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The Impact of Human Capital on Green Technology Innovation—Moderating Role of Environmental Regulations

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  • Jie Zhang

    (School of Management Science and Real Estate, Chongqing University, Chongqing 400044, China)

  • Shilong Li

    (School of Management Science and Real Estate, Chongqing University, Chongqing 400044, China
    Research Center for Construction Economics and Management, Chongqing University, Chongqing 400044, China)

Abstract

Green technology innovation can bring about dual benefits, i.e., technological progress and energy conservation, as well as emission reduction, which are regarded as effective means to achieve economic development and environmental protection. The influencing factors of green technology innovation have been studied from multiple angles. In order to promote the level of green technology innovation in China from a new perspective, this paper selected human capital as the independent variable, and empirically investigated the direct impact of educational and healthy human capital on green technology innovation, based on the panel data of 30 Chinese provinces (excluding Hong Kong, Macao, Taiwan and Tibet) from 2006 to 2016. Meanwhile, considering the current environmental policy system in China, this paper took environmental regulations as moderating variables, and analyzed the moderating role of three environmental regulations, namely, command-and-control environmental regulations, market-incentivized environmental regulations, and public voluntary environmental regulations, in the impact of human capital on green technology innovation. It was found that (1) educational human capital, with a three-period lag, and healthy human capital significantly promotes green technology innovation; (2) command-and-control environmental regulations, with a one-period lag, and market-incentivized environmental regulations promote green technology innovation, while public voluntary environmental regulations have an insignificant impact on green technology innovation; (3) the moderating effect of command-and-control and market-incentivized environmental regulations in the impact of human capital on green technology innovation is not significant. For public voluntary environmental regulations, the moderating effect between educational human capital and green technology innovation is significantly negative, while the moderating effect of healthy human capital on green technology innovation is not significant.

