IDEAS home Printed from https://ideas.repec.org/p/uea/ueaccp/2019_05r.html
   My bibliography  Save this paper

Distance (Still) Hampers Diffusion of Innovations

Author

Listed:
  • Georg von Graevenitz

    (Queen Mary University London, School of Business and Management)

  • Stuart J. H. Graham

    (Georgina Institute of Technology)

  • Amanda Myers

    (United States Patent & Trademark Office)

Abstract

This paper introduces a new innovation data source to re-examine how spatial distance affects the diffusion of ideas and innovations in an economy. We exploit the descriptions of products and services contained in U.S. trademark registrations during 1980-2012 to identify terms (tokens) not previously used by firms to describe products and services. From these we select tokens frequently re-used by follower firms. By linking the new tokens to the business addresses of innovator and follower firms, our data encompass all instances in which innovations captured by trademark tokens arise within and diffuse across the United States. We aggregate innovations at the year and ZIP code level and estimate Poisson models of the likelihood and intensity of diffusion between locations. After endogenising the creation of new diffusion links between ZIP codes, our results show that spatial distance no longer affects the creation of diffusion links within the US after 1996. However, contingent on previous diffusion from a sending to a receiving ZIP code, we find persistent, strong and negative effects of greater spatial distance on the intensity (extent) of diffusion for existing transfer links between locations within the US.

Suggested Citation

  • Georg von Graevenitz & Stuart J. H. Graham & Amanda Myers, 2019. "Distance (Still) Hampers Diffusion of Innovations," Working Paper series, University of East Anglia, Centre for Competition Policy (CCP) 2019-05R, Centre for Competition Policy, University of East Anglia, Norwich, UK..
  • Handle: RePEc:uea:ueaccp:2019_05r
    as

