Artificial Intelligence and the Next-Gen Supply Chain: Energy-Economy Linkages in the United States

Authors

  • Md Abir Hossain Shourov Department of Business Administration (MBA) in Information Technology Management, Indiana Wesleyan University, United States of America.
  • Md Rajabul Hassan Department of Management-Information Technology, St Francis College, United States of America.
  • Abdullah Al Jubayed * Department of Economics, Western Kentucky University, United States of America. https://orcid.org/0009-0000-1620-2166
  • Md Mostafa Jalal Department of Political Science, Texas State University, United States of America.
  • Amit Debnath Department of Tourism and Hospitality Management, University of Dhaka, Bangladesh.
  • Arun Kumar Giri Department of Economics and Finance, BITS Pilani, Pilani Campus, Rajasthan, India.

https://doi.org/10.48313/iee.v1i1.38

Abstract

This study delves into the complex connections between AI advancements, energy usage, industrialization, population increase, GDP growth, and the cumulative effect on the ecological footprint (EF) in the United States from 1996 to 2022. The advanced econometric methods like unit root tests (ADF, P-P, and DF-GLS) were applied in the study to examine the non-stationary variables. Furthermore, the Autoregressive Distributed Lag (ARDL) was utilized for both short and long-term effects, and the paper delivers a comprehensive analysis of the dynamics of environmental sustainability.  Additional validation of the ARDL findings comes from robustness checks done on FMOLS, DOLS, and CCR estimation. The findings indicate that there is a positive correlation between the growth of GDP, energy consumption, industrialization, and increase in population and EF, which implies that more economic activities, increased industrial expansion, and a rise in the population cause increased levels of pollution and depletion of resources. In contrast, AI innovation exhibits a negative correlation with the EF, indicating that AI advancements can mitigate environmental degradation by optimizing resource usage and promoting sustainable practices. These results demonstrate how AI innovation and renewable energy sources can improve environmental well-being while tackling the problems caused by industrialization and GDP growth. In order to achieve equilibrium between growth in the economy and environmental conservation, the investigation highlights the necessity of tailored regulations that encourage the use of alternative energy sources, environmentally friendly industrial processes, and AI-driven long-term viability systems. Policymakers can leverage these insights to foster sustainable innovation while reducing the environmental impact of population and industrial growth.

Keywords:

AI Innovation, Energy Use, Economic Growth, Ecological Footprint, USA

References

  1. [1] 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. In Opportunities and risks in ai for business development: Volume 1 (pp. 1-13). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-65203-5_1
  2. [2] Kurniawati, T., Rahmiza, M., Ridwan, M., Aspy, N. N., Mahjabin, T., Eleais, M., & Ridzuan, A. R. (2025). Reassessing the load capacity curve hypothesis in ASEAN-5: Exploring energy intensity, trade, and financial inclusion with advanced econometric techniques. international journal of energy economics and policy, 15(2), 195-208. https://B2n.ir/fz7349
  3. [3] Ridwan, M., Tahsin, M. S., Al-Absy, M. S. M., Eleais, M., Ridzuan, A. R., & Mukthar, K. J. (2025). Economic alchemy: Unraveling the nexus between trade openness, inflation, exchange rates, and economic growth in Bangladesh. International journal of economics and financial issues, 15(3), 244. https://doi.org/10.32479/ijefi.17779
