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Where does it matter? Revisiting the role of proximity in knowledge spillovers

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  • Zaizhou Hu
  • Zengdong Cao
  • Anran Du
  • Qin Tu

Abstract

This paper seeks to reconcile the divergent views on the role of proximity in knowledge spillovers through a comparative analysis of proximity's various dimensions and an examination of conditions under which proximity is effective. Our findings indicate that cognitive and social proximity not only mitigate the hindrance of geographical distance on knowledge diffusion but also play a dominant role in facilitating knowledge flows over long distances. Consequently, non‐geographical proximity has a more profound impact on knowledge spillovers, although the effect of geographical proximity remains significant and should not be overlooked. Through mechanistic analysis, we find that geographical proximity is effective in facilitating the diffusion of tacit knowledge, learning by firms with poorer knowledge stock, and searching for unfixed knowledge sources. The impact of geographical proximity on knowledge spillovers depends on a range of conditions, and appreciating this complexity is vital for an accurate comprehension of its role. In contrast, non‐geographical proximity exhibits greater robustness, as it faces fewer limiting conditions and possesses stronger explanatory power.

Suggested Citation

  • Zaizhou Hu & Zengdong Cao & Anran Du & Qin Tu, 2025. "Where does it matter? Revisiting the role of proximity in knowledge spillovers," American Journal of Economics and Sociology, Wiley Blackwell, vol. 84(2), pages 297-322, March.
  • Handle: RePEc:bla:ajecsc:v:84:y:2025:i:2:p:297-322
    DOI: 10.1111/ajes.12604
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    1. MacKinnon, James G & Magee, Lonnie, 1990. "Transforming the Dependent Variable in Regression Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 31(2), pages 315-339, May.
    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. Manfred Fischer & Thomas Scherngell & Eva Jansenberger, 2009. "Geographic localisation of knowledge spillovers: evidence from high-tech patent citations in Europe," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 43(4), pages 839-858, December.
    4. Paul Almeida & Bruce Kogut, 1999. "Localization of Knowledge and the Mobility of Engineers in Regional Networks," Management Science, INFORMS, vol. 45(7), pages 905-917, July.
    5. Ayerst, Stephen & Ibrahim, Faisal & MacKenzie, Gaelan & Rachapalli, Swapnika, 2023. "Trade and diffusion of embodied technology: an empirical analysis," Journal of Monetary Economics, Elsevier, vol. 137(C), pages 128-145.
    6. Adam Jaffe & Manuel Trajtenberg, 1999. "International Knowledge Flows: Evidence From Patent Citations," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 8(1-2), pages 105-136.
    7. Dahl, Michael S. & Pedersen, Christian O.R., 2004. "Knowledge flows through informal contacts in industrial clusters: myth or reality?," Research Policy, Elsevier, vol. 33(10), pages 1673-1686, December.
    8. Qiu, Shumin & Liu, Xielin & Gao, Taishan, 2017. "Do emerging countries prefer local knowledge or distant knowledge? Spillover effect of university collaborations on local firms," Research Policy, Elsevier, vol. 46(7), pages 1299-1311.
    9. 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.
    10. Meric S. Gertler, 2003. "Tacit knowledge and the economic geography of context, or The undefinable tacitness of being (there)," Journal of Economic Geography, Oxford University Press, vol. 3(1), pages 75-99, January.
    11. Battke, Benedikt & Schmidt, Tobias S. & Stollenwerk, Stephan & Hoffmann, Volker H., 2016. "Internal or external spillovers—Which kind of knowledge is more likely to flow within or across technologies," Research Policy, Elsevier, vol. 45(1), pages 27-41.
    12. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    13. Geoffrey G. Bell & Akbar Zaheer, 2007. "Geography, Networks, and Knowledge Flow," Organization Science, INFORMS, vol. 18(6), pages 955-972, December.
    14. Emmanuel Duguet & Megan MacGarvie, 2005. "How well do patent citations measure flows of technology? Evidence from French innovation surveys," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(5), pages 375-393.
    15. 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.
    16. Rachel Griffith & Sokbae Lee & John Van Reenen, 2011. "Is distance dying at last? Falling home bias in fixed‐effects models of patent citations," Quantitative Economics, Econometric Society, vol. 2(2), pages 211-249, July.
    17. Criscuolo, Paola & Verspagen, Bart, 2008. "Does it matter where patent citations come from? Inventor vs. examiner citations in European patents," Research Policy, Elsevier, vol. 37(10), pages 1892-1908, December.
    18. Peter Maskell, 2001. "Knowledge Creation And Diffusion In Geographic Clusters," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 5(02), pages 213-237.
    19. Yi Wang & Danni Yu, 2023. "Impact of University agricultural research and development spillovers on Chinese agribusiness firms’ performance," PLOS ONE, Public Library of Science, vol. 18(12), pages 1-21, December.
