IDEAS home Printed from https://ideas.repec.org/a/eee/chieco/v59y2020ics1043951x1930149x.html
   My bibliography  Save this article

Firm-level human capital and innovation: Evidence from China

Author

Listed:
  • Sun, Xiuli
  • Li, Haizheng
  • Ghosal, Vivek

Abstract

This paper examines the role of human capital in firms' innovation. Based on a World Bank survey of manufacturing firms in China, we use two firm-level datasets: one from large metropolitan cities, and one from mid-sized cities. Patents are used as an indicator of innovation. The human capital indicators we use include the number of highly educated workers, the general manager's education and tenure, and the management team's education and age. We use the Negative Binomial and Instrumental Variables estimators to estimate patent production function models that are augmented by our human capital variables. We also use the zero-inflated Negative Binomial model to examine the likelihood of innovation. We find that the human capital indicators play an important role in influencing patenting, and that some of the human capital variables appear to have a greater impact on patenting in mid-sized cities. Our human capital estimates are obtained after controlling for firms' R&D, size, market share, age, and foreign ownership, as well as fixed effects to control for industry-specific characteristics, and firms' location and geography.

Suggested Citation

  • Sun, Xiuli & Li, Haizheng & Ghosal, Vivek, 2020. "Firm-level human capital and innovation: Evidence from China," China Economic Review, Elsevier, vol. 59(C).
    • Handle: RePEc:eee:chieco:v:59:y:2020:i:c:s1043951x1930149x
    DOI: 10.1016/j.chieco.2019.101388
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1043951X1930149X
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.chieco.2019.101388?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Ufuk Akcigit & William R. Kerr, 2018. "Growth through Heterogeneous Innovations," Journal of Political Economy, University of Chicago Press, vol. 126(4), pages 1374-1443.
    2. Hall, Bronwyn H & Griliches, Zvi & Hausman, Jerry A, 1986. "Patents and R and D: Is There a Lag?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 27(2), pages 265-283, June.
    3. 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.
    4. Aamir Rafique Hashmi & Johannes Van Biesebroeck, 2016. "The Relationship between Market Structure and Innovation in Industry Equilibrium: A Case Study of the Global Automobile Industry," The Review of Economics and Statistics, MIT Press, vol. 98(1), pages 192-208, March.
    5. Fonseca, Tiago & de Faria, Pedro & Lima, Francisco, 2019. "Human capital and innovation: the importance of the optimal organizational task structure," Research Policy, Elsevier, vol. 48(3), pages 616-627.
    6. Guo, Di & Guo, Yan & Jiang, Kun, 2016. "Government-subsidized R&D and firm innovation: Evidence from China," Research Policy, Elsevier, vol. 45(6), pages 1129-1144.
    7. Kianto, Aino & Sáenz, Josune & Aramburu, Nekane, 2017. "Knowledge-based human resource management practices, intellectual capital and innovation," Journal of Business Research, Elsevier, vol. 81(C), pages 11-20.
    8. Vincent L. Barker , III & George C. Mueller, 2002. "CEO Characteristics and Firm R&D Spending," Management Science, INFORMS, vol. 48(6), pages 782-801, June.
    9. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    10. Ghosal, Vivek & Nair-Reichert, Usha, 2009. "Investments in modernization, innovation and gains in productivity: Evidence from firms in the global paper industry," Research Policy, Elsevier, vol. 38(3), pages 536-547, April.
    11. Aamir Rafique Hashmi & Johannes Van Biesebroeck, 2016. "The Relationship between Market Structure and Innovation in Industry Equilibrium: A Case Study of the Global Automobile Industry," The Review of Economics and Statistics, MIT Press, vol. 98(1), pages 192-208, March.
