Towards Sustainable Development Goals: An ARDL Analysis of Energy Efficiency, Finance, and Technology in Mitigating CO₂ Emissions in the United States

Authors

DOI:

https://doi.org/10.31181/sa41202667

Keywords:

Sustainable development goals, Carbon emissions, Energy efficiency, Green finance, United States

Abstract

This paper examines the changing associations among economic growth, Energy Efficiency (EE), and access to finance, Information and Communication Technology (ICT), and Urbanization (URBA) and their joint impacts on Carbon Dioxide (CO₂) emissions in the United States (US) between 1990 and 2022. The analysis employs unit root tests and cointegration tests to estimate the short-run and long-run dynamics to apply the Autoregressive Distributed Lag (ARDL) model with the aid of error correction modeling and Granger causality tests. Results illustrate that Gross Domestic Product (GDP) growth and URBA significantly deteriorate environmental quality, as rising economic activities and expanding urban populations intensify fossil fuel consumption and carbon emissions. In contrast, EE, Financial Accessibility (FA), and ICT adoption exert a mitigating effect on emissions, highlighting their potential role in advancing environmental sustainability. Specifically, access to finance facilitates investment in cleaner technologies, ICT applications reduce energy intensity, and renewable energy innovations enhance efficiency. Causality analysis further indicates unidirectional effects from GDP, ICT, EE, and FA to CO₂ emissions, while URBA demonstrates a bidirectional causal link with emissions. These findings highlight how vital technological development, sustainable finance, and green energy are in ensuring that U.S. development is in line with the global climate agenda. The research is relevant to Sustainable Development Goals (SDG 7: Affordable and Clean Energy, SDG 9: Industry, Innovation, and Infrastructure, SDG 11: Sustainable Cities and Communities, and SDG 13: Climate Action) because it provides empirical data on how to strike a balance between economic growth and environmental sustainability. Policymakers are urged to prioritize green finance, ICT infrastructure, and energy transition policies to achieve long-term carbon neutrality.

References

Tithi, S. I. (2025). Machine learning-driven predictive models for urban sustainability in the context of digital transformation. Innovations in environmental economics, 1(2), 96–108. https://doi.org/10.48313/iee.v1i2.42

Ridwan, M., Urbee, A. J., Voumik, L. C., Das, M. K., Rashid, M., & Esquivias, M. A. (2024). Investigating the environmental kuznets curve hypothesis with urbanization, industrialization, and service sector for six South Asian countries: Fresh evidence from driscoll kraay standard error. Research in globalization, 8, 100223. https://doi.org/10.1016/j.resglo.2024.100223

Shourov, M. A. H., Hassan, M. R., Al Jubayed, A., Jalal, M. M., Debnath, A., & Giri, A. K. (2025). Artificial intelligence and the next-gen supply Chain: Energy-economy linkages in the United States. Innovations in environmental economics, 1(1), 39–55. https://doi.org/10.48313/iee.v1i1.38

Ridwan, M., Akther, A., Dhar, B. K., Roshid, M. M., Mahjabin, T., Bala, S., & Hossain, H. (2025). Advancing circular economy for climate change mitigation and sustainable development in the nordic region. Sustainable development, 1_20. https://doi.org/10.1002/sd.3563

Ahmed, M. E., Sony, R. I., Sifat, A. I., Jalal, M. M., Rahman, A., Zohora, F. (2025). Investigating the role of education and R & D investment in reducing environmental pollution in China: An ARDL analysis. Environment, innovation and management, 1, 2550025. https://doi.org/10.1142/S3060901125500255

Jahanger, A., Rehman, M. Z., Jalal, M. M., & Hossain, M. E. (2025). Moving towards energy transition: What role do green financing, green technology and environmental sustainability play? Politická ekonomie, 73(4), 743–768. https://doi.org/10.18267/j.polek.1462

BP. (2025). Fields of dreams: The giant reserves fuelling bp’s growth. https://www.bp.com/en/global/corporate/news-and-insights/energy-in-focus/giant-fields-fuelling-bps-growth.html?gad_source=1&gad_campaignid=23060737392&gclid

Saqib, N., Duran, I. A., & Ozturk, I. (2023). Unraveling the interrelationship of digitalization, renewable energy, and ecological footprints within the EKC framework: Empirical insights from the United States. Sustainability, 15(13), 10663. https://doi.org/10.3390/su151310663

Rahman, M. N., & Ferdaous, J. (2024). Linkages between ICT diffusion, renewable energy consumption, and carbon emissions: A comparative analysis of SAARC, MENA, and OECD countries. Environmental science and pollution research, 31(9), 13471–13488. https://doi.org/10.1007/s11356-024-32068-9%0A%0A