  4. [4] Raihan, A., Ridwan, M., Salehi, M., & Zimon, G. (2025). Influences of financial development and energy price on renewable energy: An italian case. Energy engineering, 122(2). https://B2n.ir/eg6821
  5. [5] Urbee, A. J., Hasan, M. A., Ridwan, M., & Dewan, M. F. (2025). Adaptation and resilience in the face of climate-induced migration: exploring coping strategies in the urban economy of barishal metropolitan city. Environment, innovation and management, 1, 2550005. https://doi.org/10.1142/S306090112550005X
  6. [6] Raihan, A., Ridwan, M., Sarker, T., Atasoy, F. G., Zimon, G., Bari, A. M., ... & Mohajan, B. (2025). The influence of different environmental factors toward Vietnam's net-zero emissions goal. Innovation and green development, 4(3), 100229. https://doi.org/10.1016/j.igd.2025.100229
  7. [7] Raihan, A., Al Hasnat, M., Rahman, S. M., Ridwan, M., Rahman, M. M., Islam, M. T., ... & Bari, A. M. (2025). Recent advancements in alternative energies, technological innovations, and optimization strategies for seaport decarbonization. Innovation and green development, 4(3), 100252. https://doi.org/10.1016/j.igd.2025.100252
  8. [8] Raihan, A., Zimon, G., Ridwan, M., Rahman, M. M., & Salehi, M. (2025). Role of mineral resource rents, renewable energy, and energy efficiency toward carbon neutrality in China. Energy Nexus, 100394. https://doi.org/10.1016/j.nexus.2025.100394
  9. [9] Gharbi, I., Rahman, M. H., Muryani, M., Esquivias, M. A., & Ridwan, M. (2025). Exploring the influence of financial development, renewable energy, and tourism on environmental sustainability in Tunisia. Discover Sustainability, 6(1), 127. https://doi.org/10.1007/s43621-025-00896-5
  10. [10] 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
  11. [11] Ridwan, M., Tanchangya, T., Rahman, J., Foisal, M. Z. U., Mohajan, B., Islam, S., ... & Al Jubayed11, A. Factors affecting the ecological footprint in the united states: the influences of natural resources, economic conditions, renewable energy sources, and advancements in technology. Journal of environmental and energy economics, 35-52. https://doi.org/10.56946/jeee.v1i1.483
  12. [12] Ridwan, M., Akther, A., Al Absy, M. S. M., Tahsin, M. S., Bin Ridzuan, A. R., Yagis, O., & Mukhta, K. P. (2024). The role of tourism, technological innovation, and globalization in driving energy demand in major tourist regions. International journal of energy economics and policy, 14(6), 675-689. http://hdl.handle.net/11159/703067
  13. [13] Ridwan, M., Akther, A., Tamim, M. A., Ridzuan, A. R., Esquivias, M. A., & Wibowo, W. (2024). Environmental health in BIMSTEC: the roles of forestry, urbanization, and financial access using LCC theory, DKSE, and quantile regression. Discover sustainability, 5(1), 429. https://doi.org/10.1007/s43621-024-00679-4
  14. [14] 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
  15. [15] Onwe, J. C., Ridzuan, A. R., Uche, E., Ray, S., Ridwan, M., & Razi, U. (2024). Greening Japan: Harnessing energy efficiency and waste reduction for environmental progress. Sustainable Futures, 8, 100302. https://doi.org/10.1016/j.sftr.2024.100302
  16. [16] Raihan, A., Atasoy, F. G., Coskun, M. B., Tanchangya, T., Rahman, J., Ridwan, M., ... & Yer, H. (2024). Fintech adoption and sustainable deployment of natural resources: Evidence from mineral management in Brazil. Resources policy, 99, 105411. https://doi.org/10.1016/j.resourpol.2024.105411
  17. [17] Raihan, A., Ibrahim, S., Ridwan, M., Rahman, M. S., Bari, A. M., & Atasoy, F. G. (2025). Role of renewable energy and foreign direct investment toward economic growth in Egypt. Innovation and green development, 4(1), 100185. https://doi.org/10.1016/j.igd.2024.100185
  18. [18] EIA. (2023). The United States uses a mix of energy sources. https://www.eia.gov/energyexplained/us-energyfacts/#:~:text=U.S.%20total%20annual%20energy%20production,primary%20energy%20production%20in%202023.
