IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/32069.html

The Wandering Scholars: Understanding the Heterogeneity of University Commercialization

Author

Listed:
  • Josh Lerner
  • Henry J. Manley
  • Carolyn Stein
  • Heidi L. Williams

Abstract

University-based scientific research has long been argued to be a central source of commercial innovation and economic growth. Yet at the same time, there have been long-held concerns that many university-based discoveries never realize their potential social benefits. Looking across universities, research and commercialization activities such as start-up formation vary tremendously – variation that could reflect the composition and orientation of faculty research, university-level factors such as patenting and licensing efforts, or broader place-based factors such as location in a technology cluster. We take a first step towards unpacking this heterogeneity in university commercialization by analyzing how the propensity of academic research to spill over to commercial innovation changes when academics move across universities. Our estimates suggest that at least 15–25% of geographic variation in commercial spillovers from university-based research is attributable to place-specific factors.

Suggested Citation

  • Josh Lerner & Henry J. Manley & Carolyn Stein & Heidi L. Williams, 2024. "The Wandering Scholars: Understanding the Heterogeneity of University Commercialization," NBER Working Papers 32069, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:32069
    Note: EH PR
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w32069.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Azoulay, Pierre & Ganguli, Ina & Graff Zivin, Joshua, 2017. "The mobility of elite life scientists: Professional and personal determinants," Research Policy, Elsevier, vol. 46(3), pages 573-590.
    2. Liu, Meijun & Hu, Xiao, 2021. "Will collaborators make scientists move? A Generalized Propensity Score analysis," Journal of Informetrics, Elsevier, vol. 15(1).
    3. Naomi Hausman, 2022. "University Innovation and Local Economic Growth," The Review of Economics and Statistics, MIT Press, vol. 104(4), pages 718-735, October.
    4. Petra Moser & Alessandra Voena & Fabian Waldinger, 2014. "German Jewish ?migr?s and US Invention," American Economic Review, American Economic Association, vol. 104(10), pages 3222-3255, October.
    5. Andrews, M.J. & Gill, L. & Schank, T. & Upward, R., 2012. "High wage workers match with high wage firms: Clear evidence of the effects of limited mobility bias," Economics Letters, Elsevier, vol. 117(3), pages 824-827.
    6. Nelson, Richard R, 1986. "Institutions Supporting Technical Advance in Industry," American Economic Review, American Economic Association, vol. 76(2), pages 186-189, May.
    7. Christian Helmers & Henry G. Overman, 2017. "My Precious! The Location and Diffusion of Scientific Research: Evidence from the Synchrotron Diamond Light Source," Economic Journal, Royal Economic Society, vol. 127(604), pages 2006-2040, September.
    8. Wesley David Sine & Scott Shane & Dante Di Gregorio, 2003. "The Halo Effect and Technology Licensing: The Influence of Institutional Prestige on the Licensing of University Inventions," Management Science, INFORMS, vol. 49(4), pages 478-496, April.
    9. 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.
    10. Hans K. Hvide & Benjamin F. Jones, 2018. "University Innovation and the Professor's Privilege," American Economic Review, American Economic Association, vol. 108(7), pages 1860-1898, July.
    11. Fabian Waldinger, 2012. "Peer Effects in Science: Evidence from the Dismissal of Scientists in Nazi Germany," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(2), pages 838-861.
