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Does digitization improve green total factor energy efficiency? Evidence from Chinese 213 cities

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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. Haikuo Zhang & Chaobo Zhou, 2023. "Construction of the Pilot Free Trade Zone and Chinese Green Total Factor Energy Efficiency," Sustainability, MDPI, vol. 15(12), pages 1-13, June.
  3. Xu, Ru-Yu & Wang, Ke-Liang & Miao, Zhuang, 2024. "The impact of digital technology innovation on green total-factor energy efficiency in China: Does economic development matter?," Energy Policy, Elsevier, vol. 194(C).
  4. Tianchu Feng & Andrea Appolloni & Jiayu Chen, 2024. "How does corporate digital transformation affect carbon productivity? Evidence from Chinese listed companies," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(12), pages 31425-31445, December.
  5. Lee, Chenyang & Ogata, Seiichi, 2025. "Every coin has two sides: Dual effects of energy transition on regional sustainable development—A quasi-natural experiment of the New Energy Demonstration City Pilot Policy," Applied Energy, Elsevier, vol. 390(C).
  6. Xu, Mengmeng & Liu, Xiaoyu & Li, Ou, 2024. "Can intelligent manufacturing drive green development in China's pharmaceutical industry? -- Evidence from listed enterprises," Energy, Elsevier, vol. 308(C).
  7. Charfeddine, Lanouar & Umlai, Mohamed, 2023. "ICT sector, digitization and environmental sustainability: A systematic review of the literature from 2000 to 2022," Renewable and Sustainable Energy Reviews, Elsevier, vol. 184(C).
  8. Da Gao & Yanjun Cao & Chang Liu, 2023. "The Low-Carbon Policy and Urban Green Total Factor Energy Efficiency: Evidence from a Spatial Difference-in-Difference Method," IJERPH, MDPI, vol. 20(4), pages 1-20, February.
  9. Zhijiu Yang & Mengxu Li, 2024. "Escaping the resource curse: does resource dependence reduction mitigate income inequality?," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-13, December.
  10. Peng, Hui & Lu, Yaobin & Wang, Qunwei, 2023. "How does heterogeneous industrial agglomeration affect the total factor energy efficiency of China's digital economy," Energy, Elsevier, vol. 268(C).
  11. Zheng, Huanyu & Li, Dian & Cai, Jinyang, 2025. "Driving green innovation: The impact of digital finance on China's transition to clean energy," Energy, Elsevier, vol. 318(C).
  12. Zhu, Hongfeng & Chao, Yingna, 2025. "Impact of corporate governance level on enterprise total factor productivity from the perspective of supply chain digitization," Finance Research Letters, Elsevier, vol. 73(C).
  13. Yang, Xiaotong & Xie, Rongrong, 2024. "The dark side of digital transformation: Evidence from opportunistic insider selling," Finance Research Letters, Elsevier, vol. 67(PB).
  14. Yang Liu & Ruochan Xiong & Shigong Lv & Da Gao, 2022. "The Impact of Digital Finance on Green Total Factor Energy Efficiency: Evidence at China’s City Level," Energies, MDPI, vol. 15(15), pages 1-17, July.
  15. Lulu Wang & Leyi Chen, 2024. "Resource dependence and air pollution in China: Do the digital economy, income inequality, and industrial upgrading matter?," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(1), pages 2069-2109, January.
  16. Zhang, Hong & Wang, Yuejing & Wang, Xiaoquan, 2024. "The impact of financial deepening on agricultural production: A household-level analysis of BigTech finance," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 57-77.
  17. Zhenxiang Cao & Liqing Peng, 2023. "The Impact of Digital Economics on Environmental Quality: A System Dynamics Approach," SAGE Open, , vol. 13(4), pages 21582440231, December.
  18. Ya Wu & Yin Liu & Minglong Zhang, 2023. "How Does Digital Finance Affect Energy Efficiency?—Characteristics, Mechanisms, and Spatial Effects," Sustainability, MDPI, vol. 15(9), pages 1-24, April.
  19. Wen, Yuyuan & Yu, Zilong & Xue, Jingjing & Liu, Yang, 2024. "How heterogeneous industrial agglomeration impacts energy efficiency subject to technological innovation:Evidence from the spatial threshold model," Energy Economics, Elsevier, vol. 136(C).