  19. [19] Intergovernmental Panel on Climate Change (IPCC). (2022). Climate change 2022: mitigation of climate change. https://doi.org/10.1017/9781009157926
  20. [20] Adebayo, T. S. (2024). Do uncertainties moderate the influence of renewable energy consumption on electric power CO2 emissions? A new policy insights. International journal of sustainable development & world ecology, 31(3), 314-329. https://doi.org/10.1080/13504509.2023.2286487
  21. [21] Sinha, A., Tiwari, S., & Saha, T. (2024). Modeling the behavior of renewable energy market: Understanding the moderation of climate risk factors. Energy economics, 130, 107290. https://doi.org/10.1016/j.eneco.2023.107290
  22. [22] Onwe, J. C., Ridzuan, A. R., Uche, E., Ray, S., Ridwan, M., & Razi, U. (2024). Greening Japan: Harnessing energy efficiency and waste reduction for environmental progress. Sustainable futures, 8, 100302. https://doi.org/10.1016/j.sftr.2024.100302
  23. [23] 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, 2(2), 283-291. https://doi.org/10.53402/ajebm.v2i2.352
  24. [24] You, T. T., Zhang, L. M., Zhou, S. K., & Xu, F. (2015). Structural elucidation of lignin–carbohydrate complex (LCC) preparations and lignin from Arundo donax Linn. Industrial Crops and Products, 71, 65-74. https://doi.org/10.1007/s43621-024-00679-4
  25. [25] Rahman, M. S., Ridwan, M., Raihan, A., Tanchangya, T., Rahman, J., Foisal, M. Z. U., ... & Islam, S. (2022). Nexus between agriculture, economy, energy use, and ecological footprint toward sustainable development in Bangladesh. Journal of environmental and energy economics, 1(2), 18-31. https://doi.org/10.56946/jeee.v1i2.486
  26. [26] 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
  27. [27] Raihan, A., Rahman, J., Tanchangya, T., Ridwan, M., & Bari, A. B. M. (2024). Influences of economy, energy, finance, and natural resources on carbon emissions in Bangladesh. Carbon research, 3(1), 1-16.https://doi.org/10.1007/s44246-024-00157-6
  28. [28] Ahmed Z, Asghar MM, Malik MN, Nawaz K. (2020). Moving towards a sustainable environment: the dynamic linkage between natural resources, human capital, urbanization, economic growth, and ecological footprint in China. Resour policy, 67, 101677. https://doi.org/10.1016/j.resourpol.2020.101677
  29. [29] Saud, S., Chen, S., Danish, & Haseeb, A. (2019). Impact of financial development and economic growth on environmental quality: An empirical analysis from Belt and Road Initiative (BRI) countries. Environmental Science and pollution research, 26, 2253-2269. https://doi.org/10.1007/s11356-018-3688-1
  30. [30] 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
  31. [31] Mehmood, U., Tariq, S., Haq, Z. U., 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
  32. [32] Raihan, A., Ridwan, M., Tanchangya, T., Rahman, J., & Ahmad, S. (2023). Environmental effects of China's nuclear energy within the framework of environmental kuznets curve and pollution haven hypothesis. Journal of environmental and energy economics, 2(1), 1-12. https://doi.org/10.56946/jeee.v2i1.346
  33. [33] Bibri, S. E., Krogstie, J., Kaboli, A., & Alahi, A. (2024). Smarter eco-cities and their leading-edge artificial intelligence of things solutions for environmental sustainability: A comprehensive systematic review. Environmental science and ecotechnology, 19, 100330. https://doi.org/10.1016/j.ese.2023.100330
  34. [34] Chen, P., Gao, J., Ji, Z., Liang, H., & Peng, Y. (2022). Do artificial intelligence applications affect carbon emission performance?—Evidence from panel data analysis of Chinese cities. Energies, 15(15), 5730. https://doi.org/10.3390/en15155730
  35. [35] Ridwan, M., Bala, S., Shiam, S. A. A., Akhter, A., Asrafuzzaman, M., Shochona, S. A., & Shoha, S. (2024). Leveraging AI for a greener future: Exploring the economic and financial impacts on sustainable environment in the United States. Journal of environmental science and economics, 3(3), 1-30. https://doi.org/10.56556/jescae.v3i3.970
  36. [36] Bala, S., Al Shiam, S. A., Arefeen, S. S., Abir, S. I., & Hossain, H.(2024). Measuring how AI innovations and financial accessibility influence environmental sustainability in the G-7: The role of globalization with panel ARDL and quantile regression analysis. Global sustainability research. https://doi.org/10.56556/gssr.v3i4.974
