IDEAS home Printed from https://ideas.repec.org/a/eee/infome/v14y2020i1s1751157719303347.html
   My bibliography  Save this article

The role of geographical proximity in knowledge diffusion, measured by citations to scientific literature

Author

Listed:
  • Abramo, Giovanni
  • D’Angelo, Ciriaco Andrea
  • Di Costa, Flavia

Abstract

This paper analyses the influence of geographic distance on knowledge flows, measured through citations to scientific publications. Previous works using the same approach are limited to single disciplines. In this study, we analyse the Italian scientific production in all disciplines matured in the period 2010–2012. To calculate the geographic distances between citing and cited publications, each one is associated with a “prevalent” territory on the basis of the authors’ affiliations. The results of the application of a gravity model, estimated using ordinary least squares regression, show that despite the spread of IT, geographic distance continues to be an influential factor in the process of knowledge flows between territories. In particular, the analysis reveals that the effect of geographic distance on knowledge flows is significant at the national level, not negligible at the continental level, but completely irrelevant at the intercontinental level.

Suggested Citation

  • Abramo, Giovanni & D’Angelo, Ciriaco Andrea & Di Costa, Flavia, 2020. "The role of geographical proximity in knowledge diffusion, measured by citations to scientific literature," Journal of Informetrics, Elsevier, vol. 14(1).
  • Handle: RePEc:eee:infome:v:14:y:2020:i:1:s1751157719303347
    DOI: 10.1016/j.joi.2020.101010
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1751157719303347
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.joi.2020.101010?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. Crescenzi, Riccardo & Nathan, Max & Rodríguez-Pose, Andrés, 2016. "Do inventors talk to strangers? On proximity and collaborative knowledge creation," Research Policy, Elsevier, vol. 45(1), pages 177-194.
    2. Abramo, Giovanni & D’Angelo, Ciriaco Andrea, 2018. "Who benefits from a country’s scientific research?," Journal of Informetrics, Elsevier, vol. 12(1), pages 249-258.
    3. Erjia Yan & Cassidy R. Sugimoto, 2011. "Institutional interactions: Exploring social, cognitive, and geographic relationships between institutions as demonstrated through citation networks," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 62(8), pages 1498-1514, August.
    4. 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.
    5. Steven Brakman & Charles van Marrewijk, 2008. "It's a big world after all: on the economic impact of location and distance," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 1(3), pages 411-437.
    6. Wuestman, Mignon L. & Hoekman, Jarno & Frenken, Koen, 2019. "The geography of scientific citations," Research Policy, Elsevier, vol. 48(7), pages 1771-1780.
    7. 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.
    8. Alan V. Deardorff, 2011. "Determinants of Bilateral Trade: Does Gravity Work in a Neoclassical World?," World Scientific Book Chapters, in: Robert M Stern (ed.), Comparative Advantage, Growth, And The Gains From Trade And Globalization A Festschrift in Honor of Alan V Deardorff, chapter 24, pages 267-293, World Scientific Publishing Co. Pte. Ltd..
    9. Erjia Yan & Cassidy R. Sugimoto, 2011. "Institutional interactions: Exploring social, cognitive, and geographic relationships between institutions as demonstrated through citation networks," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 62(8), pages 1498-1514, August.
    10. Roberta Capello & Andrea Caragliu, 2018. "Proximities and the Intensity of Scientific Relations," International Regional Science Review, , vol. 41(1), pages 7-44, January.
    11. Tijssen, Robert J. W., 2001. "Global and domestic utilization of industrial relevant science: patent citation analysis of science-technology interactions and knowledge flows," Research Policy, Elsevier, vol. 30(1), pages 35-54, January.