  20. Qiong Xu & Xin Li & Fei Guo, 2023. "Digital transformation and environmental performance: Evidence from Chinese resource‐based enterprises," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1816-1840, July.
  21. Yang, Senmiao & Wang, Jianda & Dong, Kangyin & Jiang, Qingzhe, 2023. "A path towards China's energy justice: How does digital technology innovation bring about a just revolution?," Energy Economics, Elsevier, vol. 127(PA).
  22. László Erdey & Laisha Liu & Adrián Nagy, 2024. "The nonlinear relationship between digital affordances and firm‐level export performance: The moderating role of organizational ambidexterity," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 45(4), pages 1944-1964, June.
  23. Wu, Wei & Xu, Meiqi & Su, Ruiqian & Ullah, Kaleem, 2024. "Modeling crude oil volatility using economic sentiment analysis and opinion mining of investors via deep learning and machine learning models," Energy, Elsevier, vol. 289(C).
  24. Zhang, Xiufeng & Han, Yizhuo & Jiao, Huiduo & Feng, Yanchao, 2025. "Re-evaluating the effectiveness of regional energy saving targets: Empirical evidence from the Eleventh Five-year Plan in China," Energy, Elsevier, vol. 318(C).
  25. Yiwei Wang & Ningze Yang, 2023. "Differences in High-Quality Development and Its Influencing Factors between Yellow River Basin and Yangtze River Economic Belt," Land, MDPI, vol. 12(7), pages 1-19, July.
  26. Wang, Jie & Wang, Jun, 2024. "“Booster” or “Obstacle”: Can digital transformation improve energy efficiency? Firm-level evidence from China," Energy, Elsevier, vol. 296(C).
  27. Tianyi Zhu & Xue Li & Haoqiang Wu & Ziyu Chu, 2023. "Does the Collaboration of Digitalization Foster Regional Green Development?," Sustainability, MDPI, vol. 15(20), pages 1-18, October.
  28. Senhua Huang & Lingming Chen, 2023. "The Impact of the Digital Economy on the Urban Total-Factor Energy Efficiency: Evidence from 275 Cities in China," Sustainability, MDPI, vol. 15(4), pages 1-20, February.
  29. Ma, Qifei & Li, Sujuan & Jia, Peng & Kuang, Haibo, 2025. "Is port integration a panacea for regions green development: An empirical study of China port city," Transport Policy, Elsevier, vol. 160(C), pages 15-28.
  30. Wang, Lianghu & Shao, Jun, 2023. "Digital economy, entrepreneurship and energy efficiency," Energy, Elsevier, vol. 269(C).
  31. Lei, Peng & Li, Xiaoyan & Yuan, Mingkang, 2024. "The consequence of the digital economy on energy efficiency in Chinese provincial and regional contexts: Unleashing the potential," Energy, Elsevier, vol. 311(C).
  32. Yuxi Chen & Mengting Zhang & Chencheng Wang & Xin Lin & Zhijie Zhang, 2023. "High-Tech Industrial Agglomeration, Government Intervention and Regional Energy Efficiency: Based on the Perspective of the Spatial Spillover Effect and Panel Threshold Effect," Sustainability, MDPI, vol. 15(7), pages 1-29, April.
  33. Yang, Zhijiu & Duan, Jiani & Fan, Niuniu, 2024. "Towards carbon neutrality: The decoupling effect of industrial restructuring and non-fossil energy substitution on carbon emissions," Energy, Elsevier, vol. 308(C).
  34. Yu, Chenyang & Tan, Yuanfang & Zhou, Yu & Zang, Chuanxiang & Tu, Chenglin, 2022. "Can functional urban specialization improve industrial energy efficiency? Empirical evidence from China," Energy, Elsevier, vol. 261(PA).
  35. Yang, Jun & Yang, Dingjian & Cheng, Jixin, 2024. "The non-rivalry of data, directed technical change and the environment: A theoretical study incorporating data as a production factor," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 417-448.
  36. Shaoyan Yang & Duodong Ding & Churen Sun, 2022. "Does Innovative City Policy Improve Green Total Factor Energy Efficiency? Evidence from China," Sustainability, MDPI, vol. 14(19), pages 1-30, October.