Pattak, D. C., Tahrim, F., Salehi, M., Voumik, L. C., Akter, S., Ridwan, M., Zimon, G. (2023). The driving factors of Italy’s CO2 emissions based on the STIRPAT model: ARDL, FMOLS, DOLS, and CCR approaches. Energies, 16(15), 5845. https://doi.org/10.3390/en16155845

Ahmad, S., Raihan, A., & Ridwan, M. (2024). Role of economy, technology, and renewable energy toward carbon neutrality in China. Journal of economy and technology, 2, 138–154. https://doi.org/10.1016/j.ject.2024.04.008

Raihan, A., Voumik, L. C., Ridwan, M., Ridzuan, A. R., Jaaffar, A. H., & Yusoff, N. Y. M. (2023). From growth to green: Navigating the complexities of economic development, energy sources, health spending, and carbon emissions in Malaysia. Energy reports, 10, 4318–4331. https://doi.org/10.1016/j.egyr.2023.10.084

Mehmood, U., Tariq, S., Haq, Z. ul, Nawaz, H., Ali, S., Murshed, M., & Iqbal, M. (2023). Evaluating the role of renewable energy and technology innovations in lowering CO2 emission: A wavelet coherence approach. Environmental science and pollution research, 30(15), 44914–44927. https://doi.org/10.1007/s11356-023-25379-w%0A%0A

Shahzadi, H. N., Sheikh, S. M., Sadiq, A., & Rahman, S. U. (2023). Effect of financial development, economic growth on environment pollution: Evidence from G-7 based ARDL cointegration approach. Pakistan journal of humanities and social sciences, 11(1), 68–79. https://doi.org/10.52131/pjhss.2023.1101.0330

Wenlong, Z., Tien, N. H., Sibghatullah, A., Asih, D., Soelton, M., & Ramli, Y. (2023). Impact of energy efficiency, technology innovation, institutional quality, and trade openness on greenhouse gas emissions in ten Asian economies. Environmental science and pollution research, 30(15), 43024–43039. https://doi.org/10.1007/s11356-022-20079-3%0A%0A

Bilgili, F., Balsalobre-Lorente, D., Kucskaya, S., Alnour, M., Onderol, S., & Hoque, M. E. (2024). Are research and development on energy efficiency and energy sources effective in the level of CO2 emissions? Fresh evidence from EU data. Environment, development and sustainability, 26(9), 24183–24219. https://doi.org/10.1007/s10668-023-03641-y%0A%0A

Robaina, M., & Arshad, Z. (2020). The role of energy efficiency in CO2 mitigation-economy wide rebound effect in asean countries. 2020 17th international conference on the european energy market (EEM), 1–5. IEEE. https://doi.org/10.1109/EEM49802.2020.9221941

Chaudhry, I. S., Yusop, Z., & Habibullah, M. S. (2022). Financial inclusion-environmental degradation nexus in OIC countries: New evidence from environmental Kuznets curve using DCCE approach. Environmental science and pollution research, 29(4), 5360–5377. https://doi.org/10.1007/s11356-021-15941-9%0A%0A

Ridwan, M., Aspy, N. N., Bala, S., Hossain, M. E., Akther, A., Eleais, M., & Esquivias, M. A. (2024). Determinants of environmental sustainability in the United States: Analyzing the role of financial development and stock market capitalization using LCC framework. Discover sustainability, 5(1), 319. https://doi.org/10.1007/s43621-024-00539-1

Raihan, A., Hasan, M. A., Voumik, L. C., Pattak, D. C., Akter, S., & Ridwan, M. (2024). Sustainability in Vietnam: Examining economic growth, energy, innovation, agriculture, and forests’ impact on CO2 emissions. World development sustainability, 4, 100164. https://doi.org/10.1016/j.wds.2024.100164

Raihan, A., Ridwan, M., & Rahman, M. S. (2024). An exploration of the latest developments, obstacles, and potential future pathways for climate-smart agriculture. Climate smart agriculture, 1(2), 100020. https://doi.org/10.1016/j.csag.2024.100020

Sun, X., Xiao, S., Ren, X., & Xu, B. (2023). Time-varying impact of information and communication technology on carbon emissions. Energy economics, 118, 106492. https://doi.org/10.1016/j.eneco.2022.106492

Xie, L., Mu, X., Hu, G., Tian, Z., & Li, M. (2023). How do information and communication technology and urbanization affect carbon emissions? evidence from 42 selected “belt and road initiative” countries. Environmental science and pollution research, 30(14), 40427–40444. https://doi.org/10.1007/s11356-022-25003-3%0A%0A

