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Digital economy, technological innovation, and green economic efficiency—Empirical evidence from 277 cities in China

Citations

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Cited by:

  1. Kun Xiao & Xiaolong Chen & Hongfeng Zhang & Cora Un In Wong, 2025. "Green Economic Efficiency and Coordinated Development in the Bohai Rim Region: Addressing Regional Disparities for Sustainable Innovation and Economic Transformation," Sustainability, MDPI, vol. 17(3), pages 1-16, January.
  2. Bai, Haoyu & Chen, Yuntan & Zhang, Ziyu, 2025. "Exploring the mitigating role of sustainable innovation in supply chain disruption risks under the digital economy," International Review of Economics & Finance, Elsevier, vol. 103(C).
  3. Zhang, Haonan & Yu, Guanchen, 2024. "Reducing costs or increasing efficiency? Unveiling the effects and mechanisms of the digital economy on sustained green innovation," International Review of Economics & Finance, Elsevier, vol. 96(PB).
  4. Zhang Meili & Li Baizhou, 2023. "How Does Regional R&D Investment Agglomeration Affect High-Quality Economic Development? Evidence From China," SAGE Open, , vol. 13(4), pages 21582440231, December.
  5. Zhang, Yuan & Li, Yunqian, 2025. "The impact of artificial intelligence on government digital service capacity," International Review of Economics & Finance, Elsevier, vol. 102(C).
  6. Ai, Mingye & Zhang, Wei & Du, Shurong & Yu, Xiaohan & Bu, Yan, 2024. "The impact of digitalization on the green transformation of China's industrial sectors: The mediating role of green technology innovation and technological transformation," International Review of Economics & Finance, Elsevier, vol. 96(PC).
  7. Zhang, Pan & Wang, Shihong & Li, Boying, 2025. "Harnessing government digital attention: Reducing carbon emissions through the pathways of digitalization," Structural Change and Economic Dynamics, Elsevier, vol. 74(C), pages 1008-1019.
  8. Ming Chen & Xin Tan & Jianhua Zhu & Rebecca Kechen Dong, 2025. "Can supply chain digital innovation policy improve the sustainable development performance of manufacturing companies?," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-15, December.
  9. Xiaodi Zhao & Lei Shen & Zhengyun Jiang, 2024. "The impact of the digital economy on creative industries development: Empirical evidence based on the China," PLOS ONE, Public Library of Science, vol. 19(3), pages 1-18, March.
  10. Jiahui Sun & Hechun Wu & Song Shi, 2025. "Research on the Relationship Between Higher Education, Technological Innovation, and Green Economy—Analysis Based on Chinese Data from 2011 to 2020," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(2), pages 8546-8587, June.
  11. Chinazaekpere Nwani & Assad Ullah & Titus Ayobami Ojeyinka & Paul Terhemba Iorember & Festus Victor Bekun, 2025. "Natural resources, technological innovation, and eco-efficiency: striking a balance between sustainability and growth in Egypt," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(1), pages 1467-1498, January.
  12. Pang, Qinghua & Zheng, Hongbin & Zhang, Lina & Chiu, Yung-ho, 2025. "How does the regional digital innovation ecosystem lead to high energy efficiency? An exploratory study based on fsQCA," Renewable Energy, Elsevier, vol. 253(C).
  13. Asif Ali & Jinkai Li & Jin Zhang & Muhammad Zubair Chishti, 2024. "Exploring the impact of green finance and technological innovation on green economic growth: Evidence from emerging market economies," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(6), pages 6392-6407, December.
  14. Shen, Hongshan & Qin, Mengyao & Li, Tianyi & Zhang, Xuan & Zhao, Yang, 2024. "Digital finance and industrial structure upgrading: Evidence from Chinese counties," International Review of Financial Analysis, Elsevier, vol. 95(PB).
  15. Cui, Jun & Du, Desheng, 2025. "New quality productive forces, urban-rural integration and industrial chain resilience," International Review of Economics & Finance, Elsevier, vol. 102(C).
  16. Ling, Shixian & Gao, Hongfu & Yuan, Di, 2024. "Catalytic role of the digital economy in fostering corporate green technology innovation: a mechanism for sustainability transformation in China," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 278-292.