    12. Roderik Ponds & Frank Van Oort & Koen Frenken, 2007. "The geographical and institutional proximity of research collaboration," Papers in Regional Science, Wiley Blackwell, vol. 86(3), pages 423-443, August.
    13. 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.
    14. Zoltán J. Ács & Pontus Braunerhjelm & David B. Audretsch & Bo Carlsson, 2015. "The knowledge spillover theory of entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 7, pages 129-144, Edward Elgar Publishing.
    15. Audretsch, David B. & Lehmann, Erik E., 2005. "Does the Knowledge Spillover Theory of Entrepreneurship hold for regions?," Research Policy, Elsevier, vol. 34(8), pages 1191-1202, October.
    16. Abramo, Giovanni & D’Angelo, Ciriaco Andrea & Carloni, Massimiliano, 2019. "The balance of knowledge flows," Journal of Informetrics, Elsevier, vol. 13(1), pages 1-9.
    17. Adam B. Jaffe & Gaétan de Rassenfosse, 2017. "Patent citation data in social science research: Overview and best practices," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 68(6), pages 1360-1374, June.
    18. James E. Anderson, 2011. "The Gravity Model," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 133-160, September.
    19. James E. Anderson & Eric van Wincoop, 2003. "Gravity with Gravitas: A Solution to the Border Puzzle," American Economic Review, American Economic Association, vol. 93(1), pages 170-192, March.
    20. 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.
    21. 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.
    22. Per Ahlgren & Olle Persson & Robert Tijssen, 2013. "Geographical distance in bibliometric relations within epistemic communities," Scientometrics, Springer;Akadémiai Kiadó, vol. 95(2), pages 771-784, May.
    23. Hicks, Diana & Breitzman, Tony & Olivastro, Dominic & Hamilton, Kimberly, 2001. "The changing composition of innovative activity in the US -- a portrait based on patent analysis," Research Policy, Elsevier, vol. 30(4), pages 681-703, April.
    24. David B. Audretsch & Max Keilbach, 2007. "The Theory of Knowledge Spillover Entrepreneurship," Journal of Management Studies, Wiley Blackwell, vol. 44(7), pages 1242-1254, November.
    25. Erjia Yan & Ying Ding, 2012. "Scholarly network similarities: How bibliographic coupling networks, citation networks, cocitation networks, topical networks, coauthorship networks, and coword networks relate to each other," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(7), pages 1313-1326, July.
    26. Erjia Yan & Ying Ding, 2012. "Scholarly network similarities: How bibliographic coupling networks, citation networks, cocitation networks, topical networks, coauthorship networks, and coword networks relate to each other," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 63(7), pages 1313-1326, July.
    27. Tom Broekel & Wladimir Mueller, 2018. "Critical links in knowledge networks – What about proximities and gatekeeper organisations?," Industry and Innovation, Taylor & Francis Journals, vol. 25(10), pages 919-939, November.
    28. Jiang, Ling (Alice) & Zhu, Nibing & Yang, Zhilin & Xu, Shen & Jun, Minjoon, 2018. "The relationships between distance factors and international collaborative research outcomes: A bibliometric examination," Journal of Informetrics, Elsevier, vol. 12(3), pages 618-630.
    29. Jung Won Sonn & Michael Storper, 2008. "The Increasing Importance of Geographical Proximity in Knowledge Production: An Analysis of US Patent Citations, 1975–1997," Environment and Planning A, , vol. 40(5), pages 1020-1039, May.
    30. Shahadat Uddin & Liaquat Hossain & Alireza Abbasi & Kim Rasmussen, 2012. "Trend and efficiency analysis of co-authorship network," Scientometrics, Springer;Akadémiai Kiadó, vol. 90(2), pages 687-699, February.
    31. Waverly W. Ding & Sharon G. Levin & Paula E. Stephan & Anne E. Winkler, 2010. "The Impact of Information Technology on Academic Scientists' Productivity and Collaboration Patterns," Management Science, INFORMS, vol. 56(9), pages 1439-1461, September.
