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Endogenous skill-biased technology adoption: Evidence from China's college enrollment expansion program

Author

Listed:
  • Shuaizhang Feng

    (Jinan University)

  • Xiaoyu Xia

    (Chinese University of Hong Kong)

Abstract

China's college expansion program, which was implemented in 1999 significantly increased the share of college-educated workers in the urban labor force. We find that returns to education were not responsive to changes in local skill supply be- tween then and 2009. To explain the trend, we develop a model of endogenous technology adoption and predict that increasing the share of college-educated work- ers leads firms to adjust their use of production technology. We construct supply shocks in local labor markets based on policy-driven variations in the changes of college enrollment quotas across cities. Using panel data from over 20,000 large manufacturing firms, we find that an enlarged college-educated labor force causes skill-intensive firms to invest more in capital and R&D as well as employ more workers, evidence that supports the theory of endogenous technology adoption.

Suggested Citation

  • Shuaizhang Feng & Xiaoyu Xia, 2018. "Endogenous skill-biased technology adoption: Evidence from China's college enrollment expansion program," Working Papers 2018-099, Human Capital and Economic Opportunity Working Group.
  • Handle: RePEc:hka:wpaper:2018-099
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    as
    1. José De Gregorio & Jong–Wha Lee, 2002. "Education and Income Inequality: New Evidence From Cross‐Country Data," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(3), pages 395-416, September.
    2. Pedro Carneiro & Kai Liu & Kjell Salvanes, 2018. "The Supply of Skill and Endogenous Technical Change: Evidence From a College Expansion Reform," Working Papers 2018-041, Human Capital and Economic Opportunity Working Group.
    3. Ian Walker & Yu Zhu, 2008. "The College Wage Premium and the Expansion of Higher Education in the UK," Scandinavian Journal of Economics, Wiley Blackwell, vol. 110(4), pages 695-709, December.
    4. Meng, Xin & Shen, Kailing & Xue, Sen, 2013. "Economic reform, education expansion, and earnings inequality for urban males in China, 1988–2009," Journal of Comparative Economics, Elsevier, vol. 41(1), pages 227-244.
    5. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    6. Nicola Gennaioli & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2013. "Human Capital and Regional Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 105-164.
    7. Angrist, Joshua D, 1995. "The Economic Returns to Schooling in the West Bank and Gaza Strip," American Economic Review, American Economic Association, vol. 85(5), pages 1065-1087, December.
    8. Barro, Robert J. & Lee, Jong-Wha, 1994. "Sources of economic growth," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 40(1), pages 1-46, June.
    9. Duffy, John & Papageorgiou, Chris, 2000. "A Cross-Country Empirical Investigation of the Aggregate Production Function Specification," Journal of Economic Growth, Springer, vol. 5(1), pages 87-120, March.
    10. Yi Che & Lei Zhang, 2018. "Human Capital, Technology Adoption and Firm Performance: Impacts of China's Higher Education Expansion in the Late 1990s," Economic Journal, Royal Economic Society, vol. 128(614), pages 2282-2320, September.
    11. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    12. Nicholas Bloom & Mirko Draca & John Van Reenen, 2016. "Trade Induced Technical Change? The Impact of Chinese Imports on Innovation, IT and Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(1), pages 87-117.
    13. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    14. Paul Beaudry & Mark Doms & Ethan Lewis, 2010. "Should the Personal Computer Be Considered a Technological Revolution? Evidence from U.S. Metropolitan Areas," Journal of Political Economy, University of Chicago Press, vol. 118(5), pages 988-1036.
    15. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863, Elsevier.
    16. Michael A. Clemens & Ethan G. Lewis & Hannah M. Postel, 2018. "Immigration Restrictions as Active Labor Market Policy: Evidence from the Mexican Bracero Exclusion," American Economic Review, American Economic Association, vol. 108(6), pages 1468-1487, June.
    17. Alan B. Krueger, 1993. "How Computers Have Changed the Wage Structure: Evidence from Microdata, 1984–1989," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(1), pages 33-60.