  17. Lin, Boqiang & Huang, Chenchen, 2023. "How will promoting the digital economy affect electricity intensity?," Energy Policy, Elsevier, vol. 173(C).
  18. Zhang, Huaqing & Cai, Cen & Zhang, Xiangjian & Tu, Yongqian & Zhu, Qianyu, 2024. "Relationship between business environment and regional innovation level: Examining the moderating role of digital finance," International Review of Financial Analysis, Elsevier, vol. 96(PA).
  19. Cai, Hechang & Wang, Zilong & Ji, Yi & Xu, Liuyang, 2024. "Digitalization and innovation: How does the digital economy drive technology transfer in China?," Economic Modelling, Elsevier, vol. 136(C).
  20. Henryk Dzwigol & Aleksy Kwilinski & Oleksii Lyulyov & Tetyana Pimonenko, 2023. "The Role of Environmental Regulations, Renewable Energy, and Energy Efficiency in Finding the Path to Green Economic Growth," Energies, MDPI, vol. 16(7), pages 1-18, March.
  21. Shuo Wang & Yueping Zheng & Hailan Yang, 2024. "Digital economy and green total factor productivity in China," PLOS ONE, Public Library of Science, vol. 19(3), pages 1-26, March.
  22. Wei Wei & Qiyuan Li & Ruige Sun & Xuan Wang, 2025. "Does the Construction of Free Trade Zones Promote the Development of the Digital Economy? Evidence from Chinese Prefecture-Level Cities," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(3), pages 12943-12968, September.
  23. Bo Xu & Rengui Sun & Cunhu Xi & Zhaoping Wang, 2025. "Digital governance and the low-carbon transition: evidence from double machine learning," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-14, December.
  24. Yiming Li & Liru Bai, 2024. "Analyzing Green Growth Efficiency in China and Investigating the Spatial Effects of Fiscal Decentralization: Case Study of Prefecture-Level Cities," Sustainability, MDPI, vol. 16(8), pages 1-28, April.
  25. Xia, Xiqiang & Chishti, Muhammad Zubair & Dogan, Eyup, 2024. "Transition towards the sustainable development: unraveling the effects of mineral markets, Belt & Road Initiative, and the Paris Agreement on green economic growth," Resources Policy, Elsevier, vol. 91(C).
  26. Haiyang Qiu & Xin Li & Long Zhang, 2023. "Influential Effect and Mechanism of Digital Finance on Urban Land Use Efficiency in China," Sustainability, MDPI, vol. 15(20), pages 1-21, October.
  27. Wang, Kang & Sun, Kang & Li, Yifei & Xie, Qian, 2025. "Can digital technology break the financing dilemma of innovative SMEs? Based on the perspective of enterprise innovation," Technological Forecasting and Social Change, Elsevier, vol. 214(C).
  28. Guo, Qing & You, Wenlan, 2024. "How can the digital economy alleviate multidimensional energy poverty? —Empirical evidence of 21 prefecture-level cities in Guangdong Province," Energy, Elsevier, vol. 301(C).
  29. Umar Nawaz Kayani & Misbah Sadiq & Mustafa Raza Rabbani & Ahmet Faruk Aysan & Farrukh Nawaz Kayani, 2023. "Examining the Relationship between Economic Growth, Financial Development, and Carbon Emissions: A Review of the Literature and Scientometric Analysis," International Journal of Energy Economics and Policy, Econjournals, vol. 13(2), pages 489-499, March.
  30. Xinwen Lin & Angathevar Baskaran & Yajie Zhang, 2023. "Watershed Horizontal Ecological Compensation Policy and Green Ecological City Development: Spatial and Mechanism Assessment," IJERPH, MDPI, vol. 20(3), pages 1-21, February.
  31. 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.
  32. Kesen Zhang & Gefang Deborah, 2025. "Digitalization, internationalization and green innovation in China: an analysis based on threshold and mediation effects," The Journal of Technology Transfer, Springer, vol. 50(3), pages 962-994, June.