    12. James S. Ang & Yingmei Cheng & Chaopeng Wu, 2014. "Does Enforcement of Intellectual Property Rights Matter in China? Evidence from Financing and Investment Choices in the High-Tech Industry," The Review of Economics and Statistics, MIT Press, vol. 96(2), pages 332-348, May.
    13. 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.
    14. Raymond, Wladimir & Mairesse, Jacques & Mohnen, Pierre & Palm, Franz, 2015. "Dynamic models of R & D, innovation and productivity: Panel data evidence for Dutch and French manufacturing," European Economic Review, Elsevier, vol. 78(C), pages 285-306.
    15. 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.
    16. Cull, Robert & Li, Wei & Sun, Bo & Xu, Lixin Colin, 2015. "Government connections and financial constraints: Evidence from a large representative sample of Chinese firms," Journal of Corporate Finance, Elsevier, vol. 32(C), pages 271-294.
    17. Grimpe, Christoph & Sofka, Wolfgang, 2009. "Search patterns and absorptive capacity: Low- and high-technology sectors in European countries," Research Policy, Elsevier, vol. 38(3), pages 495-506, April.
    18. Brouwer, Erik & Kleinknecht, Alfred, 1999. "Innovative output, and a firm's propensity to patent.: An exploration of CIS micro data," Research Policy, Elsevier, vol. 28(6), pages 615-624, August.
    19. Rupietta, Christian & Backes-Gellner, Uschi, 2019. "Combining knowledge stock and knowledge flow to generate superior incremental innovation performance — Evidence from Swiss manufacturing," Journal of Business Research, Elsevier, vol. 94(C), pages 209-222.
    20. Michael A. Hitt & Beverly B. Tyler, 1991. "Strategic decision models: Integrating different perspectives," Strategic Management Journal, Wiley Blackwell, vol. 12(5), pages 327-351, July.
    21. Hu, Albert Guangzhou & Jefferson, Gary H., 2009. "A great wall of patents: What is behind China's recent patent explosion?," Journal of Development Economics, Elsevier, vol. 90(1), pages 57-68, September.
    22. Lee, Jaegul & Veloso, Francisco M. & Hounshell, David A., 2011. "Linking induced technological change, and environmental regulation: Evidence from patenting in the U.S. auto industry," Research Policy, Elsevier, vol. 40(9), pages 1240-1252.
    23. repec:cup:jfinqa:v:46:y:2011:i:06:p:1545-1580_00 is not listed on IDEAS
    24. Christian Rammer & Dirk Czarnitzki & Alfred Spielkamp, 2009. "Innovation success of non-R&D-performers: substituting technology by management in SMEs," Small Business Economics, Springer, vol. 33(1), pages 35-58, June.
    25. Audretsch, David B. & Feldman, Maryann P., 2004. "Knowledge spillovers and the geography of innovation," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 61, pages 2713-2739, Elsevier.
    26. Ning, Lutao & Wang, Fan & Li, Jian, 2016. "Urban innovation, regional externalities of foreign direct investment and industrial agglomeration: Evidence from Chinese cities," Research Policy, Elsevier, vol. 45(4), pages 830-843.
    27. Samuel Kortum & Josh Lerner, 2000. "Assessing the Contribution of Venture Capital to Innovation," RAND Journal of Economics, The RAND Corporation, vol. 31(4), pages 674-692, Winter.
    28. Mara P. Squicciarini & Nico Voigtländer, 2015. "Human Capital and Industrialization: Evidence from the Age of Enlightenment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1825-1883.
    29. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    30. Bosetti, Valentina & Cattaneo, Cristina & Verdolini, Elena, 2015. "Migration of skilled workers and innovation: A European Perspective," Journal of International Economics, Elsevier, vol. 96(2), pages 311-322.
    31. Sunder, Jayanthi & Sunder, Shyam V. & Zhang, Jingjing, 2017. "Pilot CEOs and corporate innovation," Journal of Financial Economics, Elsevier, vol. 123(1), pages 209-224.
    32. Hall, Bronwyn H & Ziedonis, Rosemarie Ham, 2001. "The Patent Paradox Revisited: An Empirical Study of Patenting in the U.S. Semiconductor Industry, 1979-1995," RAND Journal of Economics, The RAND Corporation, vol. 32(1), pages 101-128, Spring.
