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Assessing the impact of industrial robots on manufacturing energy intensity in 38 countries

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  1. Zhu, Qingyuan & Sun, Chenhao & Xu, Chengzhen & Geng, Qianqian, 2025. "The impact of artificial intelligence on global energy vulnerability," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 15-27.
  2. Chien‐Chiang Lee & Mei‐Ping Chen & Wei Xu, 2022. "Assessing the impacts of formal and informal regulations on ecological footprint," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(5), pages 989-1017, October.
  3. Wang, Jianlong & Wang, Weilong & Liu, Yong & Wu, Haitao, 2023. "Can industrial robots reduce carbon emissions? Based on the perspective of energy rebound effect and labor factor flow in China," Technology in Society, Elsevier, vol. 72(C).
  4. Cao, Qiang & Xu, Aiyan & Wang, Jiawen & Yu, Wenmei, 2024. "Influence of financial inclusion and industrial robots on the efficiency of China's OFDI: A heterogeneous spatial stochastic frontier analysis," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 996-1009.
  5. Hsieh, Meng-Fen & Lee, Chien-Chiang & Lin, Yi-Ching, 2022. "New evidence on liquidity creation and bank capital: The roles of liquidity and political risk," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 778-794.
  6. Slimani, Sana & Omri, Anis & Ben Jabeur, Sami, 2025. "When and how does artificial intelligence impact environmental performance?," Energy Economics, Elsevier, vol. 148(C).
  7. Lee, Chi-Chuan & Fang, Yuzhu & Quan, Shiyun & Li, Xinghao, 2024. "Leveraging the power of artificial intelligence toward the energy transition: The key role of the digital economy," Energy Economics, Elsevier, vol. 135(C).
  8. Peng, Cheng & Qiao, Yawen & Long, Hai & Wang, Yaxing, 2025. "Assessing economic resilience in a manufacturing-based region through industrial restructuring with environmental thresholds: An updating framework," China Economic Review, Elsevier, vol. 92(C).
  9. Liu, Xiaorui & Guo, Wen & Feng, Qiang & Wang, Peng, 2022. "Spatial correlation, driving factors and dynamic spatial spillover of electricity consumption in China: A perspective on industry heterogeneity," Energy, Elsevier, vol. 257(C).
  10. Wei Que & Yanni Yu, 2026. "Tax policy uncertainty and green total factor productivity: a spatial analysis based on prefecture-level city data," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 75(1), pages 1-42, March.
  11. Zhilun Jiao & Chenrui Zhang & Wenwen Li, 2025. "Artificial Intelligence in Energy Economics Research: A Bibliometric Review," Energies, MDPI, vol. 18(2), pages 1-30, January.
  12. Lin, Boqiang & Xu, Chongchong, 2024. "The effects of industrial robots on firm energy intensity: From the perspective of technological innovation and electrification," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
  13. Lee, Chien-Chiang & Wang, En-Ze, 2025. "Energy regulation and industrial robot adoption: The role of human capital," Energy Economics, Elsevier, vol. 146(C).
  14. Hanna Li & Yu Chen, 2025. "Does Artificial Intelligence Promote Firms’ Green Technological Innovation?," Sustainability, MDPI, vol. 17(11), pages 1-24, May.
  15. Liu, Tie-Ying, 2025. "Do industrial robots optimize the energy structure? Evidence from fossil energy consumption," Energy Economics, Elsevier, vol. 148(C).
  16. Shi, Wei & Zhang, Yue-Jun & Liu, Jing-Yue, 2024. "Investigating the role of emissions trading system in reducing enterprise energy intensity: Evidence from China," Energy Economics, Elsevier, vol. 140(C).
  17. Mingyue Chen & Shuting Wang & Xiaowen Wang, 2024. "How Does Artificial Intelligence Impact Green Development? Evidence from China," Sustainability, MDPI, vol. 16(3), pages 1-23, February.
  18. Li, Zhensheng & Zhu, Junpeng & Wang, Shuqiong, 2024. "Environmental regulation, intelligent manufacturing and corporate investment & financing: Evidence from industrial robot investment," Pacific-Basin Finance Journal, Elsevier, vol. 87(C).
  19. Song, Yuegang & Wang, Ziqi & Song, Changqing & Wang, Jianhua & Liu, Rong, 2024. "Impact of artificial intelligence on renewable energy supply chain vulnerability: Evidence from 61 countries," Energy Economics, Elsevier, vol. 131(C).
  20. 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).
  21. Rizwana Yasmeen & Rui Tao, 2026. "Leveraging energy-sector artificial intelligence to enhance energy security and achieve sustainable development goals," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 13(1), pages 1-23, December.