    12. Jonathan C. Ho & Demei Lee, 2021. "Research commercialisation performance in different types of universities: case from Taiwan," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(10), pages 8617-8634, October.
    13. Bart J. Bronnenberg & Jean-Pierre H. Dube & Matthew Gentzkow, 2012. "The Evolution of Brand Preferences: Evidence from Consumer Migration," American Economic Review, American Economic Association, vol. 102(6), pages 2472-2508, October.
    14. 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.
    15. Di Gregorio, Dante & Shane, Scott, 2003. "Why do some universities generate more start-ups than others?," Research Policy, Elsevier, vol. 32(2), pages 209-227, February.
    16. Mansfield, Edwin, 1991. "Academic research and industrial innovation," Research Policy, Elsevier, vol. 20(1), pages 1-12, February.
    17. Siegel, Donald S. & Waldman, David & Link, Albert, 2003. "Assessing the impact of organizational practices on the relative productivity of university technology transfer offices: an exploratory study," Research Policy, Elsevier, vol. 32(1), pages 27-48, January.
    18. Murray, Fiona, 2002. "Innovation as co-evolution of scientific and technological networks: exploring tissue engineering," Research Policy, Elsevier, vol. 31(8-9), pages 1389-1403, December.
    19. Douglas L. Miller, 2023. "An Introductory Guide to Event Study Models," Journal of Economic Perspectives, American Economic Association, vol. 37(2), pages 203-230, Spring.
    20. Ina Ganguli, 2015. "Immigration and Ideas: What Did Russian Scientists "Bring" to the United States?," Journal of Labor Economics, University of Chicago Press, vol. 33(S1), pages 257-288.
    21. Akcigit, Ufuk & Ates, Sina T. & Lerner, Josh & Townsend, Richard R. & Zhestkova, Yulia, 2024. "Fencing off Silicon Valley: Cross-border venture capital and technology spillovers," Journal of Monetary Economics, Elsevier, vol. 141(C), pages 14-39.
    22. 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.
    23. Saul Lach & Mark Schankerman, 2008. "Incentives and invention in universities," RAND Journal of Economics, RAND Corporation, vol. 39(2), pages 403-433, June.
    24. Rebecca Henderson & Adam B. Jaffe & Manuel Trajtenberg, 1998. "Universities As A Source Of Commercial Technology: A Detailed Analysis Of University Patenting, 1965-1988," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 119-127, February.
    25. Matt Marx & David H. Hsu, 2022. "Revisiting the Entrepreneurial Commercialization of Academic Science: Evidence from “Twin” Discoveries," Management Science, INFORMS, vol. 68(2), pages 1330-1352, February.
    26. 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.
    27. 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.
    28. Camilla Lenzi, 2009. "Patterns and determinants of skilled workers' mobility: evidence from a survey of Italian inventors," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 18(2), pages 161-179.
    29. Amy Finkelstein & Matthew Gentzkow & Heidi Williams, 2016. "Sources of Geographic Variation in Health Care: Evidence From PatientMigration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1681-1726.
    30. Christian Helmers & Henry G. Overman, 2017. "My Precious! The Location and Diffusion of Scientific Research: Evidence from the Synchrotron Diamond Light Source," Economic Journal, Royal Economic Society, vol. 127(604), pages 2006-2040, September.
    31. 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.
    32. Shai Bernstein & Xavier Giroud & Richard R. Townsend, 2016. "The Impact of Venture Capital Monitoring," Journal of Finance, American Finance Association, vol. 71(4), pages 1591-1622, August.
    33. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-970, December.
    34. Christian Fisch & Tobias Hassel & Philipp Sandner & Joern Block, 2015. "University patenting: a comparison of 300 leading universities worldwide," The Journal of Technology Transfer, Springer, vol. 40(2), pages 318-345, April.