  33. Lyu, Yanwei & Zhang, Jinning & Wang, Wenqiang & Li, Yutao & Geng, Yong, 2024. "Toward low carbon development through digital economy: A new perspective of factor market distortion," Technological Forecasting and Social Change, Elsevier, vol. 208(C).
  34. Wu, Wei & Han, Wei, 2025. "Does digital platform governance improve process innovation? Evidence from Apple's tracking policies," Economic Modelling, Elsevier, vol. 152(C).
  35. Ziyao Fang & Ziyang Liu, 2025. "Digital Innovations Driving Urban Sustainability: Key Factors in Reducing Carbon Emissions," Sustainability, MDPI, vol. 17(5), pages 1-25, March.
  36. Hongyang Yu & Jinchao Wang & Jiajun Xu & Binghao Ding, 2025. "Does digital economy agglomeration promote green economy efficiency? A spatial spillover and spatial heterogeneity perspective," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(3), pages 7379-7406, March.
  37. Du, Yang & Xu, Jun & Yuan, Xiao, 2025. "How public digital governance system affects firms' digital technology innovation performance: Base on open innovation perspective," Technology in Society, Elsevier, vol. 83(C).
  38. Waheed Ahmad & Rukhsana Kalim, 2024. "Analyzing Digital Economy¡¯s Role in Global Green Growth Opportunities: An Asymmetric MMQR Approach," Journal of Economic Sciences, Federal Urdu University Islamabad, Department of Economics, vol. 3(2), pages 162-180, December.
  39. Lindong Ma & Yuanxiao Hong & Xihui Chen & Xiaoyong Quan, 2022. "Can Green Innovation and New Urbanization Be Synergistic Development? Empirical Evidence from Yangtze River Delta City Group in China," Sustainability, MDPI, vol. 14(10), pages 1-21, May.
  40. Liu, Yiling & Lin, Yu-Cheng, 2025. "Converting knowledge into Productivity: The role of intellectual property empowerment and digital economy in enhancing regional new quality productivity forces - Evidence from China," International Review of Economics & Finance, Elsevier, vol. 102(C).
  41. Li Zhou & Shuning Zhang & Chenjing Zhou & Shuai Yuan & Hong Jiang & Yifeng Wang, 2024. "The impact of the digital economy on high-quality agricultural development——Based on the regulatory effects of financial development," PLOS ONE, Public Library of Science, vol. 19(3), pages 1-25, March.
  42. Qiaozhe Guo & Nengzhi(Chris) Yao & Zhe Ouyang & Yaolei Wang, 2024. "Digital development and innovation for environmental sustainability: The role of government support and government intervention," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(4), pages 3389-3404, August.
  43. Li, Shuangyan & Chang, Ge & Zunong, Reyihanguli, 2023. "Does regional digital economy development influence green investment?," Innovation and Green Development, Elsevier, vol. 2(3).
  44. Xiaomei Li & Huchuan Deng & Xuanrui Yu & Jiehong Li & Yang Yu, 2024. "Research on the Coordinated Development of Digital Economy, Green Technology Innovation, and Ecological Environment Quality—A Case Study of China," Sustainability, MDPI, vol. 16(11), pages 1-27, June.
  45. Meili Zhang & Shi Yin, 2023. "Can China’s Digital Economy and Green Economy Achieve Coordinated Development?," Sustainability, MDPI, vol. 15(7), pages 1-25, March.
  46. Santos-Arteaga, Francisco J. & Di Caprio, Debora & Tavana, Madjid, 2023. "A combinatorial data envelopment analysis with uncertain interval data with application to ICT evaluation," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
  47. Wang, Jianda & Dong, Kangyin & Sha, Yezhou & Yan, Cheng, 2022. "Envisaging the carbon emissions efficiency of digitalization: The case of the internet economy for China," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
  48. Shen, Xiaobo & Lin, Boqiang & Wang, Zhicheng, 2025. "Industrial informatization and electricity substitution: Towards a cleaner energy utilization structure," Energy, Elsevier, vol. 333(C).
  49. Liang, Yufan & He, Xiaolong, 2024. "Does the cross-border e-commerce comprehensive pilot area policy help to improve the level of urban technological innovation?," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1258-1271.