    32. Vincent Larivière & Yves Gingras & Cassidy R. Sugimoto & Andrew Tsou, 2015. "Team size matters: Collaboration and scientific impact since 1900," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(7), pages 1323-1332, July.
    33. Frenken, Koen & Hardeman, Sjoerd & Hoekman, Jarno, 2009. "Spatial scientometrics: Towards a cumulative research program," Journal of Informetrics, Elsevier, vol. 3(3), pages 222-232.
    34. Aditi Mehta & Marc Rysman & Tim Simcoe, 2010. "Identifying the age profile of patent citations: new estimates of knowledge diffusion," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(7), pages 1179-1204, November/.
    35. Maurseth, Per Botolf & Verspagen, Bart, 2002. " Knowledge Spillovers in Europe: A Patent Citations Analysis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 104(4), pages 531-545, December.
    36. Thed van Leeuwen & Robert Tijssen, 2000. "Interdisciplinary dynamics of modern science: analysis of cross-disciplinary citation flows," Research Evaluation, Oxford University Press, vol. 9(3), pages 183-187, December.
    37. Anderson, James E, 1979. "A Theoretical Foundation for the Gravity Equation," American Economic Review, American Economic Association, vol. 69(1), pages 106-116, March.
    38. Per Botolf Maurseth & Bart Verspagen, 2002. "Knowledge Spillovers in Europe: A Patent Citations Analysis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 104(4), pages 531-545, December.
    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. Yang, Jinqing & Liu, Zhifeng, 2022. "The effect of citation behaviour on knowledge diffusion and intellectual structure," Journal of Informetrics, Elsevier, vol. 16(1).
    2. Abramo, Giovanni & D’Angelo, Ciriaco Andrea & Di Costa, Flavia, 2021. "On the relation between the degree of internationalization of cited and citing publications: A field level analysis, including and excluding self-citations," Journal of Informetrics, Elsevier, vol. 15(1).
    3. Anna Varga-Csajkás & Tamás Sebestyén & Attila Varga, 2023. "Dynamics of collaboration among high-growth firms: results from an agent-based policy simulation," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 70(2), pages 353-377, April.
    4. Giovanni Abramo & Ciriaco Andrea D’Angelo, 2021. "A bibliometric methodology to unveil territorial inequities in the scientific wealth to combat COVID-19," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(8), pages 6601-6624, August.
    5. Abramo, Giovanni & D’Angelo, Ciriaco Andrea & Di Costa, Flavia, 2020. "Knowledge spillovers: Does the geographic proximity effect decay over time? A discipline-level analysis, accounting for cognitive proximity, with and without self-citations," Journal of Informetrics, Elsevier, vol. 14(4).
    6. Abdelghani Maddi & Lesya Baudoin, 2022. "The quality of the web of science data: a longitudinal study on the completeness of authors-addresses links," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(11), pages 6279-6292, November.
    7. Giovanni Abramo & Ciriaco Andrea D’Angelo & Flavia Costa, 2020. "Does the geographic proximity effect on knowledge spillovers vary across research fields?," Scientometrics, Springer;Akadémiai Kiadó, vol. 123(2), pages 1021-1036, May.
    8. Giovanni Abramo & Francesca Apponi & Ciriaco Andrea D'Angelo, 2022. "The geographic proximity effect on domestic cross-sector vis-a-vis intra-sector research collaborations," Papers 2202.10347, arXiv.org.
    9. Jiuling Xiao & Yuting Bao & Jiankang Wang, 2023. "Which neighbor is more conducive to innovation? The moderating effect of partners’ innovation," The Journal of Technology Transfer, Springer, vol. 48(1), pages 33-67, February.
    10. Giovanni Abramo & Ciriaco Andrea D’Angelo, 2020. "The domestic localization of knowledge flows as evidenced by publication citation: the case of Italy," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(2), pages 1305-1329, November.
    11. Giovanni Abramo & Francesca Apponi & Ciriaco Andrea D’Angelo, 2022. "The geographic proximity effect on domestic cross-sector vis-à-vis intra-sector research collaborations," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(6), pages 3505-3521, June.