    33. Goñi, Edwin & Maloney, William F., 2017. "Why don’t poor countries do R&D? Varying rates of factor returns across the development process," European Economic Review, Elsevier, vol. 94(C), pages 126-147.
    34. Czarnitzki, Dirk & Kraft, Kornelius, 2004. "An empirical test of the asymmetric models on innovative activity: who invests more into R&D, the incumbent or the challenger?," Journal of Economic Behavior & Organization, Elsevier, vol. 54(2), pages 153-173, June.
    35. Hsiu-Fen Lin, 2007. "Knowledge sharing and firm innovation capability: an empirical study," International Journal of Manpower, Emerald Group Publishing, vol. 28(1), pages 315 - 332, April.
    36. George Symeonidis, 1996. "Innovation, Firm Size and Market Structure: Schumpeterian Hypotheses and Some New Themes," OECD Economics Department Working Papers 161, OECD Publishing.
    37. Bates, Timothy, 1990. "Entrepreneur Human Capital Inputs and Small Business Longevity," The Review of Economics and Statistics, MIT Press, vol. 72(4), pages 551-559, November.
    38. Hu, Albert G.Z. & Zhang, Peng & Zhao, Lijing, 2017. "China as number one? Evidence from China's most recent patenting surge," Journal of Development Economics, Elsevier, vol. 124(C), pages 107-119.
    39. King, Timothy & Srivastav, Abhishek & Williams, Jonathan, 2016. "What's in an education? Implications of CEO education for bank performance," Journal of Corporate Finance, Elsevier, vol. 37(C), pages 287-308.
    40. Hausman, Jerry & Hall, Bronwyn H & Griliches, Zvi, 1984. "Econometric Models for Count Data with an Application to the Patents-R&D Relationship," Econometrica, Econometric Society, vol. 52(4), pages 909-938, July.
    41. Chen, Shouming & Bu, Miao & Wu, Sibin & Liang, Xin, 2015. "How does TMT attention to innovation of Chinese firms influence firm innovation activities? A study on the moderating role of corporate governance," Journal of Business Research, Elsevier, vol. 68(5), pages 1127-1135.
    42. Sterlacchini, Alessandro, 1999. "Do innovative activities matter to small firms in non-R&D-intensive industries? An application to export performance," Research Policy, Elsevier, vol. 28(8), pages 819-832, November.
    43. Lin, Chen & Lin, Ping & Song, Frank M. & Li, Chuntao, 2011. "Managerial incentives, CEO characteristics and corporate innovation in China's private sector," Journal of Comparative Economics, Elsevier, vol. 39(2), pages 176-190, June.
    44. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    45. Gourieroux, Christian & Monfort, Alain & Trognon, Alain, 1984. "Pseudo Maximum Likelihood Methods: Applications to Poisson Models," Econometrica, Econometric Society, vol. 52(3), pages 701-720, May.
    46. Lutz Schneider & Jutta Gunther & Bianca Brandenburg, 2010. "Innovation and skills from a sectoral perspective: a linked employer-employee analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 19(2), pages 185-202.
    47. De Marchi, Valentina, 2012. "Environmental innovation and R&D cooperation: Empirical evidence from Spanish manufacturing firms," Research Policy, Elsevier, vol. 41(3), pages 614-623.
    48. Colombo, Massimo G. & Grilli, Luca, 2005. "Founders' human capital and the growth of new technology-based firms: A competence-based view," Research Policy, Elsevier, vol. 34(6), pages 795-816, August.
    49. Henry Sauermann & Wesley M. Cohen, 2010. "What Makes Them Tick? Employee Motives and Firm Innovation," Management Science, INFORMS, vol. 56(12), pages 2134-2153, December.
    50. Cameron, Gavin & Proudman, James & Redding, Stephen, 2005. "Technological convergence, R&D, trade and productivity growth," European Economic Review, Elsevier, vol. 49(3), pages 775-807, April.
    51. Mathias Thoenig & Thierry Verdier, 2003. "A Theory of Defensive Skill-Biased Innovation and Globalization," American Economic Review, American Economic Association, vol. 93(3), pages 709-728, June.
    52. Ayyagari, Meghana & Demirgüç-Kunt, Asli & Maksimovic, Vojislav, 2011. "Firm Innovation in Emerging Markets: The Role of Finance, Governance, and Competition," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(6), pages 1545-1580, December.
