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Unraveling the Interrelationship of Digitalization, Renewable Energy, and Ecological Footprints within the EKC Framework: Empirical Insights from the United States

Author

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  • Najia Saqib

    (Department of Finance, College of Business Administration, Prince Sultan University, Riyadh 11586, Saudi Arabia)

  • Ivan A. Duran

    (Department of Finance, College of Business Administration, Prince Sultan University, Riyadh 11586, Saudi Arabia)

  • Ilhan Ozturk

    (College of Business Administration, University of Sharjah, Sharjah 27272, United Arab Emirates
    Faculty of Economics, Administrative and Social Sciences, Nisantasi University, Istanbul 3410, Turkey
    Department of Medical Research, China Medical University Hospital, China Medical University, Taichung 40402, Taiwan)

Abstract

The study seeks to better comprehend the ecological footprint of the United States by analyzing the effects of digital financial inclusion (FinTech) as well as renewable and non-renewable energy usage. Data from 2005 Q1 to 2020 Q4 were analyzed using the quantile autoregressive lag (QARDL) method. It also used Granger causality in quantiles to analyze the correlation between variables and draw conclusions about their relative importance. Quantile-wise, the error correction parameter is statistically significant with the predicted negative sign, as shown by the results obtained using the QARDL method. Indications are mounting that the relationship between these variables and the United States’ ecological footprint is returning to its long-term equilibrium. However, in the long/short-run period, across all quantiles, economic growth and consumption of non-renewable energy have a positive impact on the ecological footprint. The environmental Kuznets curve (EKC) theory was also examined, which holds that an inverted U-shaped link exists between economic growth and environmental degradation. The QARDL study’s findings corroborated the presence of an EKC in the US, lending credence to the theory that while economic growth at first promotes environmental deterioration, further progress ultimately promotes environmental improvement. The study additionally checked the results of the QARDL test for robustness using the ARDL approach. Recommendations for public policy are included in the paper for consideration by legislators and policymakers.

