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Knowledge spillovers, human capital and productivity

Author

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  • Chang, Ching-Fu
  • Wang, Ping
  • Liu, Jin-Tan

Abstract

Knowledge spillovers in the form of human capital are often regarded as the engine of sustained growth and development. We employ a rich employer–employee matched dataset on the manufacturing industry in Taiwan, a newly industrialized economy, to quantify the significance of human capital spillovers and their effects on productivity gains. Using the ratio of higher-educated (university or above) employees in each city as the external human capital index of a plant (excluding the reference plant itself) and addressing the potential endogeneity of various unobservable factors attributable to the location of the plant, we find that within a given city, a 1 percent increase in the proportion of higher-educated employees will increase the productivity of plants in that city by approximately 0.93–1.15 percent. Furthermore, the productivity increases are found to be greater for high-tech plants and for those located in cities with science parks. This indicates that human capital spillovers are not only present, but stronger under greater technology intensities. Our measure of the monetary value of such spillover effects indicates that a 1 percent increase in the percentage of higher-educated employees in a city will raise the value-added per plant by US$15,937, or, equivalently, an increase of US$1.27 billion for the entire manufacturing industry.

Suggested Citation

  • Chang, Ching-Fu & Wang, Ping & Liu, Jin-Tan, 2016. "Knowledge spillovers, human capital and productivity," Journal of Macroeconomics, Elsevier, vol. 47(PB), pages 214-232.
  • Handle: RePEc:eee:jmacro:v:47:y:2016:i:pb:p:214-232
    DOI: 10.1016/j.jmacro.2015.11.003
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    2. Wu, Jianjun & Ding, Xiuying & Liu, Xuemei, 2023. "Governmental pressures and firms’ export product quality: Evidence from China," Finance Research Letters, Elsevier, vol. 55(PA).
    3. Ciurea Maria & Man Mariana, 2018. "The Possibility of Developing an Appropriate Framework for Reflecting Information and Making Decisions on the Human Capital," Ovidius University Annals, Economic Sciences Series, Ovidius University of Constantza, Faculty of Economic Sciences, vol. 0(2), pages 234-239, December.
    4. Bai, Xuejie & Sun, Xianzhen & Chiu, Yung-Ho, 2020. "Does China's higher education investment play a role in industrial growth?," Technology in Society, Elsevier, vol. 63(C).
    5. Nonnis, Alberto & Bounfour, Ahmed & Kim, Keungoui, 2023. "Knowledge spillovers and intangible complementarities: Empirical case of European countries," Research Policy, Elsevier, vol. 52(1).
    6. Argentiero, Amedeo & Cerqueti, Roy & Sabatini, Fabio, 2021. "Does social capital explain the Solow residual? A DSGE approach," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 35-53.
    7. Jianling Jiao & Yufei Yang & Yu Bai, 2018. "The impact of inter-industry R&D technology spillover on carbon emission in China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 91(3), pages 913-929, April.
    8. Zhenhua Yang (Alamo) & Yanmei Xu, 2021. "The Role of Collaboration Breadth Attributes in Research Project and Innovation: The Example of National Funded Projects in China," Sustainability, MDPI, vol. 13(3), pages 1-16, January.
    9. Bentsen, Kristian Hedeager & Munch, Jakob R. & Schaur, Georg, 2019. "Education spillovers within the workplace," Economics Letters, Elsevier, vol. 175(C), pages 57-59.
    10. Kalinca Léia Becker, 2023. "An analysis of Fundeb's contribution to the quality of public education in Brazilian municipalities," Review of Development Economics, Wiley Blackwell, vol. 27(2), pages 879-896, May.
    11. Rovo,Natasha, 2020. "Structural Reforms to Set the Growth Ambition," Policy Research Working Paper Series 9175, The World Bank.
    12. Noor Fauziah Isnaeni & Khoirunurrofik Khoirunurrofik, 2021. "The effect of knowledge spillovers and human capital through technological intensity on employment growth in Indonesia," Asia-Pacific Journal of Regional Science, Springer, vol. 5(1), pages 21-39, February.
    13. Zhao Li & Yujing Chu & Hang Fang, 2022. "Hierarchical Education Investment and Economic Growth in China," SAGE Open, , vol. 12(2), pages 21582440221, June.

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    More about this item

    Keywords

    Human capital; Spillovers; Productivity; Micro-evidence from matched data;
    All these keywords.

    JEL classification:

    • E20 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - General (includes Measurement and Data)
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General

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