    Download full text from publisher

    File URL: https://ueaeco.github.io/working-papers/papers/ccp/CCP-19-05R.pdf
    File Function: main text
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Mendonca, Sandro & Pereira, Tiago Santos & Godinho, Manuel Mira, 2004. "Trademarks as an indicator of innovation and industrial change," Research Policy, Elsevier, vol. 33(9), pages 1385-1404, November.
    2. Jasjit Singh & Matt Marx, 2013. "Geographic Constraints on Knowledge Spillovers: Political Borders vs. Spatial Proximity," Management Science, INFORMS, vol. 59(9), pages 2056-2078, September.
    3. Ulrich Schmoch, 2003. "Service marks as novel innovation indicator," Research Evaluation, Oxford University Press, vol. 12(2), pages 149-156, August.
    4. 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.
    5. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    6. Michelle Alexopoulos & Jon Cohen, 2011. "Volumes of evidence: examining technical change in the last century through a new lens," Canadian Journal of Economics, Canadian Economics Association, vol. 44(2), pages 413-450, May.
    7. Stuart J.H. Graham & Galen Hancock & Alan C. Marco & Amanda Fila Myers, 2013. "The USPTO Trademark Case Files Dataset: Descriptions, Lessons, and Insights," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 22(4), pages 669-705, December.
    8. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, Oxford University Press, vol. 108(3), pages 577-598.
    9. Sharon Belenzon & Mark Schankerman, 2013. "Spreading the Word: Geography, Policy, and Knowledge Spillovers," The Review of Economics and Statistics, MIT Press, vol. 95(3), pages 884-903, July.
    10. Keith Head & Yao Amber Li & Asier Minondo, 2019. "Geography, Ties, and Knowledge Flows: Evidence from Citations in Mathematics," The Review of Economics and Statistics, MIT Press, vol. 101(4), pages 713-727, October.
    11. Meindert Flikkema & Ard-Pieter De Man & Carolina Castaldi, 2014. "Are Trademark Counts a Valid Indicator of Innovation? Results of an In-Depth Study of New Benelux Trademarks Filed by SMEs," Industry and Innovation, Taylor & Francis Journals, vol. 21(4), pages 310-331, May.
    12. Rebecca Henderson & Adam Jaffe & Manuel Trajtenberg, 2005. "Patent Citations and the Geography of Knowledge Spillovers: A Reassessment: Comment," American Economic Review, American Economic Association, vol. 95(1), pages 461-464, March.
    13. Fontana, Roberto & Nuvolari, Alessandro & Shimizu, Hiroshi & Vezzulli, Andrea, 2013. "Reassessing patent propensity: Evidence from a dataset of R&D awards, 1977–2004," Research Policy, Elsevier, vol. 42(10), pages 1780-1792.
    14. Li, Yao Amber, 2014. "Borders and distance in knowledge spillovers: Dying over time or dying with age?—Evidence from patent citations," European Economic Review, Elsevier, vol. 71(C), pages 152-172.
    15. Dmitriev, Mikhail & Comin, Diego & Rossi-Hansberg, Esteban, 2012. "The Spatial Diffusion of Technology," CEPR Discussion Papers 9208, C.E.P.R. Discussion Papers.
    16. Michelle Alexopoulos, 2011. "Read All about It!! What Happens Following a Technology Shock?," American Economic Review, American Economic Association, vol. 101(4), pages 1144-1179, June.
    17. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2000. "Protecting Their Intellectual Assets: Appropriability Conditions and Why U.S. Manufacturing Firms Patent (or Not)," NBER Working Papers 7552, National Bureau of Economic Research, Inc.
    18. Robert Picard, 2015. "GEOINPOLY: Stata module to match geographic locations to shapefile polygons," Statistical Software Components S458016, Boston College Department of Economics, revised 16 Aug 2015.
    19. Windmeijer, F A G & Silva, J M C Santos, 1997. "Endogeneity in Count Data Models: An Application to Demand for Health Care," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 12(3), pages 281-294, May-June.
    20. Nelson, Andrew J., 2009. "Measuring knowledge spillovers: What patents, licenses and publications reveal about innovation diffusion," Research Policy, Elsevier, vol. 38(6), pages 994-1005, July.
    21. Gordon, Robert J., 2018. "Declining American economic growth despite ongoing innovation," Explorations in Economic History, Elsevier, vol. 69(C), pages 1-12.
    22. Simon Hess, 2015. "GEOCODEHERE: Stata module to provide geocoding relying on Nokia’s Here Maps API," Statistical Software Components S458048, Boston College Department of Economics, revised 21 May 2020.
    23. Stuart J. H. Graham & Alan C. Marco & Amanda F. Myers, 2018. "Monetizing marks: Insights from the USPTO Trademark Assignment Dataset," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 27(3), pages 403-432, September.
    24. 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.
    25. Petra Moser, 2012. "Innovation without Patents: Evidence from World's Fairs," Journal of Law and Economics, University of Chicago Press, vol. 55(1), pages 43-74.
    26. Giovanni Peri, 2005. "Determinants of Knowledge Flows and Their Effect on Innovation," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 308-322, May.
    27. Lancaster, Tony, 2000. "The incidental parameter problem since 1948," Journal of Econometrics, Elsevier, vol. 95(2), pages 391-413, April.
    28. Blundell, Richard & Griffith, Rachel & Van Reenen, John, 1995. "Dynamic Count Data Models of Technological Innovation," Economic Journal, Royal Economic Society, vol. 105(429), pages 333-344, March.
    29. Bronwyn H. Hall & Dietmar Harhoff, 2012. "Recent Research on the Economics of Patents," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 541-565, July.
    30. Marco Ceccagnoli & Stuart J.H. Graham & Matthew J. Higgins & Jeongsik Lee, 2010. "Productivity and the role of complementary assets in firms' demand for technology innovations," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(3), pages 839-869, June.
    31. Diego Comin & Bart Hobijn & Emilie Rovito, 2008. "A new approach to measuring technology with an application to the shape of the diffusion curves," The Journal of Technology Transfer, Springer, vol. 33(2), pages 187-207, April.
    32. Emin M. Dinlersoz & Nathan Goldschlag & Amanda Myers & Nikolas Zolas, 2018. "An Anatomy of US Firms Seeking Trademark Registration," NBER Chapters, in: Measuring and Accounting for Innovation in the Twenty-First Century, pages 183-228, National Bureau of Economic Research, Inc.
    33. Chris Forman & Avi Goldfarb & Shane Greenstein, 2016. "Agglomeration of Invention in the Bay Area: Not Just ICT," American Economic Review, American Economic Association, vol. 106(5), pages 146-151, May.
    34. Peter Thompson & Melanie Fox-Kean, 2005. "Patent Citations and the Geography of Knowledge Spillovers: A Reassessment: Reply," American Economic Review, American Economic Association, vol. 95(1), pages 465-466, March.
    35. Stefano Breschi & Francesco Lissoni, 2009. "Mobility of skilled workers and co-invention networks: an anatomy of localized knowledge flows," Journal of Economic Geography, Oxford University Press, vol. 9(4), pages 439-468, July.
    36. Thomas J. Hannigan & Marcelo Cano-Kollmann & Ram Mudambi, 2015. "Thriving innovation amidst manufacturing decline: the Detroit auto cluster and the resilience of local knowledge production," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(3), pages 613-634.
    37. Peter Thompson & Melanie Fox-Kean, 2005. "Patent Citations and the Geography of Knowledge Spillovers: A Reassessment," American Economic Review, American Economic Association, vol. 95(1), pages 450-460, March.
    38. Garrett Dash Nelson & Alasdair Rae, 2016. "An Economic Geography of the United States: From Commutes to Megaregions," PLOS ONE, Public Library of Science, vol. 11(11), pages 1-23, November.
    39. Richard C. Levin & Alvin K. Klevorick & Richard R. Nelson & Sidney G. Winter, 1987. "Appropriating the Returns from Industrial Research and Development," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 18(3, Specia), pages 783-832.
    40. Nelson, Andrew & Earle, Andrew & Howard-Grenville, Jennifer & Haack, Julie & Young, Doug, 2014. "Do innovation measures actually measure innovation? Obliteration, symbolic adoption, and other finicky challenges in tracking innovation diffusion," Research Policy, Elsevier, vol. 43(6), pages 927-940.
    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. Michaels, Jonathan A & Maheswaran, Ravi, 2023. "Conflicting perspectives during guidelines development are an important source of implementation failure," Health Policy, Elsevier, vol. 131(C).