    35. 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.
    36. Pierre Azoulay & Joshua S. Graff Zivin & Jialan Wang, 2010. "Superstar Extinction," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(2), pages 549-589.
    37. Michael Levin & Stefan Krawczyk & Steven Bethard & Dan Jurafsky, 2012. "Citation-based bootstrapping for large-scale author disambiguation," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(5), pages 1030-1047, May.
    38. Michael Levin & Stefan Krawczyk & Steven Bethard & Dan Jurafsky, 2012. "Citation‐based bootstrapping for large‐scale author disambiguation," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 63(5), pages 1030-1047, May.
    39. Laudel, Grit & Bielick, Jana, 2019. "How do field-specific research practices affect mobility decisions of early career researchers?," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    40. Marie Thursby & Richard Jensen, 2001. "Proofs and Prototypes for Sale: The Licensing of University Inventions," American Economic Review, American Economic Association, vol. 91(1), pages 240-259, March.
    41. Josh Lerner & Amit Seru, 2022. "The Use and Misuse of Patent Data: Issues for Finance and Beyond," The Review of Financial Studies, Society for Financial Studies, vol. 35(6), pages 2667-2704.
    42. Enrico Moretti, 2021. "The Effect of High-Tech Clusters on the Productivity of Top Inventors," American Economic Review, American Economic Association, vol. 111(10), pages 3328-3375, October.
    43. Martín-Martín, Alberto & Orduna-Malea, Enrique & Thelwall, Mike & Delgado López-Cózar, Emilio, 2018. "Google Scholar, Web of Science, and Scopus: A systematic comparison of citations in 252 subject categories," Journal of Informetrics, Elsevier, vol. 12(4), pages 1160-1177.
    44. Shawn Kantor & Alexander Whalley, 2019. "Research Proximity and Productivity: Long-Term Evidence from Agriculture," Journal of Political Economy, University of Chicago Press, vol. 127(2), pages 819-854.
    45. Kimberlee Shauman & Yu Xie, 1996. "Geographic mobility of scientists: Sex differences and family constraints," Demography, Springer;Population Association of America (PAA), vol. 33(4), pages 455-468, November.
    46. Murray, Fiona & Stern, Scott, 2007. "Do formal intellectual property rights hinder the free flow of scientific knowledge?: An empirical test of the anti-commons hypothesis," Journal of Economic Behavior & Organization, Elsevier, vol. 63(4), pages 648-687, August.
    47. Zucker, Lynne G & Darby, Michael R & Brewer, Marilynn B, 1998. "Intellectual Human Capital and the Birth of U.S. Biotechnology Enterprises," American Economic Review, American Economic Association, vol. 88(1), pages 290-306, March.
    48. Fiona E. Murray & Scott Stern, 2007. "Do Formal Intellectual Property Rights Hinder the Free Flow of Scientific Knowledge?: An Empirical Test of the Anti-Commons Hypothesis," NBER Chapters, in: Academic Science and Entrepreneurship: Dual Engines of Growth, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sitian Liu & Yichen Su, 2026. "The Geography of Research: The Trade-Off Between Knowledge Production and Access," Papers 2608.15981, arXiv.org.
    2. Hou, Jianxiang & Wang, Kebin & Wu, Tian, 2026. "When trust breaks: Academic misconduct, innovation networks, and capital discrimination," Journal of Corporate Finance, Elsevier, vol. 100(C).
    3. Rodríguez-Pose, Andrés & Xiang, Leiboyu & Lee, Neil, 2025. "Finding Stars: Mapping the Geography of the World’s Scientific Elites," CEPR Discussion Papers 20970, Centre for Economic Policy Research.
    4. Mitchell Hoffman & Christopher T. Stanton, 2024. "People, Practices, and Productivity: A Review of New Advances in Personnel Economics," NBER Working Papers 32849, National Bureau of Economic Research, Inc.

