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The effect of the spatial heterogeneity of human capital structure on regional green total factor productivity

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Cited by:

  1. Wei Qian & Yongsheng Wang, 2022. "How Do Rising Labor Costs Affect Green Total Factor Productivity? Based on the Industrial Intelligence Perspective," Sustainability, MDPI, vol. 14(20), pages 1-19, October.
  2. Zhu, Bei & Nakaishi, Tomoaki & Kagawa, Shigemi, 2024. "Neighbor's profit or Neighbor's beggar? Evidence from China's low carbon cities pilot scheme on green development," Energy Policy, Elsevier, vol. 195(C).
  3. Ruzong Xie, 2025. "Enhancing Green Economic Transition: Unveiling the Impact and Mechanisms of Integrated Human Capital on Green Total Factor Productivity," SAGE Open, , vol. 15(3), pages 21582440251, August.
  4. Jingyi Liang & Cuixia Qiao, 2024. "The Impact of Digital Trade Development on Regional Green Innovation," Sustainability, MDPI, vol. 16(22), pages 1-28, November.
  5. Shen, Zhiyang & Wang, Songkai & Boussemart, Jean-Philippe & Hao, Yu, 2022. "Digital transition and green growth in Chinese agriculture," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
  6. Lei, Xiao & Shen, Z.Y. & Štreimikienė, Dalia & Baležentis, Tomas & Wang, Guang & Mu, Yunguo, 2024. "Digitalization and sustainable development: Evidence from OECD countries," Applied Energy, Elsevier, vol. 357(C).
  7. Xiaoxue Liu & Fuzhen Cao & Shuangshuang Fan, 2022. "Does Human Capital Matter for China’s Green Growth?—Examination Based on Econometric Model and Machine Learning Methods," IJERPH, MDPI, vol. 19(18), pages 1-27, September.
  8. Yusen Luo & Zhengnan Lu & Chao Wu & Claudia Nyarko Mensah, 2023. "Environmental Regulation Effect on Green Total Factor Productivity: Mediating Role of Foreign Direct Investment Quantity and Quality," IJERPH, MDPI, vol. 20(4), pages 1-18, February.
  9. Xin Wen & Fange Meng & Yali Liu, 2025. "Analysis of the evolution of the marginal effect of human capital structure in the process of industrial structure evolution," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-17, December.
  10. Zhang, Weijie & Li, Bowen, 2025. "Energy-use rights trading, technological innovation, and green transformation of energy-intensive manufacturing enterprises," Economic Analysis and Policy, Elsevier, vol. 86(C), pages 528-544.
  11. Wang, Minggang & Song, Yuanyuan & Xu, Hua & Tian, Lixin, 2025. "The impact and mechanism of carbon-biased technological advancement on regional sustainable development," Economic Analysis and Policy, Elsevier, vol. 88(C), pages 734-755.
  12. Yugang He, 2024. "China’s digital shadows: unveiling the economic toll of cybercrime," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-10, December.
  13. Hu, Guoliu & Li, Xiaoqian & Cao, Zhangfan, 2025. "Do tax incentives make firms greener? Evidence from the accelerated depreciation policy in China," The British Accounting Review, Elsevier, vol. 57(5).
  14. Mei Wang & Yifan Zheng & Shaojun Ma & Jun Lu, 2024. "Does higher vocational education matter for rural revitalization? Evidence from China," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-15, December.
  15. Lin, Boqiang & Xu, Chongchong, 2024. "Reaping green dividend: The effect of China's urban new energy transition strategy on green economic performance," Energy, Elsevier, vol. 286(C).
  16. Ma, Xuxia & Zhu, Shanshan, 2025. "Impact of venture capital on total factor productivity: Insights from enterprise-investment institution factor flows," Finance Research Letters, Elsevier, vol. 74(C).
  17. Lei Li & Chunlin Yue & Shaojun Ma & Xiaoyu Ma & Feng Gao & Yilin Zheng & Xiufeng Li, 2025. "Life cycle assessment of car energy transformation: evidence from China," Annals of Operations Research, Springer, vol. 355(1), pages 19-38, December.