  22. Zhou, Zhongsheng & Li, Zhuo & Du, Shanzhong & Cao, June, 2024. "Robot adoption and enterprise R&D manipulation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
  23. Zhiqiang Cai & Wenjie Zhang, 2024. "Quantitative evidence of the community of shared future for mankind as a driver of sustainable development in human society," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-16, December.
  24. Lee, Chien-Chiang & Wang, Chang-song, 2022. "Does natural resources matter for sustainable energy development in China: The role of technological progress," Resources Policy, Elsevier, vol. 79(C).
  25. Anser, Muhammad Khalid & Adebayo, Tomiwa Sunday, 2026. "AI-driven renaissance: Revolutionizing technology through industrial artificial intelligence in European economies," Technology in Society, Elsevier, vol. 84(C).
  26. Zhang, Wenwen & Fu, Shuai & Chiu, Yi-Bin & Hsiao, Cody Yu-Ling, 2025. "Artificial intelligence, digital inclusive finance, and financial performance: Dynamic threshold insights from renewable energy enterprises," Energy Economics, Elsevier, vol. 148(C).
  27. Dong, Zequn & Tan, Chaodan & Ma, Biao & Ning, Zhaoshuo, 2024. "The impact of artificial intelligence on the energy transition: The role of regulatory quality as a guardrail, not a wall," Energy Economics, Elsevier, vol. 140(C).
  28. Wang, Kai-Hua & Zhao, Yan-Xin & Jiang, Cui-Feng & Li, Zheng-Zheng, 2022. "Does green finance inspire sustainable development? Evidence from a global perspective," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 412-426.
  29. Gabriela Badareu & Marius Dalian Doran & Mihai Alexandru Firu & Ionuț Marius Croitoru & Nicoleta Mihaela Doran, 2024. "Exploring the Role of Robots and Artificial Intelligence in Advancing Renewable Energy Consumption," Energies, MDPI, vol. 17(17), pages 1-17, September.
  30. Ruting Huang & Qin Miao & Xin Yao, 2026. "Cutting emissions through intelligent production in Chinese manufacturing firms: an empirical analysis," Annals of Operations Research, Springer, vol. 359(2), pages 1849-1872, April.
  31. Li, Longda, 2024. "The environmental spillovers of buyers' digital transformation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  32. Luo, Qingfeng & Wang, Jingyuan, 2025. "The impact of artificial intelligence development on embodied carbon emissions: Perspectives from the production and consumption sides," Energy Policy, Elsevier, vol. 199(C).
  33. Vo, Duc Hong & Tran, Minh Phuoc-Bao, 2024. "Volatility spillovers between energy and agriculture markets during the ongoing food & energy crisis: Does uncertainty from the Russo-Ukrainian conflict matter?," Technological Forecasting and Social Change, Elsevier, vol. 208(C).
  34. Zhang, Xiaojing & Khan, Khalid & Shao, Xuefeng & Oprean-Stan, Camelia & Zhang, Qian, 2024. "The rising role of artificial intelligence in renewable energy development in China," Energy Economics, Elsevier, vol. 132(C).
  35. Lee, Chien-Chiang & Zou, Jinyang & Chen, Pei-Fen, 2025. "The impact of artificial intelligence on the energy consumption of corporations: The role of human capital," Energy Economics, Elsevier, vol. 143(C).
  36. Fang, Guanfu & Miao, Liya, 2025. "Robot and crime: Evidence from China," World Development, Elsevier, vol. 188(C).
  37. Li, Zhengzheng & Xing, Youze & Shao, Xuefeng & Zhong, Yifan & Su, Yun Hsuan, 2025. "Transitioning the energy landscape: AI's role in shifting from fossil fuels to renewable energy," Energy Economics, Elsevier, vol. 149(C).
  38. Huwei Wen & Weitao Liang & Chien-Chiang Lee, 2024. "Input–output Efficiency of China’s Digital Economy: Statistical Measures, Regional Differences, and Dynamic Evolution," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 10898-10923, September.
  39. Wen, Jun & Yin, Hua-Tang & Chang, Chun-Ping & Tang, Kai, 2024. "How AI shapes greener futures: Comparative insights from equity vs debt investment responses in renewable energy," Energy Economics, Elsevier, vol. 136(C).
  40. Zhong, Qian & Zhang, Qun & Yang, Jingjing, 2025. "Can artificial intelligence empower energy enterprises to cope with climate policy uncertainty?," Energy Economics, Elsevier, vol. 141(C).
  41. Li, Lanbing & Zhao, Jiawei & Yang, Yuhan & Ma, Dan, 2025. "Artificial intelligence and green development well-being: Effects and mechanisms in China," Energy Economics, Elsevier, vol. 141(C).