    20. 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.
    21. 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.
    22. Philippe Aghion & Xavier Jaravel, 2015. "Knowledge Spillovers, Innovation and Growth," Economic Journal, Royal Economic Society, vol. 0(583), pages 533-573, March.
    23. Agrawal, Ajay & Kapur, Devesh & McHale, John, 2008. "How do spatial and social proximity influence knowledge flows? Evidence from patent data," Journal of Urban Economics, Elsevier, vol. 64(2), pages 258-269, September.
    24. 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.
    25. Jasjit Singh, 2005. "Collaborative Networks as Determinants of Knowledge Diffusion Patterns," Management Science, INFORMS, vol. 51(5), pages 756-770, May.
    26. 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.
    27. Roper, Stephen & Hewitt-Dundas, Nola, 2015. "Knowledge stocks, knowledge flows and innovation: Evidence from matched patents and innovation panel data," Research Policy, Elsevier, vol. 44(7), pages 1327-1340.
    28. Megan MacGarvie, 2006. "Do Firms Learn from International Trade?," The Review of Economics and Statistics, MIT Press, vol. 88(1), pages 46-60, February.
    29. Pierre-Alexandre Balland & José Antonio Belso-Martínez & Andrea Morrison, 2016. "The Dynamics of Technical and Business Knowledge Networks in Industrial Clusters: Embeddedness, Status, or Proximity?," Economic Geography, Taylor & Francis Journals, vol. 92(1), pages 35-60, January.
    30. Pavel N. Krivitsky & Mark S. Handcock, 2014. "A separable model for dynamic networks," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 76(1), pages 29-46, January.
    31. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    32. Elisa Giuliani, 2007. "The selective nature of knowledge networks in clusters: evidence from the wine industry," Journal of Economic Geography, Oxford University Press, vol. 7(2), pages 139-168, March.
    33. Andre Torre & Alain Rallet, 2005. "Proximity and Localization," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 47-59.
    34. repec:bla:scandj:v:104:y:2002:i:4:p:531-45 is not listed on IDEAS
    35. Tom Broekel & Ron Boschma, 2012. "Knowledge networks in the Dutch aviation industry: the proximity paradox," Journal of Economic Geography, Oxford University Press, vol. 12(2), pages 409-433, March.
    36. Obschonka, Martin & Tavassoli, Sam & Rentfrow, P. Jason & Potter, Jeff & Gosling, Samuel D., 2023. "Innovation and inter-city knowledge spillovers: Social, geographical, and technological connectedness and psychological openness," Research Policy, Elsevier, vol. 52(8).
    37. Bottazzi, Laura & Peri, Giovanni, 2003. "Innovation and spillovers in regions: Evidence from European patent data," European Economic Review, Elsevier, vol. 47(4), pages 687-710, August.
    38. Franz Huber, 2012. "On the Role and Interrelationship of Spatial, Social and Cognitive Proximity: Personal Knowledge Relationships of R&D Workers in the Cambridge Information Technology Cluster," Regional Studies, Taylor & Francis Journals, vol. 46(9), pages 1169-1182, October.
    39. Chen, Yongmin & Jiang, Haiwei & Liang, Yousha & Pan, Shiyuan, 2022. "The impact of foreign direct investment on innovation: Evidence from patent filings and citations in China," Journal of Comparative Economics, Elsevier, vol. 50(4), pages 917-945.
    40. Francesco Capone & Luciana Lazzeretti, 2018. "The different roles of proximity in multiple informal network relationships: evidence from the cluster of high technology applied to cultural goods in Tuscany," Industry and Innovation, Taylor & Francis Journals, vol. 25(9), pages 897-917, October.
    41. Jiaming Jiang & Rajeev K. Goel & Xingyuan Zhang, 2019. "Knowledge flows from business method software patents: influence of firms’ global social networks," The Journal of Technology Transfer, Springer, vol. 44(4), pages 1070-1096, August.
    42. Wolfgang Keller, 2002. "Geographic Localization of International Technology Diffusion," American Economic Review, American Economic Association, vol. 92(1), pages 120-142, March.
    43. Michael Roach & Wesley M. Cohen, 2013. "Lens or Prism? Patent Citations as a Measure of Knowledge Flows from Public Research," Management Science, INFORMS, vol. 59(2), pages 504-525, October.
    44. Luigi Aldieri, 2011. "Technological and geographical proximity effects on knowledge spillovers: evidence from the US patent citations," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(6), pages 597-607, January.
    45. Marc F. Bellemare & Christopher B. Barrett & David R. Just, 2013. "The Welfare Impacts of Commodity Price Volatility: Evidence from Rural Ethiopia," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(4), pages 877-899.
    46. David M. Brasington, 2002. "The Demand for Local Public Goods: The Case of Public School Quality," Public Finance Review, , vol. 30(3), pages 163-187, May.
    47. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    48. 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.
    49. 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.
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