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

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  1. 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).
  2. 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.
  3. 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).
  4. 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.
  5. 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).
  6. 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).
  7. 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).
  8. 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).
  9. 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.
  10. 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.
  11. Li, Longda, 2024. "The environmental spillovers of buyers' digital transformation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  12. 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).
  13. 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).
  14. 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).
  15. 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).
  16. 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.
  17. 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).
  18. 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.
  19. 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).
  20. 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).
  21. 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).
  22. 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).
  23. 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.
  24. 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.
  25. 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).
  26. Kopp, Thomas & Nabernegg, Markus & Lange, Steffen, 2023. "The net climate effect of digitalization, differentiating between firms and households," Energy Economics, Elsevier, vol. 126(C).
  27. 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).
  28. Lee, Chien-Chiang & Yan, Jingyang, 2024. "Will artificial intelligence make energy cleaner? Evidence of nonlinearity," Applied Energy, Elsevier, vol. 363(C).
  29. Lee, Chien-Chiang & Qin, Shuai & Li, Yaya, 2022. "Does industrial robot application promote green technology innovation in the manufacturing industry?," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
  30. 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.
  31. Liu, Xiaoqian & Cifuentes-Faura, Javier & Yang, Xiaodong & Pan, Junyu, 2025. "The green innovation effect of industrial robot applications: Evidence from Chinese manufacturing companies," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
  32. Luyang Tang & Bangke Lu & Tianhai Tian, 2023. "The Effect of Input Digitalization on Carbon Emission Intensity: An Empirical Analysis Based on China’s Manufacturing," IJERPH, MDPI, vol. 20(4), pages 1-22, February.
  33. Lee, Chi-Chuan & Lee, Chien-Chiang, 2022. "How does green finance affect green total factor productivity? Evidence from China," Energy Economics, Elsevier, vol. 107(C).
  34. Zhang, Dongyang, 2024. "The pathway to curb greenwashing in sustainable growth: The role of artificial intelligence," Energy Economics, Elsevier, vol. 133(C).
  35. Kaizhi Yu & Yao Shi & Jiahan Feng, 2024. "The influence of robot applications on rural labor transfer," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-18, December.
  36. Tao, Weiliang & Weng, Shimei & Chen, Xueli & ALHussan, Fawaz Baddar & Song, Malin, 2024. "Artificial intelligence-driven transformations in low-carbon energy structure: Evidence from China," Energy Economics, Elsevier, vol. 136(C).
  37. Long, Guoren & Duan, Dingyun & Wang, Hua & Chen, Shaojian, 2024. "The impact of industrial robots on low-carbon green performance: Evidence from the belt and road initiative countries," Technology in Society, Elsevier, vol. 79(C).
  38. Peng Liang & Xinhui Sun & Luzhuang Qi, 2024. "Does artificial intelligence technology enhance green transformation of enterprises: based on green innovation perspective," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(8), pages 21651-21687, August.
  39. Wang, Quan-Jing & Wang, Hai-Jie & Chang, Chun-Ping, 2022. "Environmental performance, green finance and green innovation: What's the long-run relationships among variables?," Energy Economics, Elsevier, vol. 110(C).
  40. Wang, En-Ze & Yang, Mian, 2022. "Green complexity and CO2 emission: Does institutional quality matter?," Energy Economics, Elsevier, vol. 110(C).
  41. 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.
  42. 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.
  43. 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).
  44. 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.
  45. 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).
  46. 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).
  47. Zhiqiang Cai & Wenjie Zhang, 2024. "Quantitative evidence of the community of shared future for mankind as a driver of sustainable development in human society," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-16, December.
  48. 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).
  49. 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).
  50. 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).
  51. Fang, Guanfu & Miao, Liya, 2025. "Robot and crime: Evidence from China," World Development, Elsevier, vol. 188(C).
  52. 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.
  53. 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).
  54. 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).
  55. 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).
  56. 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).
  57. Lin, Boqiang & Xu, Chongchong, 2024. "Enhancing energy-environmental performance through industrial intelligence: Insights from Chinese prefectural-level cities," Applied Energy, Elsevier, vol. 365(C).
  58. 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.
  59. 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).
  60. 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).
  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. Yongchun Sun, 2025. "Pathways to sustainability: Higher education and green productivity," PLOS ONE, Public Library of Science, vol. 20(2), pages 1-25, February.
  63. 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.
