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Understanding the Impact of Spatial Externalities on Two-Stage R&D Efficiency: Empirical Evidence from 285 Chinese Prefecture-Level Cities

Author

Listed:
  • Xionghe Qin

    (Hefei University of Technology)

  • Dong Zhang

    (Hefei University of Technology)

  • Debin Du

    (East China Normal University
    East China Normal University)

Abstract

This study applies a spatial Durbin model to empirically investigate the impacts of local agglomeration, regional adjacency, and inter-regional network externalities on research and development (R&D) efficiency employing datasets of 285 Chinese prefecture-level cities covering the period of 2004 to 2020. This highlights the importance of understanding the different types of spatial externalities from a two-stage R&D perspective. The sequential stages of R&D process were identified as knowledge creation and technology transfer with each stage displaying significant spatial heterogeneity in the prefecture-level cities that were assessed. Inter-regional network externalities were shown to be more advantageous for knowledge creation efficiency, whereas local agglomeration externalities exerted a stronger positive influence on technology transfer efficiency. Furthermore, regional adjacency externalities were shown to significantly enhance R&D efficiency, particularly in relation to technology transfer rather than knowledge creation. The findings demonstrate that the significance of local agglomeration, regional adjacency, and inter-regional network externalities varies significantly throughout distinct R&D stages.