  18. Xie, Yongjing & Lin, Boqiang, 2026. "Driving urban sustainable development: The role of renewable energy technology innovation in enhancing urban environmental efficiency," Renewable and Sustainable Energy Reviews, Elsevier, vol. 226(PA).
  19. Zhao, Congyu & Dong, Kangyin & Lee, Chien-Chiang, 2024. "Carbon lock-in endgame: Can energy trilemma eradication contribute to decarbonization?," Energy, Elsevier, vol. 293(C).
  20. Feng, Rui & Shen, Chen & Dai, Dandan & Xin, Yaru, 2023. "Examining the spatiotemporal evolution, dynamic convergence and drivers of green total factor productivity in China’s urban agglomerations," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 744-764.
  21. Bie, Xiaodong & Zhang, Mengxi, 2025. "Carbon-saving or efficiency-improving: How human capital accumulation and allocation promote low-carbon growth? A regional panel approach to Chinese cities," Economic Analysis and Policy, Elsevier, vol. 88(C), pages 1751-1769.
  22. Yu, Binbin, 2022. "The Impact of the Internet on Industrial Green Productivity: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
  23. Li, Shuangyan & Chen, Zehua & Diao, Yu & Chen, Zeming, 2025. "The impact of green finance on debt financing costs from the perspective of strategic corporate signaling behavior—Evidence from China," International Review of Financial Analysis, Elsevier, vol. 102(C).
  24. Muhammad, Tufail & Ni, Guohua & Chen, Zhenling & Mallek, Sabrine & Dudek, Marek & Mentel, Grzegorz, 2024. "Addressing resource curse: How mineral resources influence industrial structure dynamics of the BRI 57 oil-exporting countries," Resources Policy, Elsevier, vol. 99(C).
  25. Gao, Daquan & Li, Songsong & Tian, Zhihong, 2025. "Geopolitical risk, energy market volatility, and corporate energy dependence: The role of green Total factor productivity and decentralized top management team network," Energy Economics, Elsevier, vol. 148(C).
  26. Luo, Haotian & Hu, Qing, 2024. "A re-examination of the influence of human capital on urban-rural income gap in China: College enrollment expansion, digital economy and spatial spillover," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 494-519.
  27. Liu, Zijun & Chen, Sheng & Tang, Tingting & Luo, Hang & Guan, Qinghao, 2024. "How public education investment and advanced human capital structure affect regional innovation: A spatial econometric analysis from the perspective of innovation value chain," Socio-Economic Planning Sciences, Elsevier, vol. 91(C).
  28. Jie Han & Wei Zhang & Cem Işık & Wenju Zhao & Muhammad Anas & Qinglan Zheng & Danxi Xie & Satar Bakhsh, 2024. "Sustainable development pathways: Exploring the impact of green finance on urban metabolic efficiency," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(6), pages 7226-7245, December.
  29. Jinqi Chen & Lingying Pan, 2024. "Impact of the Coupling Coordination Degree of Human Capital and Infrastructure on High-Quality Economic Development: Empirical Evidence from Chinese Cities," Sustainability, MDPI, vol. 16(20), pages 1-24, October.
  30. Gao, Daquan & Li, Songsong, 2025. "Top management team biographical similarity and persistent green innovation: Evidence from Chinese listed companies," Research in International Business and Finance, Elsevier, vol. 77(PB).
  31. Li, Lei & Zheng, Yifan & Ma, Shaojun & Ma, Xiaoyu & Zuo, Jian & Goodsite, Michael, 2025. "Unfavorable weather, favorable insights: Exploring the impact of extreme climate on green total factor productivity," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 626-640.
  32. Ping Zhang & Yu Qian & Xuefei Wang & Fan Yang, 2025. "Can technological talent agglomeration improve carbon emission efficiency? Evidence from China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(12), pages 30135-30159, December.
