IDEAS home Printed from https://ideas.repec.org/a/eee/empfin/v74y2023ics0927539823001020.html
   My bibliography  Save this article

The role of human capital: Evidence from corporate innovation

Author

Listed:
  • Liu, Tong
  • Mao, Yifei
  • Tian, Xuan

Abstract

This paper examines the distinct roles played by inventors and firms in contributing to corporate innovation. Inventors are six to eight times as important as firms in contributing to innovation performance as measured by patent and citation counts, but their importance is about the same in innovation strategies as captured by patent exploratory and exploitative scores. Furthermore, when labor mobility is reduced, the relative importance of firms to inventors in contributing to innovation strategy increases. Additional tests suggest that our main findings are unlikely driven by endogenous matching between firms and inventors.

Suggested Citation

  • Liu, Tong & Mao, Yifei & Tian, Xuan, 2023. "The role of human capital: Evidence from corporate innovation," Journal of Empirical Finance, Elsevier, vol. 74(C).
  • Handle: RePEc:eee:empfin:v:74:y:2023:i:c:s0927539823001020
    DOI: 10.1016/j.jempfin.2023.101435
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927539823001020
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jempfin.2023.101435?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Gustavo Manso, 2011. "Motivating Innovation," Journal of Finance, American Finance Association, vol. 66(5), pages 1823-1860, October.
    2. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    3. Brav, Alon & Jiang, Wei & Ma, Song & Tian, Xuan, 2018. "How does hedge fund activism reshape corporate innovation?," Journal of Financial Economics, Elsevier, vol. 130(2), pages 237-264.
    4. David Card & Jörg Heining & Patrick Kline, 2013. "Workplace Heterogeneity and the Rise of West German Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 967-1015.
    5. Philippe Aghion & John Van Reenen & Luigi Zingales, 2013. "Innovation and Institutional Ownership," American Economic Review, American Economic Association, vol. 103(1), pages 277-304, February.
    6. Thomas Cornelissen, 2008. "The Stata command felsdvreg to fit a linear model with two high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 8(2), pages 170-189, June.
    7. Bruce Kogut & Udo Zander, 1992. "Knowledge of the Firm, Combinative Capabilities, and the Replication of Technology," Organization Science, INFORMS, vol. 3(3), pages 383-397, August.
    8. JONATHAN B. BERK & JULES H. van BINSBERGEN & BINYING LIU, 2017. "Matching Capital and Labor," Journal of Finance, American Finance Association, vol. 72(6), pages 2467-2504, December.
    9. Manuel Trajtenberg, 1990. "A Penny for Your Quotes: Patent Citations and the Value of Innovations," RAND Journal of Economics, The RAND Corporation, vol. 21(1), pages 172-187, Spring.
    10. Neus Palomeras & Eduardo Melero, 2010. "Markets for Inventors: Learning-by-Hiring as a Driver of Mobility," Management Science, INFORMS, vol. 56(5), pages 881-895, May.
    11. Cohn, Jonathan B. & Liu, Zack & Wardlaw, Malcolm I., 2022. "Count (and count-like) data in finance," Journal of Financial Economics, Elsevier, vol. 146(2), pages 529-551.
    12. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    13. Cornaggia, Jess & Mao, Yifei & Tian, Xuan & Wolfe, Brian, 2015. "Does banking competition affect innovation?," Journal of Financial Economics, Elsevier, vol. 115(1), pages 189-209.
    14. Jasjit Singh & Ajay Agrawal, 2011. "Recruiting for Ideas: How Firms Exploit the Prior Inventions of New Hires," Management Science, INFORMS, vol. 57(1), pages 129-150, January.
    15. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    16. Viral V. Acharya & Krishnamurthy V. Subramanian, 2009. "Bankruptcy Codes and Innovation," The Review of Financial Studies, Society for Financial Studies, vol. 22(12), pages 4949-4988, December.
    17. Hall, B. & Jaffe, A. & Trajtenberg, M., 2001. "The NBER Patent Citations Data File: Lessons, Insights and Methodological Tools," Papers 2001-29, Tel Aviv.
    18. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    19. Marianne Bertrand & Antoinette Schoar, 2003. "Managing with Style: The Effect of Managers on Firm Policies," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1169-1208.
    20. Luigi Zingales, 2000. "In Search of New Foundations," Journal of Finance, American Finance Association, vol. 55(4), pages 1623-1653, August.
    21. Gao, Huasheng & Hsu, Po-Hsuan & Li, Kai, 2018. "Innovation Strategy of Private Firms," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(1), pages 1-32, February.
    22. Brav, Alon & Graham, John R. & Harvey, Campbell R. & Michaely, Roni, 2005. "Payout policy in the 21st century," Journal of Financial Economics, Elsevier, vol. 77(3), pages 483-527, September.