Suggested Citation

  • Xionghe Qin & Dong Zhang & Debin Du, 2025. "Understanding the Impact of Spatial Externalities on Two-Stage R&D Efficiency: Empirical Evidence from 285 Chinese Prefecture-Level Cities," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(2), pages 8308-8342, June.
  • Handle: RePEc:spr:jknowl:v:16:y:2025:i:2:d:10.1007_s13132-024-01844-w
    DOI: 10.1007/s13132-024-01844-w
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    1. Lydia Greunz, 2003. "Geographically and technologically mediated knowledge spillovers between European regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 37(4), pages 657-680, December.
    2. Drivas, Kyriakos & Economidou, Claire & Karkalakos, Sotiris & Tsionas, Efthymios G., 2016. "Mobility of knowledge and local innovation activity," European Economic Review, Elsevier, vol. 85(C), pages 39-61.
    3. Wei Yang, 2016. "Policy: Boost basic research in China," Nature, Nature, vol. 534(7608), pages 467-469, June.
    4. Corinne Autant-Bernard, 2012. "Spatial Econometrics of Innovation: Recent Contributions and Research Perspectives," Spatial Economic Analysis, Taylor & Francis Journals, vol. 7(4), pages 403-419, December.
    5. Corinne Autant‐Bernard & Jacques Mairesse & Nadine Massard, 2007. "Spatial knowledge diffusion through collaborative networks," Papers in Regional Science, Wiley Blackwell, vol. 86(3), pages 341-350, August.
    6. David B. Audretsch, 2003. "Innovation And Spatial Externalities," International Regional Science Review, , vol. 26(2), pages 167-174, April.
    7. Stuart S. Rosenthal & William C. Strange, 2003. "Geography, Industrial Organization, and Agglomeration," The Review of Economics and Statistics, MIT Press, vol. 85(2), pages 377-393, May.
    8. Lopolito, Antonio & Falcone, Pasquale Marcello & Sica, Edgardo, 2022. "The role of proximity in sustainability transitions: A technological niche evolution analysis," Research Policy, Elsevier, vol. 51(3).
    9. Justin J. P. Jansen & Frans A. J. Van Den Bosch & Henk W. Volberda, 2006. "Exploratory Innovation, Exploitative Innovation, and Performance: Effects of Organizational Antecedents and Environmental Moderators," Management Science, INFORMS, vol. 52(11), pages 1661-1674, November.
    10. Guan, Jiancheng & Chen, Kaihua, 2012. "Modeling the relative efficiency of national innovation systems," Research Policy, Elsevier, vol. 41(1), pages 102-115.
    11. Andersson, Martin & Larsson, Johan P & Wernberg, Joakim, 2019. "The economic microgeography of diversity and specialization externalities – firm-level evidence from Swedish cities," Research Policy, Elsevier, vol. 48(6), pages 1385-1398.
    12. Jane Qiu, 2014. "China goes back to basics on research funding," Nature, Nature, vol. 507(7491), pages 148-149, March.
    13. Nicola Cortinovis & Frank Oort, 2015. "Variety, economic growth and knowledge intensity of European regions: a spatial panel analysis," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 55(1), pages 7-32, October.
    14. Ning, Lutao & Wang, Fan & Li, Jian, 2016. "Urban innovation, regional externalities of foreign direct investment and industrial agglomeration: Evidence from Chinese cities," Research Policy, Elsevier, vol. 45(4), pages 830-843.
    15. Roper, Stephen & Du, Jun & Love, James H., 2008. "Modelling the innovation value chain," Research Policy, Elsevier, vol. 37(6-7), pages 961-977, July.
    16. Jain, Amit, 2023. "How knowledge loss and network-structure jointly determine R&D productivity in the biotechnology industry," Technovation, Elsevier, vol. 119(C).
    17. Jinwen Qiu & Wenjian Liu & Ning Ning, 2020. "Evolution of Regional Innovation with Spatial Knowledge Spillovers: Convergence or Divergence?," Networks and Spatial Economics, Springer, vol. 20(1), pages 179-208, March.
    18. Asheim, Bjorn T. & Coenen, Lars, 2005. "Knowledge bases and regional innovation systems: Comparing Nordic clusters," Research Policy, Elsevier, vol. 34(8), pages 1173-1190, October.
    19. Alessandra Faggian & Philip McCann, 2004. "Human Capital Flows and Regional Knowledge Assets:A Simultaneous Equation Model," ERSA conference papers ersa04p354, European Regional Science Association.
    20. Orsa Kekezi & Johan Klaesson, 2020. "Agglomeration and innovation of knowledge intensive business services," Industry and Innovation, Taylor & Francis Journals, vol. 27(5), pages 538-561, May.
    21. Kirsten Martinus, 2018. "Labor Networks Connecting Peripheral Economies to the National Innovation System," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 108(3), pages 845-863, May.
    22. Andres Rodriguez-Pose & Riccardo regstdcenzi, 2008. "Research and Development, Spillovers, Innovation Systems, and the Genesis of Regional Growth in Europe," Regional Studies, Taylor & Francis Journals, vol. 42(1), pages 51-67.
    23. S. Deidda & R. Paci & S. Usai, 2002. "Spatial Externalities and Local Economic Growth," Working Paper CRENoS 200206, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    24. Ina Ganguli & Jeffrey Lin & Nicholas Reynolds, 2020. "The Paper Trail of Knowledge Spillovers: Evidence from Patent Interferences," American Economic Journal: Applied Economics, American Economic Association, vol. 12(2), pages 278-302, April.
    25. Allan Williams & Vladimir Balaz, 2009. "Low-Cost Carriers, Economies of Flows and Regional Externalities," Regional Studies, Taylor & Francis Journals, vol. 43(5), pages 677-691.