  33. Linbin Zhu & Stavros Sindakis & Gazal Showkat, 2024. "RETRACTED ARTICLE: Examining the Influence of Mayoral Overconfidence on Government Innovation Investment and City Innovation Power: an Environmental Boundary Model Approach," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 14420-14451, September.
  34. Cao, Lihong & Wang, Yueying & Yu, Jinyi & Zhang, Yikai & Yin, Xiaoye, 2024. "The impact of digital economy on low-carbon transition: What is the role of human capital?," Finance Research Letters, Elsevier, vol. 69(PB).
  35. Haoqiang Yuan, 2024. "RETRACTED ARTICLE: Investigating the Nexus Between Environmental Information Disclosure and Green Development Efficiency: The Intermediary Role of Green Technology Innovation—a PSM-DID Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 11653-11683, September.
  36. Fang Zhou & Ye Zhao & Ran Liang & Siwei Zhu, 2026. "Does the combination of low-carbon and innovative policies promote the high-quality development of enterprises?—A quasi-natural experiment based on the “dual pilot” of low carbon and innovation cities," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 28(1), pages 115-133, January.
  37. Guangsi Zhang & Xian Chen & Qiang Hu, 2025. "Can “Characteristic Town” construction protect the rural environment and enhance the rural economy? Perspectives on efficiency improvement and economies of scale," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-11, December.
  38. Duc Hong Vo & Anh The Vo & Chi Minh Ho, 2024. "The short- and long-run effect of human capital on income inequality: Empirical evidence in the ASEAN region," PLOS ONE, Public Library of Science, vol. 19(7), pages 1-18, July.
  39. Lin, Boqiang & Xu, Chongchong, 2024. "Enhancing energy-environmental performance through industrial intelligence: Insights from Chinese prefectural-level cities," Applied Energy, Elsevier, vol. 365(C).
  40. Qi Jiang & Yihan Li & Hongyun Si, 2022. "Digital Economy Development and the Urban–Rural Income Gap: Intensifying or Reducing," Land, MDPI, vol. 11(11), pages 1-23, November.
  41. 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).
  42. Yang, Changjin & Qi, Huarui & Jia, Lijun & Wang, Yanjiao & Huang, Dan, 2024. "Impact of digital technologies and financial development on green growth: Role of mineral resources, institutional quality, and human development in South Asia," Resources Policy, Elsevier, vol. 90(C).
  43. Min Zhong & Zengtao Wang & Siyi Du, 2023. "Can international students help increase China's total factor productivity?," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(2), pages 1162-1174, March.
  44. Xiong, Su & Luo, Rong, 2023. "Investigating the relationship between digital trade, natural resources, energy transition, and green productivity: Moderating role of R&D investment," Resources Policy, Elsevier, vol. 86(PB).
  45. Gao, Zhiyuan & Zhang, Yahui & Li, Lianqing & Hao, Yu, 2024. "Will resource tax reform raise green total factor productivity levels in cities? Evidence from 114 resource-based cities in China," Resources Policy, Elsevier, vol. 88(C).
  46. Junjun Tang & Xing Zhao, 2023. "Does the new digital infrastructure improve total factor productivity?," Bulletin of Economic Research, Wiley Blackwell, vol. 75(4), pages 895-916, October.
  47. Weiwei Wu & Xiaoyong Tian & Yating Liu & Weitong Huang, 2024. "Research on the impact of pilot free trade zones on urban green development: A case study based on the Yangtze River Economic Belt in China," PLOS ONE, Public Library of Science, vol. 19(5), pages 1-23, May.
  48. Patrycja Konieczna, 2025. "Exploring the Relationship Between Complementary Currencies and Sustainable Development: A Comparative Study," Sustainability, MDPI, vol. 17(8), pages 1-18, April.
  49. Chen, Youlin & Yu, Peiheng & Wang, Lei, 2026. "Exploring the relationship between urban polycentric structure and green total factor productivity in China: Insights from urban development patterns and scale borrowing," Structural Change and Economic Dynamics, Elsevier, vol. 76(C), pages 237-250.