  37. [37] Hossain, M. S., Ridwan, M., Akhter, A., Nayeem, M. B., Choudhury, M. T. H., Asrafuzzaman, M., & Shoha, S. (2024). Exploring the LCC hypothesis in the nordic region: the role of AI innovation, environmental Taxes, and financial accessibility via panel ARDL. GSSR, 3(3), 54-80. https://doi.org/10.56556/gssr.v3i3.972
  38. [38] 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
  39. [39] Raihan, A., Rahman, J., Tanchangya, T., Ridwan, M., Rahman, M. S., & Islam, S. (2024). A review of the current situation and challenges facing Egyptian renewable energy technology. Journal of technology innovations and energy, 3(3), 29-52. https://doi.org/10.56556/jtie.v3i3.965
  40. [40] Dai, S. (2025). Understanding automation’s impact on ecological footprint: theory and empirical evidence from Europe. Environmental and resource economics, 88(2), 503-532. https://doi.org/10.1007/s10640-024-00938-y
  41. [41] Nathaniel, S. P., Murshed, M., & Bassim, M. (2021). The nexus between economic growth, energy use, international trade and ecological footprints: The role of environmental regulations in N11 countries. Energy, ecology and environment, 6(6), 496-512. https://doi.org/10.1007/s40974-020-00205-y
  42. [42] 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, 100164. https://doi.org/10.1016/j.wds.2024.100164
  43. [43] Eweade, B. S., Akadiri, A. C., Olusoga, K. O., & Bamidele, R. O. (2024). The symbiotic effects of energy consumption, globalization, and combustible renewables and waste on ecological footprint in the United Kingdom. In Natural resources forum (Vol. 48, No. 1, pp. 274-291). Oxford, UK: Blackwell Publishing Ltd. https://doi.org/10.1111/1477-8947.12392
  44. [44] 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
  45. [45] Sun, Q., Ma, R., Xi, Z., Wang, H., Jiang, C., & Chen, H. (2023). Nonlinear impacts of energy consumption and globalization on ecological footprint: Empirical research from BRICS countries. Journal of cleaner production, 396, 136488. https://doi.org/10.1016/j.jclepro.2023.136488
  46. [46] Rahman, M. M., Khan, Z., Khan, S., & Abbas, S. (2023). Disaggregated energy consumption, industrialization, total population, and ecological footprint nexus: Evidence from the world’s top 10 most populous countries. Environmental science and pollution research, 30(56), 119069-119083. https://doi.org/10.1007/s11356-023-30499-4
  47. [47] Raihan, A., Tanchangya, T., Rahman, J., & Ridwan, M. (2024). The influence of agriculture, renewable energy, international trade, and economic growth on india's environmental sustainability. Journal of environmental and energy economics, 37-53. https://doi.org/10.56946/jeee.v3i1.324
  48. [48] Khan, Y., Khan, M. A., & Zafar, S. (2023). Dynamic linkages among energy consumption, urbanization and ecological footprint: Empirical evidence from NARDL approach. Management of environmental quality: an international journal, 34(6), 1534-1554. https://doi.org/10.1108/MEQ-10-2022-0278
  49. [49] Yang, M., Chen, L., Wang, J., Msigwa, G., Osman, A. I., Fawzy, S., ... & Yap, P. S. (2023). Circular economy strategies for combating climate change and other environmental issues. Environmental chemistry letters, 21(1), 55-80. https://doi.org/10.1007/s10311-022-01499-6
  50. [50] Voumik, L. C., & Ridwan, M. (2023). Impact of FDI, industrialization, and education on the environment in Argentina: ARDL approach. Heliyon, 9(1). https://doi.org/10.1016/j.heliyon.2023.e12872 s
  51. [51] Aslam, B., Zhang, G., Amjad, M. A., Guo, S., Guo, R., & Soomro, A. (2024). Towards sustainable initiatives: Evidence from green finance mitigating ecological footprint in East Asia and Pacific nations. Energy & environment, 0958305X241262937. https://doi.org/10.1177/0958305X241262937
  52. [52] Munir, K., & Ameer, A. (2020). Nonlinear effect of FDI, economic growth, and industrialization on environmental quality: Evidence from Pakistan. Management of environmental quality: An international journal, 31(1), 223-234. https://doi.org/10.1108/MEQ-10-2018-0186
  53. [53] 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
  54. [54] Yang, B., & Usman, M. (2021). Do industrialization, economic growth and globalization processes influence the ecological footprint and healthcare expenditures? Fresh insights based on the STIRPAT model for countries with the highest healthcare expenditures. Sustainable production and consumption, 28, 893-910. https://doi.org/10.1016/j.spc.2021.07.020