  42. 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).
  43. Zhang, Qi-nan & Zhang, Fan-fan & Mai, Qiang, 2023. "Robot adoption and labor demand: A new interpretation from external competition," Technology in Society, Elsevier, vol. 74(C).
  44. Pan, Yinghao & Zhang, Chao-Chao & Lee, Chien-Chiang & Lv, Suxiang, 2024. "Environmental performance evaluation of electric enterprises during a power crisis: Evidence from DEA methods and AI prediction algorithms," Energy Economics, Elsevier, vol. 130(C).
  45. Lee, Chi-Chuan & Lee, Chien-Chiang, 2023. "International spillovers of U.S. monetary uncertainty and equity market volatility to China’s stock markets," Journal of Asian Economics, Elsevier, vol. 84(C).
  46. Qiang Wang & Fuyu Zhang & Rongrong Li, 2025. "Artificial intelligence and sustainable development during urbanization: Perspectives on AI R&D innovation, AI infrastructure, and AI market advantage," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(1), pages 1136-1156, February.
  47. Lin, Boqiang & Xu, Chongchong, 2024. "Enhancing energy-environmental performance through industrial intelligence: Insights from Chinese prefectural-level cities," Applied Energy, Elsevier, vol. 365(C).
  48. Mamkhezri, Jamal, 2025. "Assessing price elasticity in US residential electricity consumption: A comparison of monthly and annual data with recession implications," Energy Policy, Elsevier, vol. 200(C).
  49. Shen, Yongtao & Bai, Yi & Zhang, Fan, 2025. "Industrial Robots application and corporate competitiveness: Evidence from China's A-share market," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 191-204.
  50. Li, Yaya & Zhang, Yuru & Pan, An & Han, Minchun & Veglianti, Eleonora, 2022. "Carbon emission reduction effects of industrial robot applications: Heterogeneity characteristics and influencing mechanisms," Technology in Society, Elsevier, vol. 70(C).
  51. Yuan, Bo & Sun, Pengbo, 2024. "Does the high-tech foreign investment spark robot adoption in the developing world? Evidence from China," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 302-314.
  52. Jun Liu & Yu Qian & Yuanjun Yang & Zhidan Yang, 2022. "Can Artificial Intelligence Improve the Energy Efficiency of Manufacturing Companies? Evidence from China," IJERPH, MDPI, vol. 19(4), pages 1-18, February.
  53. Cui, Huijie & Liang, Shangkun & Xu, Canyu & Junli, Yu, 2024. "Robots and analyst forecast precision: Evidence from Chinese manufacturing," International Review of Financial Analysis, Elsevier, vol. 94(C).
  54. Lou, Zhaohui & Xie, Qizhuo & Shen, Jim Huangnan & Lee, Chien-Chiang, 2024. "Does Supply Chain Finance (SCF) alleviate funding constraints of SMEs? Evidence from China," Research in International Business and Finance, Elsevier, vol. 67(PA).
  55. Dai, Hangrui & Yang, Ronghai & Cao, Rongguang & Yin, Lei, 2024. "Does the application of industrial robots promote export green transformation? Evidence from Chinese manufacturing enterprises," International Review of Economics & Finance, Elsevier, vol. 96(PA).
  56. Zhao, Qian & Wang, Lu & Stan, Sebastian-Emanuel & Mirza, Nawazish, 2024. "Can artificial intelligence help accelerate the transition to renewable energy?," Energy Economics, Elsevier, vol. 134(C).
  57. 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).
  58. Zeng, Ming & Zhang, Weike, 2024. "Green finance: The catalyst for artificial intelligence and energy efficiency in Chinese urban sustainable development," Energy Economics, Elsevier, vol. 139(C).
  59. Axenbeck, Janna & Berner, Anne & Kneib, Thomas, 2022. "What drives the relationship between digitalization and industrial energy demand? Exploring firm-level heterogeneity," ZEW Discussion Papers 22-059, ZEW - Leibniz Centre for European Economic Research.
  60. Lee, Chien-Chiang & Yan, Jingyang & Xuan, Chengnan, 2025. "Blessing or curse? The effect of population aging on renewable energy," Energy, Elsevier, vol. 320(C).
  61. Zhao, Xin-Xin & Zheng, Mingbo & Fu, Qiang, 2022. "How natural disasters affect energy innovation? The perspective of environmental sustainability," Energy Economics, Elsevier, vol. 109(C).
  62. Deng, Yating & Zou, Yueqing & Guang, Fengtao, 2025. "Unveiling the energy efficiency paradox: Industrial automation and energy rebound in China," Energy, Elsevier, vol. 328(C).
