Artificial Intelligence and Environmental Sustainability: Investigating the AI‐EKC Nexus for SDG 7 and SDG 13
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DOI: 10.1002/sd.70294
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- Brookes, Len, 1990. "The greenhouse effect: the fallacies in the energy efficiency solution," Energy Policy, Elsevier, vol. 18(2), pages 199-201, March.
- Qiang Wang & Xinhua Wang & Rongrong Li, 2026. "Rethinking Sustainability: Human Development and Ecological Footprint Under Deglobalization Pressures," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(S1), pages 1524-1557, January.
- Peter C.B. Phillips & Sam Ouliaris & Joon Y. Park, 1988. "Testing for a Unit Root in the Presence of a Maintained Trend," Cowles Foundation Discussion Papers 880, Cowles Foundation for Research in Economics, Yale University.
- Ding, Tao & Li, Hao & Liu, Li & Feng, Kui, 2024. "An inquiry into the nexus between artificial intelligence and energy poverty in the light of global evidence," Energy Economics, Elsevier, vol. 136(C).
- Sun, Yongping & Li, Yingyi & Yu, Tiantian & Zhang, Xinyu & Liu, Lingna & Zhang, Ping, 2021. "Resource extraction, environmental pollution and economic development: Evidence from prefecture-level cities in China," Resources Policy, Elsevier, vol. 74(C).
- Nishant, Rohit & Kennedy, Mike & Corbett, Jacqueline, 2020. "Artificial intelligence for sustainability: Challenges, opportunities, and a research agenda," International Journal of Information Management, Elsevier, vol. 53(C).
- Pedroni, Peter, 2004.
"Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis,"
Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
- Peter Pedroni, 2004. "Panel Cointegration: Asymptotic and Finite Sample Properties of Pooled Time Series Tests with an Application to the PPP Hypothesis," Department of Economics Working Papers 2004-15, Department of Economics, Williams College.
- Chang, Lei & Taghizadeh-Hesary, Farhad & Mohsin, Muhammad, 2023. "Role of artificial intelligence on green economic development: Joint determinates of natural resources and green total factor productivity," Resources Policy, Elsevier, vol. 82(C).
- Castro, Vitor & Georgiou, Marios & Jackson, Thomas & Hodgkinson, Ian R. & Jackson, Lisa & Lockwood, Steve, 2024. "Digital data demand and renewable energy limits: Forecasting the impacts on global electricity supply and sustainability," Energy Policy, Elsevier, vol. 195(C).
- Mijit, Razia & Hu, Qianlin & Xu, Jingxuan & Ma, Guangrong, 2025. "Greening through AI? The impact of Artificial Intelligence Innovation and Development Pilot Zones on green innovation in China," Energy Economics, Elsevier, vol. 146(C).
- Bingxin, Wang & Qamri, Ghulam Muhammad & Hui, Guo & Ameer, Waqar & Majeed, Muhammad Ansar, 2025. "From digitalization to renewable energy: How the tech-energy connection drives the green energy in belt and road countries," Energy Economics, Elsevier, vol. 144(C).
- Peter Dauvergne, 2022. "Is artificial intelligence greening global supply chains? Exposing the political economy of environmental costs," Review of International Political Economy, Taylor & Francis Journals, vol. 29(3), pages 696-718, May.
- Qin, Meng & Hu, Wei & Qi, Xinzhou & Chang, Tsangyao, 2024. "Do the benefits outweigh the disadvantages? Exploring the role of artificial intelligence in renewable energy," Energy Economics, Elsevier, vol. 131(C).
- Wang, En-Ze & Lee, Chien-Chiang & Li, Yaya, 2022. "Assessing the impact of industrial robots on manufacturing energy intensity in 38 countries," Energy Economics, Elsevier, vol. 105(C).
- Liu, Min & Liu, Hong-Fei & Lee, Chien-Chiang, 2024. "An empirical study on the response of the energy market to the shock from the artificial intelligence industry," Energy, Elsevier, vol. 288(C).
- Lee, Chien-Chiang & Xuan, Chengnan & Wang, Fuhao, 2024. "Natural resources and green economic growth: The role of artificial intelligence," Resources Policy, Elsevier, vol. 98(C).
- Zhu, Bangzhu & Chen, Gang & Wang, Ping, 2025. "Nonlinear impacts of industrial intelligence on synergistic reduction of pollution and carbon emissions: The role of technological factors," Energy Economics, Elsevier, vol. 149(C).
- Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
- Joakim Westerlund, 2005.
"New Simple Tests for Panel Cointegration,"
Econometric Reviews, Taylor & Francis Journals, vol. 24(3), pages 297-316.
- Westerlund, Joakim, 2005. "New Simple Tests for Panel Cointegration," Working Papers 2005:8, Lund University, Department of Economics.
- Li, Juan & Ma, Shaoqi & Qu, Yi & Wang, Jiamin, 2023. "The impact of artificial intelligence on firms’ energy and resource efficiency: Empirical evidence from China," Resources Policy, Elsevier, vol. 82(C).
- Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003.