  55. [55] Patel, N., & Mehta, D. (2023). The asymmetry effect of industrialization, financial development and globalization on CO2 emissions in India. International journal of thermofluids, 20, 100397. https://doi.org/10.1016/j.ijft.2023.100397
  56. [56] Awan, A., Kocoglu, M., Tunc, A., Tiwari, A. K., & Yusoff, N. Y. B. M. (2024). Nuclear energy, human capital, and urbanization tackling environmental concerns in India: evidence from QARDL and quantile co-integration. Environment, development and sustainability, 1-24.https://doi.org/10.1007/s10668-024-04789-x
  57. [57] Abbas, S., Ghosh, S., Sucharita, S., Dogan, B., Değer, O., & Mariev, O. (2023). Going green: understanding the impacts of economic complexity, clean energy and natural resources on ecological footprint in complex economies. Environment, development and sustainability, 1-27.https://doi.org/10.1007/s10668-023-04154-4
  58. [58] Javeed, S., Siddique, H. M. A., & Javed, F. (2023). Ecological footprint, globalization, and economic growth: Evidence from Asia. Environmental science and pollution research, 30(31), 77006-77021.https://doi.org/10.1007/s11356-023-27754-zs
  59. [59] Raihan, A., Tanchangya, T., Rahman, J., Ridwan, M., & Ahmad, S. (2022a). The influence of information and communication technologies, renewable energies and urbanization toward environmental sustainability in China. Journal of environmental and energy economics, 1(1), 11-23. https://doi.org/10.56946/jeee.v1i1.351
  60. [60] Xie, Q., Yan, Y., & Wang, X. (2023). Assessing the role of foreign direct investment in environmental sustainability: a spatial semiparametric panel approach. Economic Change and Restructuring, 56(2), 1263-1295.https://doi.org/10.1007/s10644-022-09470-9
  61. [61] Ridwan, M., Bala, S., Al Shiam, S. A., Akhter, A., Hasan, M. M., Asrafuzzaman, M., ... & Bibi, R. (2024). Leveraging AI for promoting sustainable environments in G-7: the impact of financial development and digital economy via MMQR Approach. https://doi.org/10.56556/gssr.v3i3.971
  62. [62] Raihan, A., Atasoy, F. G., Atasoy, M., Ridwan, M., & Paul, A. (2022). The role of green energy, globalization, urbanization, and economic growth toward environmental sustainability in the United States. Journal of environmental and energy economics, 1(2), 8-17. https://doi.org/10.56946/jeee.v1i2.377
  63. [63] Raihan, A., Bala, S., Akther, A., Ridwan, M., Eleais, M., & Chakma, P. (In Press). 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
  64. [64] Begum, R. A., Sohag, K., Abdullah, S. M. S., & Jaafar, M. (2015). CO2 emissions, energy consumption, economic and population growth in Malaysia. Renewable and sustainable energy reviews, 41, 594-601. https://doi.org/10.1016/j.rser.2014.07.205
  65. [65] Ge, X., Zhou, Z., Zhou, Y., Ye, X., & Liu, S. (2018). A spatial panel data analysis of economic growth, urbanization, and NOx emissions in China. International journal of environmental research and public health, 15(4), 725. https://doi.org/10.3390/ijerph15040725
  66. [66] Ehrlich, P. R., & Holdren, J. P. (1971). Impact of population growth. Science 171(3977), 1212–1217. https://www.jstor.org/stable/1731166
  67. [67] York, R., Rosa, E. A., & Dietz, T. (2003). STIRPAT, IPAT and ImPACT: Analytic tools for unpacking the driving forces of environmental impacts. Ecological economics, 46(3), 351-365. https://doi.org/10.1016/S0921-8009(03)00188-5
  68. [68] Salman, M., Zha, D., & Wang, G. (2022). Indigenous versus foreign innovation and ecological footprint: Dynamic threshold effect of corruption. Environmental and sustainability indicators, 14, 100177. https://doi.org/10.1016/j.indic.2022.100177
  69. [69] Aziz, G., Sarwar, S., Hussan, M. W., & Saeed, A. (2023). The importance of extended-STIRPAT in responding to the environmental footprint: Inclusion of environmental technologies and environmental taxation. Energy strategy reviews, 50, 101216. https://doi.org/10.1016/j.esr.2023.101216
  70. [70] Kazemzadeh, E., Fuinhas, J. A., Salehnia, N., & Osmani, F. (2023). The effect of economic complexity, fertility rate, and information and communication technology on ecological footprint in the emerging economies: A two-step stirpat model and panel quantile regression. Quality & quantity, 57(1), 737-763. https://doi.org/10.1007/s11135-022-01373-1