  37. Jiachao Peng & Hanfei Chen & Lei Jia & Shuke Fu & Jiali Tian, 2023. "Impact of Digital Industrialization on the Energy Industry Supply Chain: Evidence from the Natural Gas Industry in China," Energies, MDPI, vol. 16(4), pages 1-32, February.
  38. Yating Zeng & Xinyue Xu & Yuyao Zhao & Bin Li, 2023. "Impact of Digital Economy on the Upgrading of Energy Consumption Structure: Evidence from Mainland China," Sustainability, MDPI, vol. 15(7), pages 1-18, March.
  39. Tiantian Ning & Kai-Hua Wang & Hong-Wen Liu, 2025. "Unleashing the Power of Digital Transformation: Boosting Green Total Factor Productivity in China’s Energy Enterprises," Sustainability, MDPI, vol. 17(9), pages 1-19, May.
  40. Liping Qiu & Lihua Yang & Haiyan Zhou & Feng Hu, 2024. "Deconstruction of green product innovation drivers for regional export-oriented industrial enterprises in China: the product space perspective," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-15, December.
  41. Marek Stawowy & Adam Rosiński & Jacek Paś & Stanisław Duer & Marta Harničárová & Krzysztof Perlicki, 2023. "The Reliability and Exploitation Analysis Method of the ICT System Power Supply with the Use of Modelling Based on Rough Sets," Energies, MDPI, vol. 16(12), pages 1-18, June.
  42. Oleg Gubarevych & Stanisław Duer & Inna Melkonova & Marek Woźniak & Jacek Paś & Marek Stawowy & Krzysztof Rokosz & Konrad Zajkowski & Dariusz Bernatowicz, 2023. "Research on and Assessment of the Reliability of Railway Transport Systems with Induction Motors," Energies, MDPI, vol. 16(19), pages 1-21, September.
  43. Tianchu Feng & Meijuan Liu & Chaozhu Li, 2022. "How Does Vertical Fiscal Imbalance Affect CO 2 Emissions? The Role of Capital Mismatch," Sustainability, MDPI, vol. 14(17), pages 1-15, August.
  44. Li, Mengxu & Liu, Jianghua & Chen, Yang & Yang, Zhijiu, 2023. "Can sustainable development strategy reduce income inequality in resource-based regions? A natural resource dependence perspective," Resources Policy, Elsevier, vol. 81(C).
  45. Jia, Wenxing & Lee, Hyoungsuk & Xie, Peijun & Li, Hui & Yang, Yang & Zhao, Xin, 2025. "Does urban shrinkage impact energy efficiency?: Evidence from Chinese counties," Renewable Energy, Elsevier, vol. 238(C).
  46. Wang, Lianghu & Shao, Jun, 2025. "How does regional integration policy affect urban energy efficiency? A quasi-natural experiment based on policy of national urban agglomeration," Energy, Elsevier, vol. 319(C).
  47. Huiting Guo & Rui Qiu & Yapeng Li, 2025. "Research on the Impact of Digital Transformation Network Peer Groups on Corporate Carbon Neutrality Performance: Based on the Interlocking Directorate Network," Sustainability, MDPI, vol. 17(6), pages 1-32, March.
  48. Chunhua Luo & Dianlong Wei & Wunhong Su & Jinjing Lu, 2023. "Association between Regional Digitalization and High-Quality Economic Development," Sustainability, MDPI, vol. 15(3), pages 1-19, January.
  49. Wu, Xueping & Qiu, Wenhai, 2024. "Carbon decoupling effects of energy consumption permit trading schemes: Evidence from China," Energy, Elsevier, vol. 307(C).
  50. Che, Shuai & Wang, Jun, 2022. "Policy effectiveness of market-oriented energy reform: Experience from China energy-consumption permit trading scheme," Energy, Elsevier, vol. 261(PB).
  51. Tang, Jiaomei & Li, Wanting & Hu, Jiahan & Ren, Yayun, 2025. "Can government digital transformation improve corporate energy efficiency in resource-based cities?," Energy Economics, Elsevier, vol. 141(C).
  52. Aihua Shen & Rui Wang, 2023. "Digital Transformation and Green Development Research: Microscopic Evidence from China’s Listed Construction Companies," Sustainability, MDPI, vol. 15(16), pages 1-31, August.