"Testing for unit roots in heterogeneous panels,"
Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
- Pasaran, M.H. & Im, K.S. & Shin, Y., 1995. "Testing for Unit Roots in Heterogeneous Panels," Cambridge Working Papers in Economics 9526, Faculty of Economics, University of Cambridge.
- Tom Doan, 2025. "IPSHIN: RATS procedure to implement Im, Pesaran and Shin panel unit root test," Statistical Software Components RTS00098, Boston College Department of Economics.
- Li, He, 2025. "The effect of digital technology innovation on low carbon investment in renewable energy enterprises," Renewable Energy, Elsevier, vol. 239(C).
- Zhang, Wei & Zhang, Yunjia & Lan, Xuling & Song, Malin, 2025. "“Green BRICS”: How artificial intelligence can build the explicit structure and implicit order of energy transition," Energy Economics, Elsevier, vol. 149(C).
- Peter Pedroni, 1999.
"Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors,"
Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
- Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Department of Economics Working Papers 2000-02, Department of Economics, Williams College.
- Chudik, Alexander & Pesaran, M. Hashem, 2015.
"Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors,"
Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
- Pesaran, Hashem & Chudik, Alexander, 2013. "Common Correlated Effects Estimation of Heterogeneous Dynamic Panel Data Models with Weakly Exogenous Regressors," Cambridge Working Papers in Economics 1317, Faculty of Economics, University of Cambridge.
- Alexander Chudik & M. Hashem Pesaran, 2013. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Globalization Institute Working Papers 146, Federal Reserve Bank of Dallas.
- Alexander Chudik & M. Hashem Pesaran, 2013. "Common Correlated Effects Estimation of Heterogeneous Dynamic Panel Data Models with Weakly Exogenous Regressors," CESifo Working Paper Series 4232, CESifo.
- Ricardo Vinuesa & Hossein Azizpour & Iolanda Leite & Madeline Balaam & Virginia Dignum & Sami Domisch & Anna Felländer & Simone Daniela Langhans & Max Tegmark & Francesco Fuso Nerini, 2020. "The role of artificial intelligence in achieving the Sustainable Development Goals," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
- repec:bla:obuest:v:61:y:1999:i:0:p:631-52 is not listed on IDEAS
- Francis Teal & Markus Eberhardt, 2010.
"Productivity Analysis in Global Manufacturing Production,"
Economics Series Working Papers
515, University of Oxford, Department of Economics.
- Markus Eberhardt & Francis Teal, 2010. "Productivity Analysis in Global Manufacturing Production," DEGIT Conference Papers c015_019, DEGIT, Dynamics, Economic Growth, and International Trade.
- M. Hashem Pesaran, 2006.
"Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure,"
Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
- M. Hashem Pesaran, 2004. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," CESifo Working Paper Series 1331, CESifo.
- J. Daniel Khazzoom, 1980. "Economic Implications of Mandated Efficiency in Standards for Household Appliances," The Energy Journal, , vol. 1(4), pages 21-40, October.
- repec:aen:journl:1980v01-04-a02 is not listed on IDEAS
- Zhang, Weike & Zeng, Ming, 2024. "Is artificial intelligence a curse or a blessing for enterprise energy intensity? Evidence from China," Energy Economics, Elsevier, vol. 134(C).
- Boza, Pal & Evgeniou, Theodoros, 2021. "Artificial intelligence to support the integration of variable renewable energy sources to the power system," Applied Energy, Elsevier, vol. 290(C).
- Lee, Chien-Chiang & Yan, Jingyang, 2024. "Will artificial intelligence make energy cleaner? Evidence of nonlinearity," Applied Energy, Elsevier, vol. 363(C).
- G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
- Zhou, Wei & Zhuang, Yan & Chen, Yan, 2024. "How does artificial intelligence affect pollutant emissions by improving energy efficiency and developing green technology," Energy Economics, Elsevier, vol. 131(C).
- repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
- Chen, Yang & Cheng, Liang & Lee, Chien-Chiang, 2022. "How does the use of industrial robots affect the ecological footprint? International evidence," Ecological Economics, Elsevier, vol. 198(C).
- Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002.
"Unit root tests in panel data: asymptotic and finite-sample properties,"
Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
- Tom Doan, 2025. "LEVINLIN: RATS procedure to perform Levin-Lin-Chu test for unit roots in panel data," Statistical Software Components RTS00242, Boston College Department of Economics.
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Cited by:
- Rongrong Li & Qiang Wang & Zhuang Yang, 2026. "Bridging Inequality and Energy Transition: Leveraging Natural Resource Rents to Achieve SDG 1, SDG 7, and SDG 10," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(2), pages 2982-3014, April.
- Muntasir Murshed, 2026. "Settling Geopolitical Disputes and Overcoming the Carbon Curse to Establish Environmental Sustainability in Asia: A Quantile Regression Analysis," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(2), pages 2780-2801, April.
- Qiang Wang & Tingting Sun & Rongrong Li, 2026. "Artificial Intelligence for Alleviating Energy Poverty: Pathways Toward Sustainable and Renewable Energy Transitions," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(S2), pages 1324-1347, March.
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