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Impact of Graduate Student Expansion and Innovative Human Capital on Green Total Factor Productivity

Author

Listed:
  • Hao Yao

    (Institute of Higher Education, Tongji University, Shanghai 200092, China)

  • Xiulin Gu

    (School of Education, Soochow University, Suzhou 215123, China)

  • Qing Yu

    (School of Education, Soochow University, Suzhou 215123, China)

Abstract

Using data from 30 provinces and cities in China from 2005–2018, panel regression models, mediation models, quantile regressions and threshold regressions were used to examine the relationship between graduate student size expansion, innovative human capital and green total factor productivity (GTFP) and analyze the influence mechanisms and heterogeneity among them. The results of the study are as follows: First, graduate student expansion and innovative human capital are the driving force for GTFP growth in China, and graduate student size expansion indirectly boosts GTFP by promoting the supply of innovative human capital, with a 73% mediating effect. Second, the effects of graduate student expansion and innovative human capital on GTFP show a trend of diminishing marginal benefits, and the estimated coefficient of the effect of graduate student scale share on GTFP has an inverted U-shaped relationship. Third, there is a significant threshold feature of industrial structure upgrading in the influence of graduate student scale expansion on GTFP. The study makes suggestions in terms of expanding of the graduate students, rationalizing the enrollment structure of universities, optimizing the regional industrial structure and creating a social innovation environment.

Suggested Citation

  • Hao Yao & Xiulin Gu & Qing Yu, 2023. "Impact of Graduate Student Expansion and Innovative Human Capital on Green Total Factor Productivity," Sustainability, MDPI, vol. 15(2), pages 1-15, January.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:2:p:1721-:d:1037768
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    References listed on IDEAS

    as
    1. Liu, Zuankuo & Xin, Li, 2019. "Has China's Belt and Road Initiative promoted its green total factor productivity？——Evidence from primary provinces along the route," Energy Policy, Elsevier, vol. 129(C), pages 360-369.
    2. Mitsuhiko Kataoka, 2018. "Correction to: Inequality convergence in inefficiency and interprovincial income inequality in Indonesia for 1990–2010," Asia-Pacific Journal of Regional Science, Springer, vol. 2(2), pages 315-315, August.
    3. Yueyan Dong & Nannan Yu & Tao Hong & Jinxing Yue, 2022. "City Administrative Level and Tertiary Educational Opportunities: Evidence From China’s Higher Education Expansion Policy," SAGE Open, , vol. 12(2), pages 21582440221, April.
    4. Suyang Xiao & Susu Wang & Fanhua Zeng & Wei-Chiao Huang, 2022. "Spatial Differences and Influencing Factors of Industrial Green Total Factor Productivity in Chinese Industries," Sustainability, MDPI, vol. 14(15), pages 1-24, July.
    5. Escribá-Pérez, F.J. & Murgui-García, M.J. & Ruiz-Tamarit, J.R., 2018. "Economic and statistical measurement of physical capital: From theory to practice," Economic Modelling, Elsevier, vol. 75(C), pages 246-255.
    6. Kong, Dongmin & Zhang, Bohui & Zhang, Jian, 2022. "Higher education and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 72(C).
    7. Fraumeni, Barbara M. & He, Junzi & Li, Haizheng & Liu, Qinyi, 2019. "Regional distribution and dynamics of human capital in China 1985–2014," Journal of Comparative Economics, Elsevier, vol. 47(4), pages 853-866.
    8. Mitsuhiko Kataoka, 2018. "Inequality convergence in inefficiency and interprovincial income inequality in Indonesia for 1990–2010," Asia-Pacific Journal of Regional Science, Springer, vol. 2(2), pages 297-313, August.
    9. Huang, Bin & Tani, Massimiliano & Wei, Yi & Zhu, Yu, 2022. "Returns to education in China: Evidence from the great higher education expansion," China Economic Review, Elsevier, vol. 74(C).
    10. Feng, Yanxiang & Tan, Xinyang & Wang, Ruixin, 2022. "The value of higher education to entrepreneurial performance: Evidence from higher education expansion in China," China Economic Review, Elsevier, vol. 73(C).
    11. Xie, Rui & Fang, Jiayu & Liu, Cenjie, 2017. "The effects of transportation infrastructure on urban carbon emissions," Applied Energy, Elsevier, vol. 196(C), pages 199-207.
    12. Zheng WEI & Rui HAO, 2011. "The Role Of Human Capital In China'S Total Factor Productivity Growth: A Cross‐Province Analysis," The Developing Economies, Institute of Developing Economies, vol. 49(1), pages 1-35, March.
    13. Haoran Yang & Yaoben Lin & Yang Hu & Xueqing Liu & Qun Wu, 2022. "Influence Mechanism of Industrial Agglomeration and Technological Innovation on Land Granting on Green Total Factor Productivity," Sustainability, MDPI, vol. 14(6), pages 1-17, March.
    14. McGuirk, Helen & Lenihan, Helena & Hart, Mark, 2015. "Measuring the impact of innovative human capital on small firms’ propensity to innovate," Research Policy, Elsevier, vol. 44(4), pages 965-976.
    15. Weixiang Zhao & Yankun Xu, 2022. "Public Expenditure and Green Total Factor Productivity: Evidence from Chinese Prefecture-Level Cities," IJERPH, MDPI, vol. 19(9), pages 1-27, May.
    16. Song, Malin & Du, Juntao & Tan, Kim Hua, 2018. "Impact of fiscal decentralization on green total factor productivity," International Journal of Production Economics, Elsevier, vol. 205(C), pages 359-367.
    17. Jie Liu & Chao Bi, 2019. "Effects of Higher Education Levels on Total Factor Productivity Growth," Sustainability, MDPI, vol. 11(6), pages 1-12, March.
    18. Xie, Rui & Fu, Wei & Yao, Siling & Zhang, Qi, 2021. "Effects of financial agglomeration on green total factor productivity in Chinese cities: Insights from an empirical spatial Durbin model," Energy Economics, Elsevier, vol. 101(C).
    19. Jan Polcyn, 2021. "Eco-Efficiency and Human Capital Efficiency: Example of Small- and Medium-Sized Family Farms in Selected European Countries," Sustainability, MDPI, vol. 13(12), pages 1-15, June.
    20. Xueli Wang & Caizhi Sun & Song Wang & Zhixiong Zhang & Wei Zou, 2018. "Going Green or Going Away? A Spatial Empirical Examination of the Relationship between Environmental Regulations, Biased Technological Progress, and Green Total Factor Productivity," IJERPH, MDPI, vol. 15(9), pages 1-23, September.
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