  64. Li, Hongyu & Lu, Zhiqiang & Zhang, Zhengping & Tanasescu, Cristina, 2025. "How does artificial intelligence affect manufacturing firms' energy intensity?," Energy Economics, Elsevier, vol. 141(C).
  65. 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.
  66. Yin, Zi Hui & Zeng, Wei Ping, 2023. "The effects of industrial intelligence on China's energy intensity: The role of technology absorptive capacity," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
  67. 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.
  68. Schneider, Florian, 2024. "Do robots boost productivity? A quantitative meta-study," MPRA Paper 123392, University Library of Munich, Germany.
  69. Qiong Shen & Yuxi Pan & Yanchao Feng, 2023. "The impacts of high-speed railway on environmental sustainability: quasi-experimental evidence from China," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-19, December.
  70. 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).
  71. Zhou, Fengxiu & Wen, Huwei & Lee, Chien-Chiang, 2022. "Broadband infrastructure and export growth," Telecommunications Policy, Elsevier, vol. 46(5).
  72. Ke An & Yike Shan & Sheng Shi, 2022. "Impact of Industrial Intelligence on Total Factor Productivity," Sustainability, MDPI, vol. 14(21), pages 1-21, November.
  73. Banerjee, Ameet Kumar & Boubaker, Sabri & Al-Nassar, Nassar S., 2024. "Climate policy initiatives, green finance, and carbon risk interconnectedness," Finance Research Letters, Elsevier, vol. 67(PA).
  74. Rahko, Jaana, 2025. "Vertical spillovers and the energy intensity of European industries," Energy Economics, Elsevier, vol. 141(C).
  75. 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).
  76. Li, Yaya & Cobbinah, Joana & Abban, Olivier Joseph & Veglianti, Eleonora, 2023. "Does green manufacturing technology innovation decrease energy intensity for sustainable development?," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 1010-1025.
  77. 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).
  78. Dongdong Lu & Zilong Wang, 2023. "Towards green economic recovery: how to improve green total factor productivity," Economic Change and Restructuring, Springer, vol. 56(5), pages 3163-3185, October.
  79. Hui Tian & Jiaqi Qin & Chaoyin Cheng & Sohail Ahmad Javeed & Tiansi Chu, 2024. "Towards low‐carbon sustainable development under Industry 4.0: The influence of industrial intelligence on China's carbon mitigation," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(1), pages 455-480, February.
  80. Changqing Lin & Shengpeng Xiao & Pingjuan Tang, 2024. "Does Artificial Intelligence Improve Export Technical Complexity Upgrade of Manufacturing Enterprises? Evidence from China," SAGE Open, , vol. 14(3), pages 21582440241, July.
  81. Agnieszka Sękala & Tomasz Blaszczyk & Krzysztof Foit & Gabriel Kost, 2024. "Selected Issues, Methods, and Trends in the Energy Consumption of Industrial Robots," Energies, MDPI, vol. 17(3), pages 1-23, January.
  82. Song, Malin & Mangla, Sachin Kumar & Wang, Jianlin & Zhao, Jiajia & An, Jiafu, 2022. "Asymmetric information, “coal-to-gas” transition and coal reduction potential: An analysis using the nonparametric production frontier method," Energy Economics, Elsevier, vol. 114(C).
  83. Qiang Wang & Xiaoli Yang & Rongrong Li, 2024. "Does intellectual property protection improve energy efficiency? Evidence from the impact of intellectual property income on energy intensity," Energy & Environment, , vol. 35(8), pages 4310-4338, December.
  84. Lee, Chien-Chiang & He, Zhi-Wen & Yuan, Zihao, 2023. "A pathway to sustainable development: Digitization and green productivity," Energy Economics, Elsevier, vol. 124(C).
  85. Kunkel, S. & Neuhäusler, P. & Matthess, M. & Dachrodt, M.F., 2023. "Industry 4.0 and energy in manufacturing sectors in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
  86. Lee, Chi-Chuan & Zhang, Jian & Hou, Shanshuai, 2023. "The impact of regional renewable energy development on environmental sustainability in China," Resources Policy, Elsevier, vol. 80(C).
  87. Yanying Wang & Qingyang Wu, 2024. "Robots, firm relocation, and air pollution: unveiling the unintended spatial spillover effects of emerging technology," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-17, December.
  88. Lee, Chien-Chiang & Wang, Tianhui, 2024. "The impact of renewable energy policies on the energy transition -– An empirical analysis of Chinese cities," Energy Economics, Elsevier, vol. 138(C).
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