    23. Bizjak, John M. & Brickley, James A. & Coles, Jeffrey L., 1993. "Stock-based incentive compensation and investment behavior," Journal of Accounting and Economics, Elsevier, vol. 16(1-3), pages 349-372, April.
    24. Ajay Bhaskarabhatla & Luis Cabral & Deepak Hegde & Thomas Peeters, 2021. "Are Inventors or Firms the Engines of Innovation?," Management Science, INFORMS, vol. 67(6), pages 3899-3920, June.
    25. Seru, Amit, 2014. "Firm boundaries matter: Evidence from conglomerates and R&D activity," Journal of Financial Economics, Elsevier, vol. 111(2), pages 381-405.
    26. Tristan Fitzgerald & Benjamin Balsmeier & Lee Fleming & Gustavo Manso, 2021. "Innovation Search Strategy and Predictable Returns," Management Science, INFORMS, vol. 67(2), pages 1109-1137, February.
    27. Hart, Oliver, 1995. "Firms, Contracts, and Financial Structure," OUP Catalogue, Oxford University Press, number 9780198288817, Decembrie.
    28. Li, Guan-Cheng & Lai, Ronald & D’Amour, Alexander & Doolin, David M. & Sun, Ye & Torvik, Vetle I. & Yu, Amy Z. & Fleming, Lee, 2014. "Disambiguation and co-authorship networks of the U.S. patent inventor database (1975–2010)," Research Policy, Elsevier, vol. 43(6), pages 941-955.
    29. Lauren Cohen & Andrea Frazzini & Christopher J. Malloy, 2012. "Hiring Cheerleaders: Board Appointments of "Independent" Directors," Management Science, INFORMS, vol. 58(6), pages 1039-1058, June.
    30. Matt Marx & Deborah Strumsky & Lee Fleming, 2009. "Mobility, Skills, and the Michigan Non-Compete Experiment," Management Science, INFORMS, vol. 55(6), pages 875-889, June.
    31. Baranchuk, Nina & Kieschnick, Robert & Moussawi, Rabih, 2014. "Motivating innovation in newly public firms," Journal of Financial Economics, Elsevier, vol. 111(3), pages 578-588.
    32. Viral V. Acharya & Ramin P. Baghai & Krishnamurthy V. Subramanian, 2014. "Wrongful Discharge Laws and Innovation," The Review of Financial Studies, Society for Financial Studies, vol. 27(1), pages 301-346, January.
    33. He, Jie (Jack) & Tian, Xuan, 2013. "The dark side of analyst coverage: The case of innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 856-878.
    34. Steven N. Kaplan & Berk A. Sensoy & Per Strömberg, 2009. "Should Investors Bet on the Jockey or the Horse? Evidence from the Evolution of Firms from Early Business Plans to Public Companies," Journal of Finance, American Finance Association, vol. 64(1), pages 75-115, February.
    35. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    36. John M. Abowd & Robert H. Creecy & Francis Kramarz, 2002. "Computing Person and Firm Effects Using Linked Longitudinal Employer-Employee Data," Longitudinal Employer-Household Dynamics Technical Papers 2002-06, Center for Economic Studies, U.S. Census Bureau.
    37. Michael Ewens & Matthew Rhodes-Kropf, 2015. "Is a VC Partnership Greater Than the Sum of Its Partners?," Journal of Finance, American Finance Association, vol. 70(3), pages 1081-1113, June.
    38. Lynne G. Zucker & Michael R. Darby & Maximo Torero, 2002. "Labor Mobility from Academe to Commerce," Journal of Labor Economics, University of Chicago Press, vol. 20(3), pages 629-660, July.
    39. Sabrina T. Howell, 2017. "Financing Innovation: Evidence from R&D Grants," American Economic Review, American Economic Association, vol. 107(4), pages 1136-1164, April.
    40. Mark J. Garmaise, 2011. "Ties that Truly Bind: Noncompetition Agreements, Executive Compensation, and Firm Investment," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 27(2), pages 376-425.
    41. John R. Graham & Si Li & Jiaping Qiu, 2012. "Managerial Attributes and Executive Compensation," The Review of Financial Studies, Society for Financial Studies, vol. 25(1), pages 144-186.
    42. Chen Lin & Sibo Liu & Gustavo Manso, 2021. "Shareholder Litigation and Corporate Innovation," Management Science, INFORMS, vol. 67(6), pages 3346-3367, June.
    43. Olsson, Ola, 2000. "Knowledge as a Set in Idea Space: An Epistemological View on Growth," Journal of Economic Growth, Springer, vol. 5(3), pages 253-275, September.
    44. M. J. Andrews & L. Gill & T. Schank & R. Upward, 2008. "High wage workers and low wage firms: negative assortative matching or limited mobility bias?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 171(3), pages 673-697, June.
    45. Chemmanur, Thomas J. & Ertugrul, Mine & Krishnan, Karthik, 2019. "Is It the Investment Bank or the Investment Banker? A Study of the Role of Investment Banker Human Capital in Acquisitions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 54(2), pages 587-627, April.
    46. Evan Starr, 2019. "Consider This: Training, Wages, and the Enforceability of Covenants Not to Compete," ILR Review, Cornell University, ILR School, vol. 72(4), pages 783-817, August.