    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. Georg von Graevenitz & Stuart J. H. Graham & Amanda Myers, 2019. "Distance (Still) Hampers Diffusion of Innovations," Working Paper series, University of East Anglia, Centre for Competition Policy (CCP) 2019-05, Centre for Competition Policy, University of East Anglia, Norwich, UK..
    2. Keith Head & Yao Amber Li & Asier Minondo, 2019. "Geography, Ties, and Knowledge Flows: Evidence from Citations in Mathematics," The Review of Economics and Statistics, MIT Press, vol. 101(4), pages 713-727, October.
    3. Stuart J. H. Graham & Alan C. Marco & Amanda F. Myers, 2018. "Patent transactions in the marketplace: Lessons from the USPTO Patent Assignment Dataset," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 27(3), pages 343-371, September.
    4. Po‐Hsuan Hsu & Hai‐Ping Hui & Hsiao‐Hui Lee & Kevin Tseng, 2022. "Supply chain technology spillover, customer concentration, and product invention," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 31(2), pages 393-417, April.
    5. Kyriakos Drivas, 2021. "Which travels farther? Knowledge or rivalry?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 67(2), pages 299-333, October.
    6. Emanuele Bacchiocchi & Fabio Montobbio, 2010. "International Knowledge Diffusion and Home‐bias Effect: Do USPTO and EPO Patent Citations Tell the Same Story?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 112(3), pages 441-470, September.
    7. Lööf, Hans & Perez, Luis & Baum, Christopher F, 2018. "Directed Technical Change in Clean Energy: Evidence from the Solar Industry," Working Paper Series in Economics and Institutions of Innovation 470, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies.
    8. Max Nathan & Anna Rosso, 2017. "Innovative events," Development Working Papers 429, Centro Studi Luca d'Agliano, University of Milano, revised 08 Apr 2019.
    9. Li, Yao Amber, 2014. "Borders and distance in knowledge spillovers: Dying over time or dying with age?—Evidence from patent citations," European Economic Review, Elsevier, vol. 71(C), pages 152-172.
    10. Fackler, Thomas A. & Giesing, Yvonne & Laurentsyeva, Nadzeya, 2020. "Knowledge remittances: Does emigration foster innovation?," Research Policy, Elsevier, vol. 49(9).
    11. Pierre Cotterlaz, 2021. "Three essays on spatial frictions [Trois essais sur les frictions spatiales]," SciencePo Working papers tel-03436173, HAL.
    12. Cohen, Wesley M., 2010. "Fifty Years of Empirical Studies of Innovative Activity and Performance," 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 129-213, Elsevier.
    13. Nagaoka, Sadao & Motohashi, Kazuyuki & Goto, Akira, 2010. "Patent Statistics as an Innovation Indicator," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1083-1127, Elsevier.
    14. Bahar, Dany & Choudhury, Prithwiraj & Rapoport, Hillel, 2020. "Migrant inventors and the technological advantage of nations," Research Policy, Elsevier, vol. 49(9).
    15. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 349-404, Elsevier.
    16. Philippe Aghion & Antoine Dechezleprêtre & David Hémous & Ralf Martin & John Van Reenen, 2016. "Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 1-51.
    17. Nivedita Mukherji & Jonathan Silberman, 2021. "Knowledge flows between universities and industry: the impact of distance, technological compatibility, and the ability to diffuse knowledge," The Journal of Technology Transfer, Springer, vol. 46(1), pages 223-257, February.
    18. Pierre Cotterlaz, 2021. "Three essays on spatial frictions [Trois essais sur les frictions spatiales]," SciencePo Working papers Main tel-03436173, HAL.
    19. Bei, Xiaoshu, 2019. "Trademarks, specialized complementary assets, and the external sourcing of innovation," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    20. Nelson, Andrew J., 2009. "Measuring knowledge spillovers: What patents, licenses and publications reveal about innovation diffusion," Research Policy, Elsevier, vol. 38(6), pages 994-1005, July.

    More about this item

    Keywords

    Innovation; Diffusion; Rate of Diffusion; Distance; Innovation Index; Trademarks; Patents;
    All these keywords.

    JEL classification:

    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • O51 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - U.S.; Canada
    • R1 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics
    • R32 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Other Spatial Production and Pricing Analysis

    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:uea:ueaccp:2019_05r. 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: Juliette Hardmad (email available below). General contact details of provider: https://edirc.repec.org/data/esueauk.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.