  50. Li, Yiping & Zheng, Lanxing & Xie, Chang & Fang, Jiming, 2024. "Big data development and enterprise ESG performance: Empirical evidence from China," International Review of Economics & Finance, Elsevier, vol. 93(PB), pages 742-755.
  51. Wang, Shucui & Peng, Ting & Du, Anna Min & Lin, Xiaohui, 2025. "The impact of the digital economy on rural industrial revitalization," Research in International Business and Finance, Elsevier, vol. 76(C).
  52. Xiang Cheng & Xiaohui Chen, 2024. "The digital economy and power consumption: empirical analysis based on consumption intensity in China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(8), pages 19755-19777, August.
  53. Nana Chai & Ziyuan Gong & Chunguang Bai & Mohammad Zoynul Abedin & Baofeng Shi, 2025. "A socio-technology perspective for building a Chinese regional green economy," Annals of Operations Research, Springer, vol. 347(1), pages 289-332, April.
  54. Jianing Xu & Weidong Li, 2022. "The Impact of the Digital Economy on Innovation: New Evidence from Panel Threshold Model," Sustainability, MDPI, vol. 14(22), pages 1-19, November.
  55. Danxue Fan & Meiyue Li, 2024. "Digital Economy Development and Green Innovation Efficiency from a Two-Stage Innovation Value Chain Perspective," Sustainability, MDPI, vol. 16(11), pages 1-20, May.
  56. Yuan Feng & Jiaxin Liu & Changfei Nie, 2026. "How does digital economy affect synergy of carbon mitigation and pollution reduction? Evidence from next-generation internet demonstration city construction in China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 28(2), pages 4665-4695, February.
  57. Kun Cheng & Jianhui Yin & Feiyan Wang & Min Wang, 2025. "The impact pathway of new quality productive forces on regional green technology innovation: A spatial mediation effect based on intellectual property protection," PLOS ONE, Public Library of Science, vol. 20(4), pages 1-22, April.
  58. Jingyun Li & Zhenran Li & Feng Dong & Haitao Wu, 2025. "How to efficiently enhance sustainable development through the digital economy? Evidence from 60 countries," Economic Change and Restructuring, Springer, vol. 58(1), pages 1-29, February.
  59. Wang, Bo & Wang, Jianda, 2025. "China’s green digital era: How does digital economy enable green economic growth?," Innovation and Green Development, Elsevier, vol. 4(1).
  60. Wenqi Liao, 2023. "How does the digital economy affect the development of the green economy? Evidence from Chinese cities," PLOS ONE, Public Library of Science, vol. 18(8), pages 1-24, August.
  61. Xu, Ting & Xuan, Siyuan & Xuan, Xiaoqin, 2025. "Green finance as a catalyst for energy transition: Green total factor productivity and digital economy," International Review of Financial Analysis, Elsevier, vol. 107(C).
  62. Wei-Liang Zhang & Li-Ying Song & Muhammad Ilyas, 2023. "Can the digital economy promote fiscal effort?: Empirical evidence from Chinese cities," Economic Change and Restructuring, Springer, vol. 56(5), pages 3501-3525, October.
  63. Guomin Song & Fengyan Wang & Feng Dong, 2024. "Can digital economy foster synergistic increases in green innovation and corporate value? Evidence from China," PLOS ONE, Public Library of Science, vol. 19(6), pages 1-29, June.
  64. Ma, Zhuoya & Xiao, Hui & Li, Jing & Chen, Hanting & Chen, Wenhui, 2025. "Study on how the digital economy affects urban carbon emissions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 207(C).
  65. Wenfei Song & Xianfeng Han, 2024. "Does the digital economy contribute to China’s energy transition?," Economic Change and Restructuring, Springer, vol. 57(5), pages 1-25, October.
  66. Zhang, Liming & Zhao, Yuting & Liu, Liang & Sun, Helin & Wang, Yue, 2025. "The spatial effects of green-innovation coupling and coordinated development from the perspective of digital inclusive finance: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
  67. Yuan Liu & Fangfang Dong & Jing Yu & Aijun Liu, 2024. "Examining the Impact of Digital Economy on Environmental Sustainability in China: Insights into Carbon Emissions and Green Growth," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 18044-18080, December.
