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Rising Skill Supply, Technological Changes, and Innovation: A Quantitative Exploration of China

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  • Shijun Gu

  • Chengcheng Jia

Abstract

Can the expansion of higher education lead to firm productivity growth? In this paper, we examine how China's college expansion program contributes to the rapid growth of firms' R&D expenditure and productivity. In our model, heterogeneous firms make endogenous R&D decisions, requiring them to allocate skilled workers between production and R&D. We structurally estimate the model using firm-level data on the level and distribution of R&D, as well as macro-level data on skill prices and sectoral allocation. Quantitative analysis reveals that between 2004 and 2018, the combination of the R&D-sector-biased technology shock, the skill-biased technology shock, and the skilled-labor supply shock leads to a 12 percent increase in total factor productivity (TFP), of which one-fifth is explained by the rising supply of skilled labor. Counterfactual analysis shows that a further increase in the share of skilled labor has the potential to increase TFP by an additional 2 percent, but the marginal effect diminishes due to the rising wages of unskilled labor.

Suggested Citation

  • Shijun Gu & Chengcheng Jia, 2025. "Rising Skill Supply, Technological Changes, and Innovation: A Quantitative Exploration of China," Working Papers WP 25-15, Federal Reserve Bank of Cleveland.
    • Handle: RePEc:fip:fedcwq:101133
    DOI: 10.26509/frbc-wp-202515
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    References listed on IDEAS

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    1. Loren Brandt & Trevor Tombe & Xiadong Zhu, 2013. "Factor Market Distortions Across Time, Space, and Sectors in China," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 39-58, January.
    2. Nicholas Bloom & John Van Reenen & Heidi Williams, 2019. "A toolkit of policies to promote innovation," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 10.
    3. Dang, Jianwei & Motohashi, Kazuyuki, 2015. "Patent statistics: A good indicator for innovation in China? Patent subsidy program impacts on patent quality," China Economic Review, Elsevier, vol. 35(C), pages 137-155.
    4. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    5. Jia, Junxue & Ma, Guangrong, 2017. "Do R&D tax incentives work? Firm-level evidence from China," China Economic Review, Elsevier, vol. 46(C), pages 50-66.
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    Keywords

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    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D

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