Suggested Citation

  • Jie Zhang & Shilong Li, 2023. "The Impact of Human Capital on Green Technology Innovation—Moderating Role of Environmental Regulations," IJERPH, MDPI, vol. 20(6), pages 1-19, March.
  • Handle: RePEc:gam:jijerp:v:20:y:2023:i:6:p:4803-:d:1091810
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    1. Shahbaz, Muhammad & Song, Malin & Ahmad, Shabbir & Vo, Xuan Vinh, 2022. "Does economic growth stimulate energy consumption? The role of human capital and R&D expenditures in China," Energy Economics, Elsevier, vol. 105(C).
    2. Tian, Ying & Feng, Chao, 2022. "The internal-structural effects of different types of environmental regulations on China's green total-factor productivity," Energy Economics, Elsevier, vol. 113(C).
    3. Lanjouw, Jean Olson & Mody, Ashoka, 1996. "Innovation and the international diffusion of environmentally responsive technology," Research Policy, Elsevier, vol. 25(4), pages 549-571, June.
    4. Feichtinger, Gustav & Hartl, Richard F. & Kort, Peter M. & Veliov, Vladimir M., 2005. "Environmental policy, the porter hypothesis and the composition of capital: Effects of learning and technological progress," Journal of Environmental Economics and Management, Elsevier, vol. 50(2), pages 434-446, September.
    5. Wen, Jun & Zhao, Xin-Xin & Fu, Qiang & Chang, Chun-Ping, 2023. "The impact of extreme weather events on green innovation: Which ones bring to the most harm?," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    6. Rubashkina, Yana & Galeotti, Marzio & Verdolini, Elena, 2015. "Environmental regulation and competitiveness: Empirical evidence on the Porter Hypothesis from European manufacturing sectors," Energy Policy, Elsevier, vol. 83(C), pages 288-300.
    7. Zhu, Zhaohui & Tan, Yafei, 2022. "Can green industrial policy promote green innovation in heavily polluting enterprises? Evidence from China," Economic Analysis and Policy, Elsevier, vol. 74(C), pages 59-75.
    8. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    9. Xu, Le & Yang, Lili & Li, Ding & Shao, Shuai, 2023. "Asymmetric effects of heterogeneous environmental standards on green technology innovation: Evidence from China," Energy Economics, Elsevier, vol. 117(C).
    10. Shuping Cheng & Lingjie Meng & Weizhong Wang, 2022. "The Impact of Environmental Regulation on Green Energy Technology Innovation—Evidence from China," Sustainability, MDPI, vol. 14(14), pages 1-23, July.
    11. Ngo, Thanh & Trinh, Hai Hong & Haouas, Ilham & Ullah, Subhan, 2022. "Examining the bidirectional nexus between financial development and green growth: International evidence through the roles of human capital and education expenditure," Resources Policy, Elsevier, vol. 79(C).
    12. Mahmood, Tarique & Mubarik, Muhammad Shujaat, 2020. "Balancing innovation and exploitation in the fourth industrial revolution: Role of intellectual capital and technology absorptive capacity," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    13. Hondroyiannis, George & Papapetrou, Evangelia & Tsalaporta, Pinelopi, 2022. "New insights on the contribution of human capital to environmental degradation: Evidence from heterogeneous and cross-correlated countries," Energy Economics, Elsevier, vol. 116(C).
    14. Song, Wenfei & Han, Xianfeng, 2022. "The bilateral effects of foreign direct investment on green innovation efficiency: Evidence from 30 Chinese provinces," Energy, Elsevier, vol. 261(PB).
    15. Grossman, Michael, 1972. "On the Concept of Health Capital and the Demand for Health," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 223-255, March-Apr.
    16. LI, Hongyi & HUANG, Liang, 2009. "Health, education, and economic growth in China: Empirical findings and implications," China Economic Review, Elsevier, vol. 20(3), pages 374-387, September.
    17. Zhou, Peng & Song, Frank M. & Huang, Xiaoqi, 2023. "Environmental regulations and firms' green innovations: Transforming pressure into incentives," International Review of Financial Analysis, Elsevier, vol. 86(C).
    18. Sultana, Tanzila & Dey, Sima Rani & Tareque, Mohammad, 2022. "Exploring the linkage between human capital and economic growth: A look at 141 developing and developed countries," Economic Systems, Elsevier, vol. 46(3).
    19. Jing Lan & Makoto Kakinaka & Xianguo Huang, 2012. "Foreign Direct Investment, Human Capital and Environmental Pollution in China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 51(2), pages 255-275, February.
    20. Wong, Christina W.Y. & Lai, Kee-hung & Shang, Kuo-Chung & Lu, Chin-Shan & Leung, T.K.P., 2012. "Green operations and the moderating role of environmental management capability of suppliers on manufacturing firm performance," International Journal of Production Economics, Elsevier, vol. 140(1), pages 283-294.
    21. Danquah, Michael & Amankwah-Amoah, Joseph, 2017. "Assessing the relationships between human capital, innovation and technology adoption: Evidence from sub-Saharan Africa," Technological Forecasting and Social Change, Elsevier, vol. 122(C), pages 24-33.
    22. Wang, Quan-Jing & Tang, Kai & Hu, Hai-Qing, 2022. "The impact of digital finance on green innovation: Evidence from provinces in China," Innovation and Green Development, Elsevier, vol. 1(1).
    23. Li, Zhenghui & Huang, Zimei & Su, Yaya, 2023. "New media environment, environmental regulation and corporate green technology innovation:Evidence from China," Energy Economics, Elsevier, vol. 119(C).
    24. Cole, Matthew A. & Elliott, Robert J. R., 2003. "Determining the trade-environment composition effect: the role of capital, labor and environmental regulations," Journal of Environmental Economics and Management, Elsevier, vol. 46(3), pages 363-383, November.
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    8. Bochuan Zhao & Yifei Wang & Huizhi Geng & Xuan Jiang & Lingyue Li, 2024. "Spatial Expansion Characteristics and Nonlinear Relationships of Driving Factors in Urban Agglomerations: A Case Study of the Yangtze River Delta Urban Agglomeration in China," Land, MDPI, vol. 13(11), pages 1-22, November.
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