Akhter, A., Al Shiam, S. A., Ridwan, M., Abir, S. I., Shoha, S., Nayeem, M. B., & Bibi, R. (2024). Assessing the impact of private investment in AI and financial globalization on load capacity factor: Evidence from United States. Journal of environmental science and economics, 3(3), 99–127. https://doi.org/10.56556/jescae.v3i3.977

Ridwan, M. (2023). Unveiling the powerhouse: Exploring the dynamic relationship between globalization, urbanization, and economic growth in Bangladesh through an innovative ARDL approach. ASIAN journal of economics and business management, 283_291. https://doi.org/10.53402/ajebm.v2i2.352

Raihan, A., Muhtasim, D. A., Farhana, S., Pavel, M. I., Faruk, O., Rahman, M., & Mahmood, A. (2022). Nexus between carbon emissions, economic growth, renewable energy use, urbanization, industrialization, technological innovation, and forest area towards achieving environmental sustainability in Bangladesh. Energy and climate change, 3, 100080. https://doi.org/10.1016/j.egycc.2022.100080

Song, S., Tan, H., Zhang, Y., & Ma, Y. (2024). A multiscale analysis of the relationship between urbanization and CO2 emissions using geo-weighted regression model. Discover sustainability, 5(1), 113. https://doi.org/10.1007/s43621-024-00298-z%0A%0A

Shahbaz, M., Loganathan, N., Muzaffar, A. T., Ahmed, K., & Jabran, M. A. (2016). How urbanization affects CO2 emissions in Malaysia? the application of STIRPAT model. Renewable and sustainable energy reviews, 57, 83–93. https://doi.org/10.1016/j.rser.2015.12.096

Anser, M. K., Khan, K. A., Umar, M., Awosusi, A. A., & Shamansurova, Z. (2024). Formulating sustainable development policy for a developed nation: Exploring the role of renewable energy, natural gas efficiency and oil efficiency towards decarbonization. International journal of sustainable development & world ecology, 31(3), 247–263. https://doi.org/10.1080/13504509.2023.2268586

Islam, S., Raihan, A., Paul, A., Ridwan, M., Rahman, M. S., Rahman, J., & Al Jubayed, A. (2024). Dynamic impacts of sustainable energies, technological innovation, economic growth, and financial globalization on load capacity factor in the top nuclear energy-consuming countries. Journal of environmental and energy economics, 3(2), 1–14. https://doi.org/10.56946/jeee.v3i1.448

Jin, X., Ahmed, Z., Pata, U. K., Kartal, M. T., & Erdogan, S. (2024). Do investments in green energy, energy efficiency, and nuclear energy R&D improve the load capacity factor? an augmented ARDL approach. Geoscience frontiers, 15(4), 101646. https://doi.org/10.1016/j.gsf.2023.101646

Raihan, A., Rahman, S. M., Sarker, T., Ridwan, M., Sahoo, M., Dhar, B. K., Bari, A. B. M. M. (2025). Tourism-energy-economy-environment nexus toward sustainable and green development in Malaysia. Innovation and green development, 4(4), 100257. https://doi.org/10.1016/j.igd.2025.100257

Raihan, A., Bala, S., Akther, A., Ridwan, M., Eleais, M., & Chakma, P. (2024). Advancing environmental sustainability in the G-7: The impact of the digital economy, technological innovation, and financial accessibility using panel ARDL approach. Journal of economy and technology. https://doi.org/10.1016/j.ject.2024.06.001

Ridwan, M. (2025). Artificial intelligence and green development: The role of financial market efficiency in the United States. Development and sustainability in economics and finance, 100099. https://doi.org/10.1016/j.dsef.2025.100099

Raihan, A., Voumik, L. C., Ridwan, M., Akter, S., Ridzuan, A. R., Wahjoedi, Ismail, N. A. (2024). Indonesia’s path to sustainability: exploring the intersections of ecological footprint, technology, global trade, financial development and renewable energy. Opportunities and risks in ai for business development, 1, 1–13. Springer. https://doi.org/10.1007/978-3-031-65203-5_1

Rahman, J., Rahman, H., Islam, N., Tanchangya, T., Ridwan, M., & Ali, M. (2025). Regulatory landscape of blockchain assets: analyzing the drivers of NFT and cryptocurrency regulation. BenchCouncil transactions on benchmarks, standards and evaluations, 100214. https://doi.org/10.1016/j.tbench.2025.100214