  53. Hu, Haifeng & Wei, Tao & Wang, Aiping, 2025. "Does digital transformation enhance bank soundness? Evidence from Chinese commercial banks," Journal of Financial Stability, Elsevier, vol. 76(C).
  54. Lu, Juan & Li, He, 2024. "Can digital technology innovation promote total factor energy efficiency? Firm-level evidence from China," Energy, Elsevier, vol. 293(C).
  55. Huifang E & Shuangjie Li & Liming Wang & Huidan Xue, 2023. "The Impact of ICT Capital Services on Economic Growth and Energy Efficiency in China," Energies, MDPI, vol. 16(9), pages 1-21, May.
  56. Xu, Ru-Yu & Wang, Ke-Liang & Miao, Zhuang, 2024. "Exploring the impact of digital industry agglomeration on provincial energy efficiency in China: A panel data analysis from 2012 to 2020," Energy, Elsevier, vol. 313(C).
  57. Wang, Shucui & Song, Yutong & Min Du, Anna & Liang, Jia, 2024. "The digital economy and entrepreneurial dynamics: An empirical analysis of urban regions in China," Research in International Business and Finance, Elsevier, vol. 71(C).
  58. Andrea Ciacci & Enrico Ivaldi & Lara Penco & Ginevra Testa, 2025. "Measuring Digital Sustainability Paying Attention to the Economic, Social, and Environmental Dimensions: A European Perspective," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 177(1), pages 1-29, March.
  59. Yanan Guo & Qiong Tong & Zhengjiao Li & Yuhao Zhao, 2022. "Research on Carbon Emission Quota of Railway in China from the Perspective of Equity and Efficiency," Sustainability, MDPI, vol. 14(21), pages 1-18, October.
  60. Zhe Wang & Ziling Yu & Lili Ma & Aolei Li, 2022. "The Digital Economy and the Energy “Internal Circulation”: Evidence from China’s Interprovincial Energy Trade," Sustainability, MDPI, vol. 14(23), pages 1-16, November.
  61. Zhuoxi Yu & Shan Liu & Zhichuan Zhu & Lianyan Fu, 2023. "Spatial Imbalance, Dynamic Evolution and Convergence of the Digital Economy: Analysis Based on Panel Data of 278 Cities in China," Sustainability, MDPI, vol. 15(9), pages 1-26, April.
  62. 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).
  63. Wu, Desheng & Xie, Yu, 2024. "Unveiling the impact of public data access on collaborative reduction of pollutants and carbon emissions: Evidence from open government data policy," Energy Economics, Elsevier, vol. 138(C).
  64. Wang, Changming & Liao, Hongwei & Zhu, Lei & He, Leihua, 2024. "The haze reduction effect in china under the digital economy," Journal of Asian Economics, Elsevier, vol. 95(C).
  65. Shanshan Gao & Wenqi Li & Jiayi Meng & Jianfeng Shi & Jianhua Zhu, 2023. "A Study on the Impact Mechanism of Digitalization on Corporate Green Innovation," Sustainability, MDPI, vol. 15(8), pages 1-21, April.
  66. Pei Zhang & Peiran Chen & Fan Xiao & Yong Sun & Shuyan Ma & Ziwei Zhao, 2022. "The Impact of Information Infrastructure on Air Pollution: Empirical Evidence from China," IJERPH, MDPI, vol. 19(21), pages 1-17, November.
  67. Qi Jiang & Jizhi Li & Hongyun Si & Yangyue Su, 2022. "The Impact of the Digital Economy on Agricultural Green Development: Evidence from China," Agriculture, MDPI, vol. 12(8), pages 1-22, July.
  68. Senhua Huang & Feng Han & Lingming Chen, 2023. "Can the Digital Economy Promote the Upgrading of Urban Environmental Quality?," IJERPH, MDPI, vol. 20(3), pages 1-21, January.
  69. Pengfei Zhou & Mengyu Han & Yang Shen, 2023. "Impact of Intelligent Manufacturing on Total-Factor Energy Efficiency: Mechanism and Improvement Path," Sustainability, MDPI, vol. 15(5), pages 1-22, February.