    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. Sitian Liu & Yichen Su, 2026. "The Geography of Research: The Trade-Off Between Knowledge Production and Access," Papers 2608.15981, arXiv.org.
    2. Sharon Belenzon & Mark Schankerman, 2009. "University Knowledge Transfer: Private Ownership, Incentives, and Local Development Objectives," Journal of Law and Economics, University of Chicago Press, vol. 52(1), pages 111-144, February.
    3. Cornelia Lawson, 2013. "Academic patenting: the importance of industry support," The Journal of Technology Transfer, Springer, vol. 38(4), pages 509-535, August.
    4. Wipo, 2011. "World Intellectual Property Report 2011- The Changing Face of Innovation," WIPO Economics & Statistics Series, World Intellectual Property Organization - Economics and Statistics Division, number 2011:944, January.
    5. Adam B. Jaffe & Laura B. Shupp & Valentina Tartari, 2026. "Real Effects of Academic Research Revisited," NBER Chapters, in: The Economics of Science: Taking Stock and Looking Ahead, National Bureau of Economic Research, Inc.
    6. Foray, Dominique & Lissoni, Francesco, 2010. "University Research and Public–Private Interaction," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 275-314, Elsevier.
    7. Kang, Yankun & Liu, Ruiming & Yang, Bingyan, 2025. "Bridging the ivory tower and industry: How university science parks promote university-industry collaboration?," Research Policy, Elsevier, vol. 54(6).
    8. Sabrina T. Howell, 2024. "Government Intervention in Innovation," Annual Review of Financial Economics, Annual Reviews, vol. 16(1), pages 367-390, November.
    9. Larsen, Maria Theresa, 2011. "The implications of academic enterprise for public science: An overview of the empirical evidence," Research Policy, Elsevier, vol. 40(1), pages 6-19, February.
    10. Jeongsik Lee & Eric Stuen, 2016. "University reputation and technology commercialization: evidence from nanoscale science," The Journal of Technology Transfer, Springer, vol. 41(3), pages 586-609, June.
    11. Naomi Hausman, 2012. "University Innovation, Local Economic Growth, and Entrepreneurship," Working Papers 12-10, Center for Economic Studies, U.S. Census Bureau.
    12. Nelson, Andrew J., 2012. "Putting university research in context: Assessing alternative measures of production and diffusion at Stanford," Research Policy, Elsevier, vol. 41(4), pages 678-691.
    13. Andrea Bonaccorsi & Daniele Biancardi & Mabel Sanchez Barrioluengo & Federico Biagi, 2019. "Study on Higher Education Institutions and Local Development," JRC Research Reports JRC117272, Joint Research Centre.
    14. Perkmann, Markus & Tartari, Valentina & McKelvey, Maureen & Autio, Erkko & Broström, Anders & D’Este, Pablo & Fini, Riccardo & Geuna, Aldo & Grimaldi, Rosa & Hughes, Alan & Krabel, Stefan & Kitson, Mi, 2013. "Academic engagement and commercialisation: A review of the literature on university–industry relations," Research Policy, Elsevier, vol. 42(2), pages 423-442.
    15. Fehder, Daniel C. & Hausman, Naomi & Hochberg, Yael V., 2025. "Innovation and capital," Journal of Financial Economics, Elsevier, vol. 169(C).
    16. Thursby, Jerry & Fuller, Anne W. & Thursby, Marie, 2009. "US faculty patenting: Inside and outside the university," Research Policy, Elsevier, vol. 38(1), pages 14-25, February.
    17. Jorge Guzman & Fiona Murray & Scott Stern & Heidi Williams, 2024. "Accelerating Innovation Ecosystems: The Promise and Challenges of Regional Innovation Engines," Entrepreneurship and Innovation Policy and the Economy, University of Chicago Press, vol. 3(1), pages 9-75.
    18. Liu, Meijun & Hu, Xiao, 2022. "Movers’ advantages: The effect of mobility on scientists’ productivity and collaboration," Journal of Informetrics, Elsevier, vol. 16(3).
    19. David H. Hsu & Jeffrey M. Kuhn, 2023. "Academic stars and licensing experience in university technology commercialization," Strategic Management Journal, Wiley Blackwell, vol. 44(3), pages 887-905, March.
    20. Drivas, Kyriakos & Lei, Zhen & Wright, Brian D., 2017. "Academic patent licenses: Roadblocks or signposts for nonlicensee cumulative innovation?," Journal of Economic Behavior & Organization, Elsevier, vol. 137(C), pages 282-303.

    More about this item

    JEL classification:

    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:nbr:nberwo:32069. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    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.