  50. Feihong Zheng & Rongxin Diao & Hongsheng Che, 2024. "Environmental Decentralization, Digital Financial Inclusion, and the Green Transformation of Industries in Resource-Based Cities in China," Sustainability, MDPI, vol. 16(17), pages 1-26, September.
  51. Xin Nie & Jianxian Wu & Han Wang & Lihua Li & Chengdao Huang & Weijuan Li & Zhuxia Wei, 2022. "Booster or Stumbling Block? The Role of Environmental Regulation in the Coupling Path of Regional Innovation under the Porter Hypothesis," Sustainability, MDPI, vol. 14(5), pages 1-20, March.
  52. 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).
  53. Liu, Yang & Wu, Ailing & Wang, Jianda & Taghizadeh-Hesary, Farhad & Dong, Xiucheng, 2024. "Green growth in the global south: How does metallic minerals affect GTFP enhancement?," Resources Policy, Elsevier, vol. 88(C).
  54. Yongchun Sun, 2025. "Pathways to sustainability: Higher education and green productivity," PLOS ONE, Public Library of Science, vol. 20(2), pages 1-25, February.
  55. Chang Liu & Hui-Lin Xiao, 2022. "The Impact of Ambidextrous Innovation Human Capital on the Technological Innovation Efficiency and Stage Efficiency of Big Data Enterprises," Sustainability, MDPI, vol. 14(24), pages 1-21, December.
  56. Shihai Liu & Jinsong Kuang & Dezhi Ding & Dag Øivind Madsen & Xiaofei Shi & Xianyang Fan, 2024. "Low-carbon governance, fiscal decentralization, and enterprise green development: Evidence from China," PLOS ONE, Public Library of Science, vol. 19(3), pages 1-27, March.
  57. Zeng, Shihong & Gu, Yuxiao & Su, Bin & Li, Tengfei, 2025. "Energy consumption transition and green total factor productivity in Chinese prefecture-level cities," Energy Economics, Elsevier, vol. 142(C).
  58. Ningning Ni & Xinya Chen & Yifan Guo & Xing Zhao, 2025. "Toward Economic Recovery: Can Industrial Intelligence Improve Total Factor Productivity?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(3), pages 12226-12257, September.
  59. Yan, Haining & Wang, Zijin & Shu, Changjiang & jennhae, liou, 2024. "How does social security contribution affect enterprise performance: A perpective based on new structural economics," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1596-1607.
  60. Ai, Hongshan & Tan, Xiaoqing & Mangla, Sachin Kumar & Emrouznejad, Ali & Liu, Fan & Song, Malin, 2025. "Renewable energy transition and sustainable development: Evidence from China," Energy Economics, Elsevier, vol. 143(C).
  61. Wentao Yu & Bohan Du & Xiumei Guo & Dora Marinova, 2025. "Total factor productivity in Chinese manufacturing firms: the role of E-commerce adoption," Electronic Commerce Research, Springer, vol. 25(2), pages 1005-1031, April.
  62. Cardao-Pito, Tiago, 2025. "The end of capitalism as a concept: Towards a new political economy for understanding monetary societies in the biosphere," Innovation and Green Development, Elsevier, vol. 4(1).
  63. Mingyue Du & Siyu Ren, 2023. "Does the digital economy promote industrial green transformation? Evidence from spatial Durbin model," Journal of Information Economics, Anser Press, vol. 1(1), pages 1-17, January.
  64. Tao Tang & Brayan Tillaguango & Rafael Alvarado & Ximena Songor-Jaramillo & Priscila Méndez & Stefania Pinzón, 2022. "Heterogeneity in the Causal Link between FDI, Globalization and Human Capital: New Empirical Evidence Using Threshold Regressions," Sustainability, MDPI, vol. 14(14), pages 1-27, July.
