org/10.5755/j01.ee.31.4.24833
- [64] Idroes, G. M., Wiranatakusuma, D. B., Hilal, lin S., Fazli, Q. S., Hardi, I., Syahnur, S., … & Idroes, R. (2026). Quantifying the environmental consequences of agrochemical use: A dynamic econometric and wavelet coherence approach. Sustainability analytics and modeling, 6, 100058. https://doi.org/10.1016/j.samod.2026.100058
- [65] Kobayakawa, T. (2022). The carbon footprint of capital formation: An empirical analysis on its relationship with a country’s income growth. Journal of industrial ecology, 26(2), 522–535. https://doi.org/10.1111/jiec.13199
- [66] Rahman, A., Murad, S. M. W., Mohsin, A. K. M., & Wang, X. (2024). Does renewable energy proactively contribute to mitigating carbon emissions in major fossil fuels consuming countries? Journal of cleaner production, 452, 142113. https://doi.org/10.1016/j.jclepro.2024.142113
- [67] Sohaib, M., Majeed, A., Liu, J., & Oláh, J. (2025). The role of renewable energy in mitigating carbon emissions: Insights from China’s energy consumption patterns. Energy strategy reviews, 61, 101860. https://doi.org/10.1016/j.esr.2025.101860
- [68] Idroes, G. M., Rahman, H., Uddin, I., Hardi, I., & Falcone, P. M. (2024). 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, 368, 122077. https://doi.org/10.1016/j.jenvman.2024.122077
- [69] Kartal, H. M., Acaroğlu, H., & Garcia Marquez, F. P. (2023). The validity of the environmental kuznets curve in terms of the ecological foot print and energy consumption diversity: The case of Turkey (pp. 272–279). https://doi.org/10.1007/978-3-031-27915-7_49
- [70] Pata, U. K., Bulut, U., Balsalobre-Lorente, D., & Chovancová, J. (2025). Does income growth affect renewable energy or carbon emissions first? A Fourier-based analysis for renewable and fossil energies. Energy strategy reviews, 57, 101615. https://doi.org/10.1016/j.esr.2024.101615
- [71] Jin, L. (2021). Applications and prospects of mems sensors in automotive [presentation]. Journal of physics: Conference series (Vol. 1884, p. 12010). https://doi.org/10.1088/1742-6596/1884/1/012010
- [72] Idroes, G. M., Hilal, I. S., Hafizah, I., Hamaguchi, Y., Bruyn, C. de, Agustina, M., … & Stancu, S. (2025). Do natural disasters, fossil fuels, and renewable energy affect CO2 emissions and the ecological footprint? Ekonomikalia journal of economics, 3(1), 47–63.https://doi.org/10.60084/eje.v3i1.285