    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. Giovanni Abramo & Ciriaco Andrea D’Angelo & Flavia Costa, 2020. "Does the geographic proximity effect on knowledge spillovers vary across research fields?," Scientometrics, Springer;Akadémiai Kiadó, vol. 123(2), pages 1021-1036, May.
    2. Abramo, Giovanni & D’Angelo, Ciriaco Andrea & Di Costa, Flavia, 2020. "Knowledge spillovers: Does the geographic proximity effect decay over time? A discipline-level analysis, accounting for cognitive proximity, with and without self-citations," Journal of Informetrics, Elsevier, vol. 14(4).
    3. Abramo, Giovanni & D’Angelo, Ciriaco Andrea & Di Costa, Flavia, 2021. "On the relation between the degree of internationalization of cited and citing publications: A field level analysis, including and excluding self-citations," Journal of Informetrics, Elsevier, vol. 15(1).
    4. Elvira Cerver-Romero & João J. Ferreira & Cristina Fernandes, 2020. "A scientometric analysis of knowledge spillover research," The Journal of Technology Transfer, Springer, vol. 45(3), pages 780-805, June.
    5. Morescalchi, Andrea & Pammolli, Fabio & Penner, Orion & Petersen, Alexander M. & Riccaboni, Massimo, 2015. "The evolution of networks of innovators within and across borders: Evidence from patent data," Research Policy, Elsevier, vol. 44(3), pages 651-668.
    6. Adam B. Jaffe & Gaétan de Rassenfosse, 2017. "Patent citation data in social science research: Overview and best practices," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 68(6), pages 1360-1374, June.
    7. Feldman, Maryann P. & Kogler, Dieter F., 2010. "Stylized Facts in the Geography of Innovation," 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 381-410, Elsevier.
    8. MOTOHASHI Kazuyuki & ZHAO Qiuhan, 2023. "University as a Knowledge Source of Innovation: A spatial analysis of the impact on local high-tech startup creation," Discussion papers 23027, Research Institute of Economy, Trade and Industry (RIETI).
    9. 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.
    10. Zoltán J. Ács & Pontus Braunerhjelm & David B. Audretsch & Bo Carlsson, 2015. "The knowledge spillover theory of entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 7, pages 129-144, Edward Elgar Publishing.
    11. 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.
    12. Carlo Corradini, 2019. "Location determinants of green technological entry: evidence from European regions," Small Business Economics, Springer, vol. 52(4), pages 845-858, April.
    13. Jung Won Sonn & Michael Storper, 2008. "The Increasing Importance of Geographical Proximity in Knowledge Production: An Analysis of US Patent Citations, 1975–1997," Environment and Planning A, , vol. 40(5), pages 1020-1039, May.
    14. Riccardo Cappelli & Fabio Montobbio, 2016. "European Integration and Knowledge Flows across European Regions," Regional Studies, Taylor & Francis Journals, vol. 50(4), pages 709-727, April.
    15. Yan, Erjia & Ding, Ying & Cronin, Blaise & Leydesdorff, Loet, 2013. "A bird's-eye view of scientific trading: Dependency relations among fields of science," Journal of Informetrics, Elsevier, vol. 7(2), pages 249-264.
    16. Anna D’Ambrosio & Sandro Montresor & Mario Davide Parrilli & Francesco Quatraro, 2019. "Migration, communities on the move and international innovation networks: an empirical analysis of Spanish regions," Regional Studies, Taylor & Francis Journals, vol. 53(1), pages 6-16, January.
    17. Diemer, Andreas & Regan, Tanner, 2022. "No inventor is an island: Social connectedness and the geography of knowledge flows in the US," Research Policy, Elsevier, vol. 51(2).
    18. Pierre Cotterlaz, 2021. "Three essays on spatial frictions [Trois essais sur les frictions spatiales]," SciencePo Working papers tel-03436173, HAL.
    19. Francesco Quatraro & Stefano Usai, 2017. "Are knowledge flows all alike? Evidence from European regions," Regional Studies, Taylor & Francis Journals, vol. 51(8), pages 1246-1258, August.
    20. Hiroyasu Inoue & Kentaro Nakajima & Yukiko Umeno Saito, 2019. "Localization of collaborations in knowledge creation," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 62(1), pages 119-140, February.

    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:infome:v:14:y:2020:i:1:s1751157719303347. 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/joi .

    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.