  70. Da Gao & Chang Liu & Xinyan Wei & Yang Liu, 2023. "Can River Chief System Policy Improve Enterprises’ Energy Efficiency? Evidence from China," IJERPH, MDPI, vol. 20(4), pages 1-17, February.
  71. Li, Ge & Wang, Xiaoyu, 2024. "Energy quota trading policy and energy efficiency: The role of government supervision and public participation," Technological Forecasting and Social Change, Elsevier, vol. 206(C).
  72. Mao, Jinzhou & Xu, Donghai & Yang, Shaoze, 2023. "Female executives and corporate R&D manipulation behavior: Evidence from China," Finance Research Letters, Elsevier, vol. 57(C).
  73. Ying Peng & Xinyue Wang & Weilong Gao, 2025. "The Impact of Data Element Marketization on Green Total Factor Energy Efficiency: Empirical Evidence from China," Sustainability, MDPI, vol. 17(9), pages 1-25, May.
  74. Bie, Fan & Zhou, Luyao & Liu, Shuo & Yang, Tao, 2024. "Government digital transformation, resource curse and green total factor energy efficiency in Chinese cities," Resources Policy, Elsevier, vol. 92(C).
  75. Gu, Jiafeng, 2025. "Did supply chain digitization contribute to corporate green energy innovation? The mediating role of asset receivable management and policy spillovers," Energy Economics, Elsevier, vol. 143(C).
  76. Ge Li & Da Gao & Xiao Xia Shi, 2024. "How does information and communication technology affect carbon efficiency? Evidence at China's city level," Energy & Environment, , vol. 35(8), pages 4272-4293, December.
  77. Wen, Huwei & Wen, Changyong & Lee, Chien-Chiang, 2022. "Impact of digitalization and environmental regulation on total factor productivity," Information Economics and Policy, Elsevier, vol. 61(C).
  78. Da Gao & Xinlin Mo & Kun Duan & Yi Li, 2022. "Can Green Credit Policy Promote Firms’ Green Innovation? Evidence from China," Sustainability, MDPI, vol. 14(7), pages 1-15, March.
  79. Zhang, Zhouyi & Song, Yi & Cheng, Jinhua & Zhang, Yijun, 2023. "Effects of heterogeneous ICT on critical metal supply: A differentiated perspective on primary and secondary supply," Resources Policy, Elsevier, vol. 83(C).
  80. Fang, Guochang & Chen, Gang & Yang, Kun & Yin, Weijun & Tian, Lixin, 2024. "How does green fiscal expenditure promote green total factor energy efficiency? — Evidence from Chinese 254 cities," Applied Energy, Elsevier, vol. 353(PA).
  81. Lee, Chien-Chiang & He, Zhi-Wen & Yuan, Zihao, 2023. "A pathway to sustainable development: Digitization and green productivity," Energy Economics, Elsevier, vol. 124(C).
  82. Biao Hu & Kai Yuan & Tingyun Niu & Liang Zhang & Yuqiong Guan, 2022. "Study on the Spatial and Temporal Evolution Patterns of Green Innovation Efficiency and Driving Factors in Three Major Urban Agglomerations in China—Based on the Perspective of Economic Geography," Sustainability, MDPI, vol. 14(15), pages 1-28, July.
  83. Yuanhe Zhang & Chaobo Zhou, 2025. "Effect of Artificial Intelligence on Chinese Urban Green Total Factor Productivity," Land, MDPI, vol. 14(3), pages 1-20, March.
  84. Luo, Shuangcheng & Xiong, Zhiqiao & Liu, Jianjiang, 2024. "How does supply chain digitization affect green innovation? Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 136(C).
  85. Lv, Xiaoting & Wu, Ziang, 2024. "The green effect of digital transformation: The impact of digital transformation in fiscal and taxation on regional green development," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 787-800.
  86. Xing Zhao & Jing Zhao, 2024. "Digital finance and inequality in renewable energy technology innovation," Energy & Environment, , vol. 35(7), pages 3673-3702, November.
  87. Zhuoxi Yu & Shan Liu & Zhichuan Zhu, 2022. "Has the Digital Economy Reduced Carbon Emissions?: Analysis Based on Panel Data of 278 Cities in China," IJERPH, MDPI, vol. 19(18), pages 1-18, September.
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