  71. [71] 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
  72. [72] Fuller, W. A. (2009). Introduction to statistical time series. John Wiley & Sons. https://www.wiley.com/en-us/Introduction+to+Statistical+Time+Series%2C+2nd+Edition-p-9780471552390
  73. [73] Arltová, M., & Fedorová, D. (2016). Selection of unit root test on the basis of length of the time series and value of AR (1) parameter. Statistika: Statistics & economy journal, 96(3). https://doaj.org/article/ca92920816ef46e0b9e874642271805e
  74. [74] Sarker, B., & Khan, F. (2020). Nexus between foreign direct investment and economic growth in Bangladesh: an augmented autoregressive distributed lag bounds testing approach. Financial innovation, 6(1), 10.https://doi.org/10.1186/s40854-019-0164-y
  75. [75] Islam, S., Raihan, A., Ridwan, M., Rahman, M. S., Paul, A., Karmakar, S., ... & Al Jubayed, A. (2023). The influences of financial development, economic growth, energy price, and foreign direct investment on renewable energy consumption in the BRICS. Journal of environmental and energy economics, 2(2), 17-28. https://doi.org/10.56946/jeee.v2i2.419
  76. [76] Voumik, L. C., Akter, S., Ridwan, M., Ridzuan, A. R., Pujiati, A., Handayani, B. D., ... & Razak, M. I. M. (2023). Exploring the factors behind renewable energy consumption in Indonesia: Analyzing the impact of corruption and innovation using ARDL model. International Journal of energy economics and policy, 13(5), 115-125. https://doi.org/10.32479/ijeep.14530
  77. [77] 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
  78. [78] Narayan, P. K., & Narayan, S. (2005). Estimating income and price elasticities of imports for Fiji in a cointegration framework. Economic modelling, 22(3), 423–438. https://doi.org/10.1016/j.econmod.2004.06.004
  79. [79] Fatima, N., Xuhua, H., Alnafisah, H., & Akhtar, M. R. (2024). Synergy for climate actions in G7 countries: Unraveling the role of environmental policy stringency between technological innovation and CO2 emission interplay with DOLS, FMOLS and MMQR approaches. Energy reports, 12, 1344-1359. https://doi.org/10.1016/j.egyr.2024.07.035
  80. [80] Mehmood, B., Feliceo, A., & Shahid, A. (2014). What causes what? Aviation demand and economic growth in Romania: Cointegration estimation and causality analysis. Romanian economic and business review, 9(1), 21-34. http://www.rebe.rau.ro/REBE%209%201.pdf#page=21
  81. [81] Ahmad, S., Raihan, A., & Ridwan, M. (2024). Pakistan's trade relations with BRICS countries: trends, export-import intensity, and comparative advantage. Frontiers of finance, 2(2). https://doi.org/10.59429/ff.v2i2.6551
  82. [82] Wu, J., Li, Y., Jia, L., An, G., Li, Y. F., Antoni, J., & Xin, G. (2024). Semi-supervised fault diagnosis of wheelset bearings in high-speed trains using autocorrelation and improved flow Gaussian mixture model. Engineering applications of artificial intelligence, 132, 107861. https://doi.org/10.1016/j.engappai.2024.107861
  83. [83] 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
  84. [84] Addai, K., Serener, B., & Kirikkaleli, D. (2023). Can environmental sustainability be decoupled from economic growth? Empirical evidence from Eastern Europe using the common correlated effect mean group test. Regional sustainability, 4(1), 68-80. https://doi.org/10.1016/j.regsus.2023.03.003
  85. [85] Sahoo M, Sethi N (2022) The dynamic impact of urbanization, structural transformation, and technological innovation on ecological footprint and PM2.5: Evidence from newly industrialized countries. Environ dev sustain, 24(3), 4244–4277. https://doi.org/10.1007/s10668-021-01614-7
  86. [86] Syed, Q. R., Bhowmik, R., Adedoyin, F. F., Alola, A. A., & Khalid, N. (2022). Do economic policy uncertainty and geopolitical risk surge CO2 emissions? New insights from panel quantile regression approach. Environmental science and pollution research, 29(19), 27845-27861.. https://doi.org/10.1007/s11356-021-17707-9
  87. [87] Georgescu, I., & Kinnunen, J. (2024). Effects of FDI, GDP and energy use on ecological footprint in Finland: An ARDL approach. World development sustainability, 4, 100157 https://doi.org/10.1016/j.wds.2024.100157
  88. [88] Rayhan, A. (2023). AI and the environment: Toward sustainable development and conservation [Thesis]. http://dx.doi.org/10.13140/RG.2.2.12024.42245