    53. Kafouros, Mario & Wang, Chengqi & Piperopoulos, Panagiotis & Zhang, Mingshen, 2015. "Academic collaborations and firm innovation performance in China: The role of region-specific institutions," Research Policy, Elsevier, vol. 44(3), pages 803-817.
    54. Vivek Ghosal, 2015. "Business Strategy and Firm Reorganization: Role of Changing Environmental Standards, Sustainable Business Initiatives and Global Market Conditions," Business Strategy and the Environment, Wiley Blackwell, vol. 24(2), pages 123-144, February.
    55. Pakes, Ariel & Griliches, Zvi, 1980. "Patents and R&D at the firm level: A first report," Economics Letters, Elsevier, vol. 5(4), pages 377-381.
    56. McGuirk, Helen & Lenihan, Helena & Hart, Mark, 2015. "Measuring the impact of innovative human capital on small firms’ propensity to innovate," Research Policy, Elsevier, vol. 44(4), pages 965-976.
    57. repec:oup:qjecon:v:128:y:2012:i:1:p:105-164 is not listed on IDEAS
    58. Santamara, Llus & Nieto, Mara Jess & Barge-Gil, Andrs, 2009. "Beyond formal R&D: Taking advantage of other sources of innovation in low- and medium-technology industries," Research Policy, Elsevier, vol. 38(3), pages 507-517, April.
    59. Zhang, Anming & Zhang, Yimin & Zhao, Ronald, 2003. "A study of the R&D efficiency and productivity of Chinese firms," Journal of Comparative Economics, Elsevier, vol. 31(3), pages 444-464, September.
    60. García, Francisco & Jin, Byungchae & Salomon, Robert, 2013. "Does inward foreign direct investment improve the innovative performance of local firms?," Research Policy, Elsevier, vol. 42(1), pages 231-244.
    61. Fleisher, Belton M. & Hu, Yifan & Li, Haizheng & Kim, Seonghoon, 2011. "Economic transition, higher education and worker productivity in China," Journal of Development Economics, Elsevier, vol. 94(1), pages 86-94, January.
    62. Todtling, Franz & Trippl, Michaela, 2005. "One size fits all?: Towards a differentiated regional innovation policy approach," Research Policy, Elsevier, vol. 34(8), pages 1203-1219, October.
    63. Hsiu‐Fen Lin, 2007. "Knowledge sharing and firm innovation capability: an empirical study," International Journal of Manpower, Emerald Group Publishing Limited, vol. 28(3/4), pages 315-332, June.
    64. Mark Rogers, 2004. "Networks, Firm Size and Innovation," Small Business Economics, Springer, vol. 22(2), pages 141-153, March.
    65. Jeffrey M. Wooldridge, 2015. "Control Function Methods in Applied Econometrics," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 420-445.
    66. Richard Blundell & Rachel Griffith & John van Reenen, 1999. "Market Share, Market Value and Innovation in a Panel of British Manufacturing Firms," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(3), pages 529-554.
    67. Kim,Linsu & Nelson,Richard R. (ed.), 2000. "Technology, Learning, and Innovation," Cambridge Books, Cambridge University Press, number 9780521770033, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Xiuli Sun, 2022. "Human Capital, Market Environment, and Firm Innovation in Chinese Manufacturing Firms," Sustainability, MDPI, vol. 14(19), pages 1-20, October.
    2. Qing Li & Long Hai Vo, 2024. "Determinants of intangible capital investment in Vietnam: A firm‐level analysis," The World Economy, Wiley Blackwell, vol. 47(3), pages 1055-1088, March.
    3. Jiang, Xiandeng & Kong, Dongming & Xiao, Chengrui, 2020. "Policy certainty and heterogeneous firm innovation: Evidence from China," China Economic Review, Elsevier, vol. 63(C).
    4. Qing Li & Long Hai Vo, 2021. "Intangible Capital and Innovation: An Empirical Analysis of Vietnamese Enterprises," Economics Discussion / Working Papers 21-02, The University of Western Australia, Department of Economics.
    5. Janger, Jürgen & Schubert, Torben & Andries, Petra & Rammer, Christian & Hoskens, Machteld, 2017. "The EU 2020 innovation indicator: A step forward in measuring innovation outputs and outcomes?," Research Policy, Elsevier, vol. 46(1), pages 30-42.