    47. Zvi Griliches & Ariel Pakes & Bronwyn H. Hall, 1986. "The Value of Patents as Indicators of Inventive Activity," NBER Working Papers 2083, National Bureau of Economic Research, Inc.
    48. Klein, Benjamin, 1988. "Vertical Integration as Organizational Ownership: The Fisher Body-General Motors Relationship Revisited," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 4(1), pages 199-213, Spring.
    49. Cho, Chanho & Halford, Joseph T. & Hsu, Scott & Ng, Lilian, 2016. "Do managers matter for corporate innovation?," Journal of Corporate Finance, Elsevier, vol. 36(C), pages 206-229.
    50. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
    51. Jasjit Singh & Lee Fleming, 2010. "Lone Inventors as Sources of Breakthroughs: Myth or Reality?," Management Science, INFORMS, vol. 56(1), pages 41-56, January.
    52. Lee Fleming, 2001. "Recombinant Uncertainty in Technological Search," Management Science, INFORMS, vol. 47(1), pages 117-132, January.
    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. Cho, Chanho & Halford, Joseph T. & Hsu, Scott & Ng, Lilian, 2016. "Do managers matter for corporate innovation?," Journal of Corporate Finance, Elsevier, vol. 36(C), pages 206-229.
    2. Fich, Eliezer M. & Nguyen, Tung & Petmezas, Dimitris, 2023. "The effects of terrorist attacks on inventor productivity and mobility," Research Policy, Elsevier, vol. 52(1).
    3. Lili Dai & Rui Shen & Bohui Zhang, 2021. "Does the media spotlight burn or spur innovation?," Review of Accounting Studies, Springer, vol. 26(1), pages 343-390, March.
    4. Kong, Dongmin & Zhang, Bohui & Zhang, Jian, 2022. "Higher education and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 72(C).
    5. Ajay Bhaskarabhatla & Luis Cabral & Deepak Hegde & Thomas Peeters, 2021. "Are Inventors or Firms the Engines of Innovation?," Management Science, INFORMS, vol. 67(6), pages 3899-3920, June.
    6. Seong K. Byun & Jong-Min & Han Xia, 2021. "Incremental vs. Breakthrough Innovation: The Role of Technology Spillovers," Management Science, INFORMS, vol. 67(3), pages 1779-1802, March.
    7. Mukherjee, Abhiroop & Singh, Manpreet & Žaldokas, Alminas, 2017. "Do corporate taxes hinder innovation?," Journal of Financial Economics, Elsevier, vol. 124(1), pages 195-221.
    8. Acharya, Viral & Xu, Zhaoxia, 2017. "Financial dependence and innovation: The case of public versus private firms," Journal of Financial Economics, Elsevier, vol. 124(2), pages 223-243.
    9. Ching-Hung Chang & Qingqing Wu, 2021. "Board Networks and Corporate Innovation," Management Science, INFORMS, vol. 67(6), pages 3618-3654, June.
    10. Daniel Bradley & Incheol Kim & Xuan Tian, 2017. "Do Unions Affect Innovation?," Management Science, INFORMS, vol. 63(7), pages 2251-2271, July.
    11. Julian Atanassov, 2016. "Arm’s Length Financing and Innovation: Evidence from Publicly Traded Firms," Management Science, INFORMS, vol. 62(1), pages 128-155, January.
    12. Yang, Huan, 2021. "Institutional dual holdings and risk-shifting: Evidence from corporate innovation," Journal of Corporate Finance, Elsevier, vol. 70(C).
    13. Ho, Po-Hsin & Huang, Chia-Wei & Lin, Chih-Yung & Yen, Ju-Fang, 2024. "Risk culture in corporate innovation," International Review of Financial Analysis, Elsevier, vol. 91(C).
    14. Qing Wan & Xiaoke Cheng & Kam C. Chan & Shenghao Gao, 2021. "Born to innovate? The birth‐order effect of CEOs on corporate innovation," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 48(9-10), pages 1846-1888, October.
    15. Lei Kong, 2020. "Government Spending and Corporate Innovation," Management Science, INFORMS, vol. 66(4), pages 1584-1604, April.
    16. Moshirian, Fariborz & Tian, Xuan & Zhang, Bohui & Zhang, Wenrui, 2021. "Stock market liberalization and innovation," Journal of Financial Economics, Elsevier, vol. 139(3), pages 985-1014.
    17. Lily Nguyen & Le Vu & Xiangkang Yin, 2021. "Share repurchases and firm innovation," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(S1), pages 1665-1695, April.
    18. Yongqiang Chu & Xuan Tian & Wenyu Wang, 2019. "Corporate Innovation Along the Supply Chain," Management Science, INFORMS, vol. 67(6), pages 2445-2466, June.
    19. Hsu, Yuan-Teng & Huang, Chia-Wei & Koedijk, Kees G., 2023. "Unintended consequences of compensation peer groups on corporate innovation," Journal of Corporate Finance, Elsevier, vol. 78(C).
    20. Chen Lin & Sibo Liu & Gustavo Manso, 2021. "Shareholder Litigation and Corporate Innovation," Management Science, INFORMS, vol. 67(6), pages 3346-3367, June.

    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:empfin:v:74:y:2023:i:c:s0927539823001020. 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/jempfin .

    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.