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Measurement of China’s Green Total Factor Productivity Introducing Human Capital Composition

Author

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  • Can Cheng

    (School of Statistics and Mathematics, Zhejiang Gongshang University, Hangzhou 310018, China)

  • Xiuwen Yu

    (School of Statistics and Mathematics, Zhejiang Gongshang University, Hangzhou 310018, China)

  • Heng Hu

    (School of Statistics and Mathematics, Zhejiang Gongshang University, Hangzhou 310018, China)

  • Zitian Su

    (School of Statistics and Mathematics, Zhejiang Gongshang University, Hangzhou 310018, China)

  • Shangfeng Zhang

    (School of Statistics and Mathematics, Zhejiang Gongshang University, Hangzhou 310018, China
    Modern Business Research Center, Zhejiang Gongshang University, Hangzhou 310018, China
    Collaborative Innovation Center of Statistical Data Engineering, Technology and Application, Zhejiang Gongshang University, Hangzhou 310018, China)

Abstract

In the face of resource and environmental problems caused by extensive economic development, China has put forward a green development strategy. Scientific measurement and analysis of green total factor productivity (GTFP) is of great significance for achieving high-quality economic development. By introducing the human capital composition, including education, health, scientific research, and training, this paper study adopts the Slack Based Measure-Global Malmquist-Luenberger (SBM-GML) index to re-measure the GTFP and its decomposition of 30 provinces, municipalities, and autonomous regions in China from 2000 to 2019. The results show that: (1) China’s GTFP has a fluctuating growth trend, with an average annual growth rate of 2.31%. (2) In terms of its decomposition, technical progress is the main force driving GTFP growth, with a contribution rate of 1.59%; the improvement of technical efficiency is a secondary driving force, with a contribution rate of 0.71%. (3) The measurement results of GTFP, considering the human capital composition, are generally higher than those without consideration, and the GTFP growth under the two modes shows a trend of “high in the east and low in the west”. The conclusions have enlightening significance for improving GTFP and the growth potential of the economy in China.

Suggested Citation

  • Can Cheng & Xiuwen Yu & Heng Hu & Zitian Su & Shangfeng Zhang, 2022. "Measurement of China’s Green Total Factor Productivity Introducing Human Capital Composition," IJERPH, MDPI, vol. 19(20), pages 1-19, October.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:20:p:13563-:d:947567
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    as
    1. Zhang, Shangfeng & Liu, Yaoxin & Huang, Duen-Huang, 2021. "Understanding the mystery of continued rapid economic growth," Journal of Business Research, Elsevier, vol. 124(C), pages 529-537.
    2. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    3. Dong-hyun Oh, 2010. "A global Malmquist-Luenberger productivity index," Journal of Productivity Analysis, Springer, vol. 34(3), pages 183-197, December.
    4. Yafei Wang & Li Xie & Yi Zhang & Chunyun Wang & Ke Yu, 2019. "Does FDI Promote or Inhibit the High-Quality Development of Agriculture in China? An Agricultural GTFP Perspective," Sustainability, MDPI, vol. 11(17), pages 1-19, August.
    5. Wentao Gu & Jiaye Wang & Xiyuan Hua & Zhongdi Liu, 2021. "Entrepreneurship and high-quality economic development: based on the triple bottom line of sustainable development," International Entrepreneurship and Management Journal, Springer, vol. 17(1), pages 1-27, March.
    6. Fukuyama, Hirofumi & Weber, William L., 2009. "A directional slacks-based measure of technical inefficiency," Socio-Economic Planning Sciences, Elsevier, vol. 43(4), pages 274-287, December.
    7. Zhenshan Yang & Yinghao Pan & Dongqi Sun & Li Ma, 2022. "Human Capital and International Capital Flows: Evidence from China," International Regional Science Review, , vol. 45(1), pages 74-107, January.
    8. Zhang, Shangfeng & Chen, Congcong & Huang, Duen-Huang & Hu, Lang, 2022. "Measurement of factor price distortion: A new production function method with time-varying elasticity," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    9. Francesco Caselli & Wilbur John Coleman II, 2006. "The World Technology Frontier," American Economic Review, American Economic Association, vol. 96(3), pages 499-522, June.
    10. 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.
    11. Robert M. Solow, 1974. "The Economics of Resources or the Resources of Economics," Palgrave Macmillan Books, in: Chennat Gopalakrishnan (ed.), Classic Papers in Natural Resource Economics, chapter 12, pages 257-276, Palgrave Macmillan.
    12. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    13. Watanabe, Michio & Tanaka, Katsuya, 2007. "Efficiency analysis of Chinese industry: A directional distance function approach," Energy Policy, Elsevier, vol. 35(12), pages 6323-6331, December.
    14. Atakelty Hailu & Terrence S. Veeman, 2001. "Non-parametric Productivity Analysis with Undesirable Outputs: An Application to the Canadian Pulp and Paper Industry," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 605-616.
    15. Thomas, Vinod & Wang, Yan & Fan, Xibo, 2001. "Measuring education inequality - Gini coefficients of education," Policy Research Working Paper Series 2525, The World Bank.
    16. Gu, Wentao & Wang, Jiayi, 2022. "Research on index construction of sustainable entrepreneurship and its impact on economic growth," Journal of Business Research, Elsevier, vol. 142(C), pages 266-276.
    17. Wang, Yan & Yao, Yudong, 2003. "Sources of China's economic growth 1952-1999: incorporating human capital accumulation," China Economic Review, Elsevier, vol. 14(1), pages 32-52.
    18. Elvira Cerver-Romero & João J. Ferreira & Cristina Fernandes, 2020. "A scientometric analysis of knowledge spillover research," The Journal of Technology Transfer, Springer, vol. 45(3), pages 780-805, June.
    19. Shiying Hou & Liangrong Song, 2021. "Market Integration and Regional Green Total Factor Productivity: Evidence from China’s Province-Level Data," Sustainability, MDPI, vol. 13(2), pages 1-19, January.
    20. Ramanathan, Ramakrishnan, 2005. "An analysis of energy consumption and carbon dioxide emissions in countries of the Middle East and North Africa," Energy, Elsevier, vol. 30(15), pages 2831-2842.
    21. Li, Ye & Chen, Yiyan, 2021. "Development of an SBM-ML model for the measurement of green total factor productivity: The case of pearl river delta urban agglomeration," Renewable and Sustainable Energy Reviews, Elsevier, vol. 145(C).
    22. John W. Kendrick, 1976. "The Formation and Stocks of Total Capital," NBER Books, National Bureau of Economic Research, Inc, number kend76-1, March.
    23. Zhang, Shangfeng & Luo, Jiayu & Huang, Duen-Huang & Xu, Jingjue, 2023. "Market distortion, factor misallocation, and efficiency loss in manufacturing enterprises," Journal of Business Research, Elsevier, vol. 154(C).
    24. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
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    1. Guoqun Ma & Minjuan Li & Yuxi Luo & Tuanbiao Jiang, 2023. "Agri-Ecological Policy, Human Capital and Agricultural Green Technology Progress," Agriculture, MDPI, vol. 13(5), pages 1-14, April.

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