  63. Yongchun Sun, 2025. "Pathways to sustainability: Higher education and green productivity," PLOS ONE, Public Library of Science, vol. 20(2), pages 1-25, February.
  64. Fuyu Zhang & Qiang Wang & Rongrong Li, 2025. "Industrial Robots and Urban Carbon Emissions: Exploring Mechanisms and Implications," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(4), pages 5351-5373, August.
  65. Zi Hui Yin & Wei Ping Zeng, 2024. "Path to sustainable development: Can industrial intelligence and technological innovation balance economic growth and environmental quality in China?," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(5), pages 4486-4504, October.
  66. Junwei Zhao & Yuxiang Zhang & Anhang Chen & Huiqin Zhang, 2022. "Analysis on the Spatio-Temporal Evolution Characteristics of the Impact of China’s Digitalization Process on Green Total Factor Productivity," IJERPH, MDPI, vol. 19(22), pages 1-21, November.
  67. Zhang, Xiaoming & Zhang, Xinsong & Lee, Chien-Chiang & Zhao, Yue, 2023. "Measurement and prediction of systemic risk in China’s banking industry," Research in International Business and Finance, Elsevier, vol. 64(C).
  68. Li, Hongyu & Lu, Zhiqiang & Zhang, Zhengping & Tanasescu, Cristina, 2025. "How does artificial intelligence affect manufacturing firms' energy intensity?," Energy Economics, Elsevier, vol. 141(C).
  69. Xuemei Jia & Qing Liu & Jiahao Feng & Yuru Li & Lijun Zhang, 2023. "The Induced Effects of Carbon Emissions for China’s Industry Digital Transformation," Sustainability, MDPI, vol. 15(16), pages 1-20, August.
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  71. Oyku Yucel & Gizem Celik & Zafer Yilmaz, 2023. "Sustainable Investment Attitudes Based on Sustainable Finance Literacy and Perceived Environmental Impact," Sustainability, MDPI, vol. 15(22), pages 1-20, November.
  72. Schneider, Florian, 2024. "Do robots boost productivity? A quantitative meta-study," MPRA Paper 123392, University Library of Munich, Germany.
  73. Qiong Shen & Yuxi Pan & Yanchao Feng, 2023. "The impacts of high-speed railway on environmental sustainability: quasi-experimental evidence from China," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-19, December.
  74. Kopp, Thomas & Nabernegg, Markus & Lange, Steffen, 2023. "The net climate effect of digitalization, differentiating between firms and households," Energy Economics, Elsevier, vol. 126(C).
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  77. Tiwari, Aviral Kumar & Abakah, Emmanuel Joel Aikins & Adewuyi, Adeolu O. & Lee, Chien-Chiang, 2022. "Quantile risk spillovers between energy and agricultural commodity markets: Evidence from pre and during COVID-19 outbreak," Energy Economics, Elsevier, vol. 113(C).
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  84. 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).
  85. Jing Rong & Wei Wang & Haijun Zhang, 2024. "Does artificial intelligence improve energy productivity in China's industrial sector? Empirical evidence based on the spatial moderation model," Energy & Environment, , vol. 35(8), pages 4026-4048, December.
  86. Ali, Kishwar & Zhang, Qingyu & Appio, Francesco Paolo, 2025. "Sustainable futures: What's driving France's eco-revolution?," Technological Forecasting and Social Change, Elsevier, vol. 219(C).
  87. Wan, Yaqi & Li, Zhensheng, 2025. "Environmental governance shock and industrial intelligence upgrading: Insights from machine-labor substitution," International Review of Financial Analysis, Elsevier, vol. 102(C).
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  90. Wen, Huwei & Liang, Weitao & Lee, Chien-Chiang, 2022. "Urban broadband infrastructure and green total-factor energy efficiency in China," Utilities Policy, Elsevier, vol. 79(C).
  91. Jiang, Weijie & Ye, Mengke & Yang, Xingzhe, 2025. "Market access and firms’ energy intensity: Evidence from China’s highway construction," Journal of Asian Economics, Elsevier, vol. 99(C).
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  95. Chen, Yuling & Du, Debin & Zhang, Qiang & Li, Xiya, 2025. "Global industrial robots trade network structure and its impact on manufacturing carbon intensity," Technology in Society, Elsevier, vol. 83(C).
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  98. Surajit Bag & Muhammad Sabbir Rahman & Susmi Routray & David Roubaud & Sachin Kumar Mangla, 2025. "Integrating Big Data and Artificial Intelligence Technology to Build Renewable Energy Supply Chain Resilience: An Empirical Study," Business Strategy and the Environment, Wiley Blackwell, vol. 34(7), pages 8847-8869, November.
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