  89. [89] Rahman, J., Raihan, A., Tanchangya, T., & Ridwan, M. (2024). Optimizing the digital marketing landscape: A comprehensive exploration of artificial intelligence (AI) technologies, applications, advantages, and challenges. Frontiers of finance, 2(2). https://doi.org/10.59429/ff.v2i2.6549
  90. [90] Asif, K., Sabir, S., & Qayyum, U. (2024). Corruption, political instability, and environmental degradation in South Asia: A comparative analysis of carbon footprint and ecological footprint. Journal of the knowledge economy, 15(1), 4072-4096. https://doi.org/10.1007/s13132-023-01133-y
  91. [91] Ali, R., Rehman, M. A., Rehman, R. U., & Ntim, C. G. (2022). Sustainable environment, energy and finance in China: Evidence from dynamic modelling using carbon emissions and ecological footprints. Environmental science and pollution research, 29(52), 79095-79110. https://doi.org/10.1007/s11356-022-21337-0
  92. [92] Deka, A., Ozdeser, H., & Seraj, M. (2023). The effect of GDP, renewable energy and total energy supply on carbon emissions in the EU-27: New evidence from panel GMM. Environmental science and pollution research, 30(10), 28206-28216. https://doi.org/10.1007/s11356-022-24188-x
  93. [93] Adejumo, A. V., Olomola, P. A., & Adejumo, O. O. (2013). The role of human capital in industrial development: The Nigerian case (1980-2010). Modern economy, 2013. https://doi.org/10.4236/me.2013.410069
  94. [94] Nasrollahi, Z., Hashemi, M. S., Bameri, S., & Mohamad Taghvaee, V. (2020). Environmental pollution, economic growth, population, industrialization, and technology in weak and strong sustainability: using STIRPAT model. Environment, development and sustainability, 22, 1105-1122. https://link.springer.com/article/10.1007/s10668-018-0237-5
  95. [95] Li, Y., Zhou, S., Jia, Z., Ge, L., Mei, L., Sui, X., ... & Wu, S. (2018). Influence of industrialization and environmental protection on environmental pollution: A case study of Taihu Lake, China. International journal of environmental research and public health, 15(12), 2628. https://doi.org/10.3390/ijerph15122628
  96. [96] Rahman, M. M. (2017). Do population density, economic growth, energy use and exports adversely affect environmental quality in Asian populous countries? Renewable and sustainable energy reviews, 77, 506-514. https://doi.org/10.1016/j.rser.2017.04.041Get rights and content
  97. [97] Jie, H., Khan, I., Alharthi, M., Zafar, M. W., & Saeed, A. (2023). Sustainable energy policy, socio-economic development, and ecological footprint: The economic significance of natural resources, population growth, and industrial development. Utilities policy, 81, 101490. https://doi.org/10.1016/j.jup.2023.101490
  98. [98] Fakher, H. A., Nathaniel, S. P., Ahmed, Z., Ahmad, M., & Moradhasel, N. (2024). The environmental repercussions of financial development and green energy in BRICS economies: From the perspective of new composite indices. Energy & environment, 0958305X241270216. https://journals.sagepub.com/doi/10.1177/0958305X241270216
  99. [99] Fakher, H. A., Ahmed, Z., Acheampong, A. O., & Nathaniel, S. P. (2023). Renewable energy, nonrenewable energy, and environmental quality nexus: An investigation of the N-shaped Environmental Kuznets Curve based on six environmental indicators. Energy, 263, 125660. https://doi.org/10.1016/j.energy.2022.125660
  100. [100] Fakher, H. A., Panahi, M., Emami, K., Peykarjou, K., & Zeraatkish, S. Y. (2021). New insight into examining the role of financial development in economic growth effect on a composite environmental quality index. Environmental science and pollution research, 28(43), 61096-61114. https://doi.org/10.1007/s11356-021-15047-2
  101. [101] Fakher, H. A., & Ahmed, Z. (2023). Does financial development moderate the link between technological innovation and environmental indicators? An advanced panel analysis. Financial innovation, 9(1), 112. https://doi.org/10.1186/s40854-023-00513-2

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2025-03-11

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Vol. 1 No. 1 (2025): Innovations in Environmental Economics

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Artificial Intelligence and the Next-Gen Supply Chain: Energy-Economy Linkages in the United States. (2025). Innovations in Environmental Economics , 1(1), 39-55. https://doi.org/10.48313/iee.v1i1.38