    6. Jinyang Cai & Weiqiong Chen & Jikun Huang & Ruifa Hu & Carl E. Pray, 2020. "The Evolving Structure of Chinese R&D Funding and its Implications for the Productivity of Agricultural Biotechnology Research," Journal of Agricultural Economics, Wiley Blackwell, vol. 71(2), pages 287-304, June.
    7. Ufuk Akcigit & William R. Kerr, 2018. "Growth through Heterogeneous Innovations," Journal of Political Economy, University of Chicago Press, vol. 126(4), pages 1374-1443.
    8. Vivek Ghosal & Jiayao Ni, 2015. "Competition and Innovation in Automobile Markets," CESifo Working Paper Series 5504, CESifo.
    9. Brouhle, Keith & Graham, Brad & Harrington, Donna Ramirez, 2013. "Innovation under the Climate Wise program," Resource and Energy Economics, Elsevier, vol. 35(2), pages 91-112.
    10. McGuirk, Helen & Lenihan, Helena & Hart, Mark, 2015. "Measuring the impact of innovative human capital on small firms’ propensity to innovate," Research Policy, Elsevier, vol. 44(4), pages 965-976.
    11. Rammer, Christian & Köhler, Christian & Murmann, Martin & Pesau, Agnes & Schwiebacher, Franz & Kinkel, Steffen & Kirner, Eva & Schubert, Torben & Som, Oliver, 2010. "Innovationen ohne Forschung und Entwicklung: Eine Untersuchung zu Unternehmen, die ohne eigene FuE-Tätigkeit neue Produkte und Prozesse einführen," Studien zum deutschen Innovationssystem 15-2011, Expertenkommission Forschung und Innovation (EFI) - Commission of Experts for Research and Innovation, Berlin.
    12. Deepak Somaya & Ian O. Williamson & Xiaomeng Zhang, 2007. "Combining Patent Law Expertise with R&D for Patenting Performance," Organization Science, INFORMS, vol. 18(6), pages 922-937, December.
    13. repec:dau:papers:123456789/6962 is not listed on IDEAS
    14. Hsu, David H. & Hsu, Po-Hsuan & Zhao, Qifeng, 2021. "Rich on paper? Chinese firms’ academic publications, patents, and market value," Research Policy, Elsevier, vol. 50(9).
    15. Jinghua Tang & Qigui Liu, 2022. "Internal capital allocation in IPOs and corporate innovation: The moderating role of political connections," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(5), pages 4663-4693, December.
    16. Tian, Guangning & Zhou, Shuyuan & Hsu, Sara, 2020. "Executive financial literacy and firm innovation in China," Pacific-Basin Finance Journal, Elsevier, vol. 62(C).
    17. Xiaole Qiao & Lin Song & Xiaomin Fan, 2022. "How do zombie firms affect innovation: from the perspective of credit resources distortion," Asian-Pacific Economic Literature, The Crawford School, The Australian National University, vol. 36(1), pages 67-87, May.
    18. Barge-Gil, Andrés & López, Alberto, 2014. "R&D determinants: Accounting for the differences between research and development," Research Policy, Elsevier, vol. 43(9), pages 1634-1648.
    19. van Pottelsberghe de la Potterie, Bruno & de Rassenfosse, Gaétan & Danguy, Jérôme, 2010. "The R&D-patent relationship: An industry perspective," CEPR Discussion Papers 8145, C.E.P.R. Discussion Papers.
    20. Lopez-Rodriguez, Jesus & Martinez-Lopez, Diego, 2017. "Looking beyond the R&D effects on innovation: The contribution of non-R&D activities to total factor productivity growth in the EU," Structural Change and Economic Dynamics, Elsevier, vol. 40(C), pages 37-45.
    21. Kornelius Kraft & Jörg Stank & Ralf Dewenter, 2011. "Co-determination and innovation," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 35(1), pages 145-172.

    More about this item

    Keywords

    Patents; Innovation; Human capital; Skilled labor; Managerial human capital; Education; R&D; Geography;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development
    • D21 - Microeconomics - - Production and Organizations - - - Firm Behavior: Theory
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L13 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Oligopoly and Other Imperfect Markets
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:chieco:v:59:y:2020:i:c:s1043951x1930149x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/chieco .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.