Godil, D. I., Sharif, A., Agha, H., & Jermsittiparsert, K. (2020). The dynamic nonlinear influence of ICT, financial development, and institutional quality on CO2 emission in Pakistan: New insights from QARDL approach. Environmental science and pollution research, 27(19), 24190–24200. https://doi.org/10.1007/s11356-020-08619-1%0A%0A

Zhang, W., Xu, Y., Jiang, L., Streets, D. G., & Wang, C. (2023). Direct and spillover effects of new-type urbanization on CO2 emissions from central heating sector and EKC analyses: Evidence from 144 cities in China. Resources, conservation and recycling, 192, 106913. https://doi.org/10.1016/j.resconrec.2023.106913

Dietz, T., & Rosa, E. A. (1994). Rethinking the environmental impacts of population, affluence and technology. Human ecology review, 1(2), 277–300. https://www.jstor.org/stable/24706840?seq=1

Akther, A., Tahrim, F., Voumik, L. C., Esquivias, M. A., & Pattak, D. C. (2025). Municipal solid waste dynamics: Economic, environmental, and technological determinants in Europe. Cleaner engineering and technology, 24, 100877. https://doi.org/10.1016/j.clet.2024.100877

Ridzuan, A. R., Rahman, N. H. A., Singh, K. S. J., Borhan, H., Ridwan, M., Voumik, L. C., & Ali, M. (2023). Assessing the impact of technology advancement and foreign direct investment on energy utilization in malaysia: an empirical exploration with boundary estimation . International conference on business and technology (pp. 1–12). https://doi.org/10.1007/978-3-031-55911-2_1%0A%0A

Jalil, A., & Rao, N. H. (2019). Time series analysis (stationarity, cointegration, and causality). Environmental kuznets curve (EKC) (pp. 85–99). Elsevier. https://doi.org/10.1016/B978-0-12-816797-7.00008-4

Shahid, R., Shahid, H., Shijie, L., & Jian, G. (2024). Developing nexus between economic opening-up, environmental regulations, rent of natural resources, green innovation, and environmental upgrading of China-empirical analysis using ARDL bound-testing approach. Innovation and green development, 3(1), 100088. https://doi.org/10.1016/j.igd.2023.100088

Dickey, D. A., & Fuller, W. A. (1979). Distribution of the estimators for autoregressive time series with a unit root. Journal of the american statistical association, 74(366), 427–431. https://doi.org/10.1080/01621459.1979.10482531

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

Pesaran, H., & Shin, Y. (1995). An Autoregressive distributed lag modeling approach to co-integration analysis. Econometncs and economic theory in the 20st century: the ragnar frisch centennial symposium, 31. https://doi.org/10.1017/CCOL0521633230.011

Granger, C. W. J. (1969). Investigating causal relations by econometric models and cross-spectral methods. Econometrica: journal of the econometric society, 424–438. https://doi.org/10.2307/1912791

Engle, R. F., & Granger, C. W. J. (1987). Co-integration and error correction: Representation, estimation, and testing. Econometrica: journal of the econometric society, 251–276. https://doi.org/10.2307/1913236

Santilio, A., Cammarata, R., & Girolimetti, S. (2024). Laboratory performances during proficiency tests for the analysis of active substances in pesticide formulations during 2021--2023. Accreditation and quality assurance, 29(5), 359–368. https://doi.org/10.1007/s00769-024-01620-y%0A%0A

Polcyn, J., Voumik, L. C., Ridwan, M., Ray, S., & Vovk, V. (2023). Evaluating the influences of health expenditure, energy consumption, and environmental pollution on life expectancy in Asia. International journal of environmental research and public health, 20(5), 4000. https://doi.org/10.3390/ijerph20054000

Voumik, L. C., Rahman, M. H., Rahman, M. M., Ridwan, M., Akter, S., & Raihan, A. (2023). Toward a sustainable future: examining the interconnectedness among Foreign Direct Investment (FDI), urbanization, trade openness, economic growth, and energy usage in Australia. Regional sustainability, 4(4), 405–415. https://doi.org/10.1016/j.regsus.2023.11.003

Ismail, M., Rahman, M. T., Johany, S. A., Ridwan, M., & Hossain, M. E. (2025). A machine learning framework for predicting Bangladesh’s economic growth: Emphasizing the sector-specific carbon emission dynamics. Social sciences & humanities open, 12, 102081. https://doi.org/10.1016/j.ssaho.2025.102081

Published

2025-12-18

How to Cite

Israr Tithi, S. . (2025). Towards Sustainable Development Goals: An ARDL Analysis of Energy Efficiency, Finance, and Technology in Mitigating CO₂ Emissions in the United States. Systemic Analytics, 4(1), 13-26. https://doi.org/10.31181/sa41202667