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Knowledge spillovers, human capital and productivity

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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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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Antonio Ciccone & Giovanni Peri, 2006. "Identifying Human-Capital Externalities: Theory with Applications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(2), pages 381-412.
    3. repec:bla:econom:v:68:y:2001:i:271:p:359-78 is not listed on IDEAS
    4. Jin‐Tan Liu & Meng‐Wen Tsou & Ping Wang, 2010. "Workforce Composition And Firm Productivity: Evidence From Taiwan," Economic Inquiry, Western Economic Association International, vol. 48(4), pages 1032-1047, October.
    5. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    6. Zoltan J. Acs & David B. Audretsch & Maryann P. Feldman, 2008. "R&D Spillovers and Recipient Firm Size," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 8, pages 88-94, Edward Elgar Publishing.
    7. Pedro Gomes & Zoe Kuehn, 2017. "Human capital and the size distribution of firms," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 26, pages 164-179, October.
    8. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    9. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413, October.
    10. Tallman, Ellis W. & Wang, Ping, 1994. "Human capital and endogenous growth evidence from Taiwan," Journal of Monetary Economics, Elsevier, vol. 34(1), pages 101-124, August.
    11. Daron Acemoglu & Joshua Angrist, 2001. "How Large Are Human Capital Externalities? Evidence from Compulsory Schooling Laws," NBER Chapters, in: NBER Macroeconomics Annual 2000, Volume 15, pages 9-74, National Bureau of Economic Research, Inc.
    12. Jin‐Tan Liu & Meng‐Wen Tsou & James K. Hammitt, 2001. "The Impact of Advanced Technology Adoption on Wage Structures: Evidence from Taiwan Manufacturing Firms," Economica, London School of Economics and Political Science, vol. 68(271), pages 359-378, August.
    13. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    14. Griliches, Zvi, 1969. "Capital-Skill Complementarity," The Review of Economics and Statistics, MIT Press, vol. 51(4), pages 465-468, November.
    15. 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.
    16. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    17. Nancy L. Stokey, 1991. "Human Capital, Product Quality, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 587-616.
    18. Glaeser, Edward L & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1992. "Growth in Cities," Journal of Political Economy, University of Chicago Press, vol. 100(6), pages 1126-1152, December.
      • Edward L. Glaeser & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1991. "Growth in Cities," NBER Working Papers 3787, National Bureau of Economic Research, Inc.
      • Glaeser, Edward Ludwig & Kallal, Hedi D. & Scheinkman, Jose A. & Shleifer, Andrei, 1992. "Growth in Cities," Scholarly Articles 3451309, Harvard University Department of Economics.
    19. Henderson, J. Vernon, 2003. "Marshall's scale economies," Journal of Urban Economics, Elsevier, vol. 53(1), pages 1-28, January.
    20. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    21. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    22. Michael J. Orlando, 2004. "Measuring Spillovers from Industrial R&D: On the Importance of Geographic and Technological Proximity," RAND Journal of Economics, The RAND Corporation, vol. 35(4), pages 777-786, Winter.
    23. Berliant, Marcus & Peng, Shin-Kun & Wang, Ping, 2002. "Production Externalities and Urban Configuration," Journal of Economic Theory, Elsevier, vol. 104(2), pages 275-303, June.
    24. Maddison, Angus, 1987. "Growth and Slowdown in Advanced Capitalist Economies: Techniques of Quantitative Assessment," Journal of Economic Literature, American Economic Association, vol. 25(2), pages 649-698, June.
    25. Abowd, John M. & Kramarz, Francis, 1999. "The analysis of labor markets using matched employer-employee data," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 40, pages 2629-2710, Elsevier.
    26. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    27. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    28. Holger Strulik, 2014. "Knowledge And Growth In The Very Long Run," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55, pages 459-482, May.
    29. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    9. 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).
    10. 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.
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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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