  68. Zhang, Cheng & Jian, Yaode & Zhou, Zhongsheng & Zhou, Bo, 2024. "Can the digital economy close the gender wage gap? Evidence from China," International Review of Economics & Finance, Elsevier, vol. 96(PB).
  69. Fu, Haoliang & Li, Mao & Guo, Wenwei & Huang, Jinbo, 2025. "Digital transformation and carbon reduction: Evidence from Chinese listed companies," Finance Research Letters, Elsevier, vol. 83(C).
  70. Ziyu Meng & Wen-Bo Li & Chaofan Chen & Chenghua Guan, 2023. "Carbon Emission Reduction Effects of the Digital Economy: Mechanisms and Evidence from 282 Cities in China," Land, MDPI, vol. 12(4), pages 1-21, March.
  71. Dian, Jie & Song, Tian & Li, Shenglan, 2024. "Facilitating or inhibiting? Spatial effects of the digital economy affecting urban green technology innovation," Energy Economics, Elsevier, vol. 129(C).
  72. Wen Chen & Changyi Zhu & Qi Cheung & Siying Wu & Jun Zhang & Jia Cao, 2024. "How does digitization enable green innovation? Evidence from Chinese listed companies," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 3832-3854, July.
  73. Qihang Xue & Caiquan Bai & Weiwei Xiao, 2022. "Fintech and corporate green technology innovation: Impacts and mechanisms," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(8), pages 3898-3914, December.
  74. Zhijiang Li & Decai Tang, 2024. "Pathways of the Digital Economy’s Impact on Green Total Factor Productivity in the Construction Industry," Sustainability, MDPI, vol. 16(24), pages 1-24, December.
  75. Zhaoyu Chen & Mad Ithnin Salleh, 2025. "Typologies of Service Supply Chain Resilience: A Multidimensional Analysis from China’s Regional Economies," Sustainability, MDPI, vol. 17(13), pages 1-24, July.
  76. Guoteng Xu & Jingtong Shan & Chengjiang Li & Xia Chen & Na Zhou, 2023. "Study on the Innovation-Driven Effect of Digital Economy on Real Economy—A Theoretical and Empirical Analysis from an R&D Perspective," Sustainability, MDPI, vol. 15(21), pages 1-18, October.
  77. Gao, Yuxin & Gao, Ming, 2024. "Did China's energy consumption permit trading scheme improve green economic efficiency? Prefecture-level evidence from China," Energy, Elsevier, vol. 308(C).
  78. Lian, Yonghui & Dong, Haoran & Cao, Hong, 2024. "The effect of digital economy and environmental regulation on green total factor productivity: Evidence from China," Global Finance Journal, Elsevier, vol. 62(C).
  79. Lyu, Yanwei & Xiao, Xuan & Zhang, Jinning, 2024. "Does the digital economy enhance green total factor productivity in China? The evidence from a national big data comprehensive pilot zone," Structural Change and Economic Dynamics, Elsevier, vol. 69(C), pages 183-196.
  80. Shi Yin & Yudan Zhao, 2024. "Digital green value co-creation behavior, digital green network embedding and digital green innovation performance: moderating effects of digital green network fragmentation," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
  81. Liao, Liyi & Zhou, Yongbin, 2025. "Environmental regulation intensity, models, and technological innovation," Finance Research Letters, Elsevier, vol. 85(PE).
  82. Xiaowen Sha & Boyang Li & Ziyu Zhao & Xiaosong Yin & Jinyao Dong & Yuhang Yang & Zhihao Xu, 2025. "How Does Population Aging Affect New Quality Productivity in Economic Sustainability? An Empirical Study Based on Mediating Mechanisms and Moderating Effects," Sustainability, MDPI, vol. 17(18), pages 1-23, September.
  83. Zhao, Ruizeng & Sun, Jiasen & Wang, Xinyue, 2024. "Synergistic impact of digital finance and urban agglomeration policy on carbon emission reduction," International Review of Economics & Finance, Elsevier, vol. 96(PB).
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