Suggested Citation

  • Najia Saqib & Ivan A. Duran & Ilhan Ozturk, 2023. "Unraveling the Interrelationship of Digitalization, Renewable Energy, and Ecological Footprints within the EKC Framework: Empirical Insights from the United States," Sustainability, MDPI, vol. 15(13), pages 1-21, July.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:13:p:10663-:d:1188224
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    as
    1. Cho, Jin Seo & Kim, Tae-hwan & Shin, Yongcheol, 2015. "Quantile cointegration in the autoregressive distributed-lag modeling framework," Journal of Econometrics, Elsevier, vol. 188(1), pages 281-300.
    2. Sinha, Avik & Sengupta, Tuhin & Kalugina, Olga & Gulzar, Muhammad Awais, 2020. "Does distribution of energy innovation impact distribution of income: A quantile-based SDG modeling approach," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    3. Eyup Dogan & Syed Faisal Shah, 2021. "Analyzing the Role of Renewable Energy and Energy Intensity in the Ecological Footprint of the United Arab Emirates," Sustainability, MDPI, vol. 14(1), pages 1-12, December.
    4. Korhan Gökmenoğlu & Nigar Taspinar, 2016. "The relationship between Co 2 emissions, energy consumption, economic growth and FDI: the case of Turkey," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 25(5), pages 706-723, August.
    5. Shahbaz, Muhammad & Nasir, Muhammad Ali & Roubaud, David, 2018. "Environmental degradation in France: The effects of FDI, financial development, and energy innovations," Energy Economics, Elsevier, vol. 74(C), pages 843-857.
    6. Mateusz Jankiewicz & Elżbieta Szulc, 2021. "Analysis of Spatial Effects in the Relationship between CO 2 Emissions and Renewable Energy Consumption in the Context of Economic Growth," Energies, MDPI, vol. 14(18), pages 1-16, September.
    7. Robalino-López, Andrés & Mena-Nieto, Ángel & García-Ramos, José-Enrique & Golpe, Antonio A., 2015. "Studying the relationship between economic growth, CO2 emissions, and the environmental Kuznets curve in Venezuela (1980–2025)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 602-614.
    8. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    9. Setareh KATIRCIOGLU, 2017. "Investigating the Role of Oil Prices in the Conventional EKC Model: Evidence from Turkey," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 7(5), pages 498-508.
    10. Galvao Jr., Antonio F., 2009. "Unit root quantile autoregression testing using covariates," Journal of Econometrics, Elsevier, vol. 152(2), pages 165-178, October.
    11. Soytas, Ugur & Sari, Ramazan, 2009. "Energy consumption, economic growth, and carbon emissions: Challenges faced by an EU candidate member," Ecological Economics, Elsevier, vol. 68(6), pages 1667-1675, April.
    12. Wang, Shaojian & Zeng, Jingyuan & Liu, Xiaoping, 2019. "Examining the multiple impacts of technological progress on CO2 emissions in China: A panel quantile regression approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 103(C), pages 140-150.
    13. Sadorsky, Perry, 2012. "Information communication technology and electricity consumption in emerging economies," Energy Policy, Elsevier, vol. 48(C), pages 130-136.
    14. Gang Liu, 2004. "Estimating Energy Demand Elasticities for OECD Countries. A Dynamic Panel Data Approach," Discussion Papers 373, Statistics Norway, Research Department.
    15. Stijn Claessens & Jon Frost & Grant Turner & Feng Zhu, 2018. "Fintech credit markets around the world: size, drivers and policy issues," BIS Quarterly Review, Bank for International Settlements, September.
    16. Haider Mahmood & Tarek Tawfik Yousef Alkhateeb & Muhammad Tanveer & Doaa H. I. Mahmoud, 2021. "Testing the Energy-Environmental Kuznets Curve Hypothesis in the Renewable and Nonrenewable Energy Consumption Models in Egypt," IJERPH, MDPI, vol. 18(14), pages 1-17, July.
    17. Beck, Thorsten & Chen, Tao & Lin, Chen & Song, Frank M., 2016. "Financial innovation: The bright and the dark sides," Journal of Banking & Finance, Elsevier, vol. 72(C), pages 28-51.
    18. Troster, Victor & Shahbaz, Muhammad & Uddin, Gazi Salah, 2018. "Renewable energy, oil prices, and economic activity: A Granger-causality in quantiles analysis," Energy Economics, Elsevier, vol. 70(C), pages 440-452.
    19. Syed Kumail Abbas Rizvi & Bushra Naqvi & Fatima Tanveer, 2018. "Is Pakistan Ready to Embrace Fintech Innovation?," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 23(2), pages 151-182, July-Dec.
    20. Robert C. Merton, 1992. "Financial Innovation And Economic Performance," Journal of Applied Corporate Finance, Morgan Stanley, vol. 4(4), pages 12-22, January.
    21. Berger, Allen N, 2003. "The Economic Effects of Technological Progress: Evidence from the Banking Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(2), pages 141-176, April.
    22. Roger Koenker & Zhijie Xiao, 2004. "Unit Root Quantile Autoregression Inference," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 775-787, January.
    23. Markus K. Brunnermeier, 2009. "Deciphering the Liquidity and Credit Crunch 2007-2008," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 77-100, Winter.
    24. Arshian Sharif & Najia Saqib & Kangyin Dong & Syed Abdul Rehman Khan, 2022. "Nexus between green technology innovation, green financing, and CO2 emissions in the G7 countries: The moderating role of social globalisation," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(6), pages 1934-1946, December.
    25. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    26. Mark Grinblatt & Francis A. Longstaff, 2000. "Financial Innovation and the Role of Derivative Securities: An Empirical Analysis of the Treasury STRIPS Program," Journal of Finance, American Finance Association, vol. 55(3), pages 1415-1436, June.
    27. Setareh KATIRCIOGLU, 2017. "Investigating the Role of Oil Prices in the Conventional EKC Model: Evidence from Turkey," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 7(5), pages 498-508, May.
    28. Shafik, Nemat & Bandyopadhyay, Sushenjit, 1992. "Economic growth and environmental quality : time series and cross-country evidence," Policy Research Working Paper Series 904, The World Bank.
    29. Thomas Puschmann & Christian Hugo Hoffmann & Valentyn Khmarskyi, 2020. "How Green FinTech Can Alleviate the Impact of Climate Change—The Case of Switzerland," Sustainability, MDPI, vol. 12(24), pages 1-30, December.
    30. Shahiduzzaman, Md. & Layton, Allan, 2015. "Changes in CO2 emissions over business cycle recessions and expansions in the United States: A decomposition analysis," Applied Energy, Elsevier, vol. 150(C), pages 25-35.
    31. Bilgili, Faik & Koçak, Emrah & Bulut, Ümit, 2016. "The dynamic impact of renewable energy consumption on CO2 emissions: A revisited Environmental Kuznets Curve approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 838-845.
    32. Shahbaz, Muhammad & Kumar Tiwari, Aviral & Nasir, Muhammad, 2013. "The effects of financial development, economic growth, coal consumption and trade openness on CO2 emissions in South Africa," Energy Policy, Elsevier, vol. 61(C), pages 1452-1459.
    33. Houston, Joel F. & Lin, Chen & Lin, Ping & Ma, Yue, 2010. "Creditor rights, information sharing, and bank risk taking," Journal of Financial Economics, Elsevier, vol. 96(3), pages 485-512, June.
    34. Salahuddin, Mohammad & Alam, Khorshed & Ozturk, Ilhan, 2016. "The effects of Internet usage and economic growth on CO2 emissions in OECD countries: A panel investigation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 1226-1235.
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    5. Li, Songran & Hu, Kaiwen & Kang, Xueqing, 2024. "Impact of financial technologies, digitalization, and natural resources on environmental degradation in G-20 countries: Does human resources matter?," Resources Policy, Elsevier, vol. 93(C).
    6. Murshed, Muntasir, 2024. "The role of Fintech financing in correcting ecological problems caused by mineral resources: Testing the novel ecological deficit hypothesis," Resources Policy, Elsevier, vol. 88(C).
    7. Işık, Cem & Bulut, Umit & Ongan, Serdar & Islam, Hasibul & Irfan, Muhammad, 2024. "Exploring how economic growth, renewable energy, internet usage, and mineral rents influence CO2 emissions: A panel quantile regression analysis for 27 OECD countries," Resources Policy, Elsevier, vol. 92(C).
    8. Lin, Chen, 2024. "Asymmetric effects of digitalization, natural resources, capital formation, and green innovations on environmental sustainability in ASEAN countries," Resources Policy, Elsevier, vol. 92(C).

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