  65. Huifang Liu & Weirong Fang & Pengwei Yuan & Xiaoqing Dong, 2025. "How does climate change affect green total factor productivity?," Climatic Change, Springer, vol. 178(6), pages 1-23, June.
  66. Zhonglin Sheng & Longyan Zhang & Xiaoling Wang & Xiao-Chen Yuan & Chao Feng, 2026. "Policy effects of belt and road initiative on corporate green transformation: empirical tests based on dual machine learning model," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 28(2), pages 5207-5232, February.
  67. Hong Yu & Jianmin Zhang & Ning Xu, 2023. "Does National Independent Innovation Demonstration Zone Construction Help Improve Urban Green Total Factor Productivity? A Policy Assessment from China," Sustainability, MDPI, vol. 15(9), pages 1-16, April.
  68. You Xu & Zhe Zhao & Yi Zhang, 2025. "Can the Implementation of Carbon Emissions Trading Schemes Improve Prefecture-Level Agricultural Green Total Factor Productivity?," Sustainability, MDPI, vol. 17(13), pages 1-27, June.
  69. Farah Durani & Ali Abbas & Cuihua Xie & Kay Hooi Keoy & Qasim Raza Syed & Ahsan Anwar, 2025. "Exploring the key role of education in achieving green growth: evidence from group of seven countries," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-11, December.
  70. Sun, Yunpeng & Razzaq, Asif & Kizys, Renatas & Bao, Qun, 2022. "High-speed rail and urban green productivity: The mediating role of climatic conditions in China," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
  71. Li, Lei & Ma, Shaojun & Zheng, Yilin & Ma, Xiaoyu & Duan, Kaifeng, 2022. "Do regional integration policies matter? Evidence from a quasi-natural experiment on heterogeneous green innovation," Energy Economics, Elsevier, vol. 116(C).
  72. Danni Lu & Xinhuan Zhang & Degang Yang & Shubao Zhang, 2025. "What Affects Agricultural Green Total Factor Productivity in China? A Configurational Perspective Based on Dynamic Fuzzy-Set Qualitative Comparative Analysis," Agriculture, MDPI, vol. 15(2), pages 1-25, January.
  73. Lingwei Zhang & Hui Huang & Na Chen & Huangxin Chen, 2025. "Policy-Driven Supply Chain Digitalization and Corporate Sustainability: Evidence from China’s Innovation Pilot," Sustainability, MDPI, vol. 17(19), pages 1-28, September.
  74. Rongrong Wei & Zhaopeng Yu & Yuan Mo, 2025. "Higher Education Human Capital Expansion and Common Prosperity: Evidence from China," SAGE Open, , vol. 15(4), pages 21582440251, October.
  75. Yusuf Adeneye & Fathyah Hashim & Yusuf Babatunde Rahman & Normaizatul Akma Saidi, 2023. "COVID-19 Dynamics and Financing of Cash Flow Shortages: Evidence from Firm-Level Survey," Capital Markets Review, Malaysian Finance Association, vol. 31(2), pages 23-53.
  76. 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.
  77. Lee, Chien-Chiang & He, Zhi-Wen & Yuan, Zihao, 2023. "A pathway to sustainable development: Digitization and green productivity," Energy Economics, Elsevier, vol. 124(C).
  78. Anzhu Xue & Guang Yang & Hui Wang, 2025. "The Impact of Environmental, Social, and Governance (ESG) on the Green Development of Listed Companies in China’s Agricultural and Forestry Industries," Sustainability, MDPI, vol. 17(10), pages 1-26, May.
  79. Haibo Chen & Jiawei Lu, 2023. "Does Cultural Agglomeration Affect Green Total Factor Productivity? Evidence from 279 Cities in China," Sustainability, MDPI, vol. 15(9), pages 1-23, April.
  80. Cheng, Yiran & Zhou, Xiaorui & Li, Yongjian, 2023. "The effect of digital transformation on real economy enterprises’ total factor productivity," International Review of Economics & Finance, Elsevier, vol. 85(C), pages 488-501.
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