    18. Zheng Song & Kjetil Storesletten & Fabrizio Zilibotti, 2011. "Growing Like China," American Economic Review, American Economic Association, vol. 101(1), pages 196-233, February.
    19. Eli Bekman & John Bound & Stephen Machin, 1998. "Implications of Skill-Biased Technological Change: International Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1245-1279.
    20. Stokey, Nancy L, 1996. "Free Trade, Factor Returns, and Factor Accumulation," Journal of Economic Growth, Springer, vol. 1(4), pages 421-447, December.
    21. Christian Dustmann & Albrecht Glitz, 2015. "How Do Industries and Firms Respond to Changes in Local Labor Supply?," Journal of Labor Economics, University of Chicago Press, vol. 33(3), pages 711-750.
    22. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2012. "Creative accounting or creative destruction? Firm-level productivity growth in Chinese manufacturing," Journal of Development Economics, Elsevier, vol. 97(2), pages 339-351.
    23. Gregory C. Chow, 1993. "Capital Formation and Economic Growth in China," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 809-842.
    24. Stephen Machin & John Van Reenen, 1998. "Technology and Changes in Skill Structure: Evidence from Seven OECD Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1215-1244.
    25. Claudia Goldin & Kenneth Sokoloff, 1984. "The Relative Productivity Hypothesis of Industrialization: The American Case, 1820 to 1850," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 99(3), pages 461-487.
    26. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    27. Susana Iranzo & Giovanni Peri, 2009. "Schooling Externalities, Technology, and Productivity: Theory and Evidence from U.S. States," The Review of Economics and Statistics, MIT Press, vol. 91(2), pages 420-431, May.
    28. David Orr, 1999. "Book," Journal of Industrial Ecology, Yale University, vol. 3(4), pages 155-156, October.
    29. Ethan Lewis, 2011. "Immigration, Skill Mix, and Capital Skill Complementarity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(2), pages 1029-1069.
    30. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    31. 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.
    32. Arnaud Chevalier & Colm Harmon & Ian Walker & Yu Zhu, 2004. "Does Education Raise Productivity, or Just Reflect it?," Economic Journal, Royal Economic Society, vol. 114(499), pages 499-517, November.
    33. Li, Hongbin & Ma, Yueyuan & Meng, Lingsheng & Qiao, Xue & Shi, Xinzheng, 2017. "Skill complementarities and returns to higher education: Evidence from college enrollment expansion in China," China Economic Review, Elsevier, vol. 46(C), pages 10-26.
    34. Feng, Shuaizhang & Hu, Yingyao & Moffitt, Robert, 2017. "Long run trends in unemployment and labor force participation in urban China," Journal of Comparative Economics, Elsevier, vol. 45(2), pages 304-324.
    35. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    36. 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.
    37. Chinhui Juhn & Dae Il Kim & Francis Vella, 2005. "The Expansion of College Education in the United States: Is There Evidence of Declining Cohort Quality?," Economic Inquiry, Western Economic Association International, vol. 43(2), pages 303-315, April.
    38. Nicole M. Fortin, 2006. "Higher-Education Policies and the College Wage Premium: Cross-State Evidence from the 1990s," American Economic Review, American Economic Association, vol. 96(4), pages 959-987, September.
    39. K. Sato, 1967. "A Two-Level Constant-Elasticity-of-Substitution Production Function," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 34(2), pages 201-218.
    40. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2008. "Trends in U.S. Wage Inequality: Revising the Revisionists," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 300-323, May.
    41. W. Walker Hanlon, 2015. "Necessity Is the Mother of Invention: Input Supplies and Directed Technical Change," Econometrica, Econometric Society, vol. 83, pages 67-100, January.
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    2. Bollinger, Christopher & Ding, Xiaozhou & Lugauer, Steven, 2022. "The expansion of higher education and household saving in China," China Economic Review, Elsevier, vol. 71(C).

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    More about this item

    Keywords

    human capital; endogenous technology adoption; college education; Chinese economy;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy
    • 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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