    26. Stefano Usai, 2011. "The Geography of Inventive Activity in OECD Regions," Regional Studies, Taylor & Francis Journals, vol. 45(6), pages 711-731.
    27. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    28. 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.
    29. Tamás Sebestyén & Attila Varga, 2013. "Research productivity and the quality of interregional knowledge networks," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 51(1), pages 155-189, August.
    30. Börje Johansson & John M. Quigley, 2004. "Agglomeration and networks in spatial economies," Advances in Spatial Science, in: Raymond J. G. M. Florax & David A. Plane (ed.), Fifty Years of Regional Science, pages 165-176, Springer.
    31. Cui, Wenyue & Tang, Jie, 2023. "Innovation convergence clubs and their driving factors within urban agglomeration," Economic Modelling, Elsevier, vol. 121(C).
    32. Leten, Bart & Landoni, Paolo & Van Looy, Bart, 2014. "Science or graduates: How do firms benefit from the proximity of universities?," Research Policy, Elsevier, vol. 43(8), pages 1398-1412.
    33. Valentina Meliciani & Maria Savona, 2015. "The determinants of regional specialisation in business services: agglomeration economies, vertical linkages and innovation," Journal of Economic Geography, Oxford University Press, vol. 15(2), pages 387-416.
    34. 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).
    35. Nonaka, Ikujiro & Byosiere, Philippe & Borucki, Chester C. & Konno, Noboru, 1994. "Organizational knowledge creation theory: A first comprehensive test," International Business Review, Elsevier, vol. 3(4), pages 337-351, December.
    36. Cristiano Antonelli & Alessandra Colombelli, 2017. "The locus of knowledge externalities and the cost of knowledge," Regional Studies, Taylor & Francis Journals, vol. 51(8), pages 1151-1164, August.
    37. Rune Dahl Fitjar & Andrés Rodríguez-Pose, 2011. "Innovating in the Periphery: Firms, Values and Innovation in Southwest Norway," European Planning Studies, Taylor & Francis Journals, vol. 19(4), pages 555-574, April.
    38. Andrea Caragliu & Peter Nijkamp, 2016. "Space and knowledge spillovers in European regions: the impact of different forms of proximity on spatial knowledge diffusion," Journal of Economic Geography, Oxford University Press, vol. 16(3), pages 749-774.
    39. Mary Schoonmaker & Elias Carayannis, 2010. "Assessing the Value of Regional Innovation Networks," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 1(1), pages 48-66, March.
    40. Jasjit Singh, 2007. "Asymmetry of knowledge spillovers between MNCs and host country firms," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(5), pages 764-786, September.
    41. Akihiro Otsuka, 2020. "Inter‐regional networks and productive efficiency in Japan," Papers in Regional Science, Wiley Blackwell, vol. 99(1), pages 115-133, February.
    42. Andre Torre, 2008. "On the Role Played by Temporary Geographical Proximity in Knowledge Transmission," Regional Studies, Taylor & Francis Journals, vol. 42(6), pages 869-889.
    43. Rune Dahl Fitjar & Andrés Rodríguez-Pose, 2015. "Networking, context and firm-level innovation: Cooperation through the regional filter in Norway," Papers in Evolutionary Economic Geography (PEEG) 1516, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised May 2015.
    44. Stephen Roper & James H. Love, 2018. "Knowledge context, learning and innovation: an integrating framework," Industry and Innovation, Taylor & Francis Journals, vol. 25(4), pages 339-364, April.
    45. Akbar Zaheer & Geoffrey G. Bell, 2005. "Benefiting from network position: firm capabilities, structural holes, and performance," Strategic Management Journal, Wiley Blackwell, vol. 26(9), pages 809-825, September.
    46. Roberta Capello, 2000. "The City Network Paradigm: Measuring Urban Network Externalities," Urban Studies, Urban Studies Journal Limited, vol. 37(11), pages 1925-1945, October.
    47. Desrochers, Pierre, 2001. "Geographical Proximity and the Transmission of Tacit Knowledge," The Review of Austrian Economics, Springer;Society for the Development of Austrian Economics, vol. 14(1), pages 25-46, March.
    48. repec:cdl:bphupl:qt6g49t7n4 is not listed on IDEAS
    49. Nonnis, Alberto & Bounfour, Ahmed & Kim, Keungoui, 2023. "Knowledge spillovers and intangible complementarities: Empirical case of European countries," Research Policy, Elsevier, vol. 52(1).
    50. Rafael Boix & Joan Trullén, 2007. "Knowledge, networks of cities and growth in regional urban systems," Papers in Regional Science, Wiley Blackwell, vol. 86(4), pages 551-574, November.
    51. Gassmann, Oliver & von Zedtwitz, Maximilian, 1999. "New concepts and trends in international R&D organization," Research Policy, Elsevier, vol. 28(2-3), pages 231-250, March.
    52. Marcus Conlé & Henning Kroll & Cornelia Storz & Tobias ten Brink, 2023. "University satellite institutes as exogenous facilitators of technology transfer ecosystem development," The Journal of Technology Transfer, Springer, vol. 48(1), pages 147-180, February.
    53. Buzard, Kristy & Carlino, Gerald A. & Hunt, Robert M. & Carr, Jake K. & Smith, Tony E., 2020. "Localized knowledge spillovers: Evidence from the spatial clustering of R&D labs and patent citations," Regional Science and Urban Economics, Elsevier, vol. 81(C).
    54. Dekle, Robert & Eaton, Jonathan, 1999. "Agglomeration and Land Rents: Evidence from the Prefectures," Journal of Urban Economics, Elsevier, vol. 46(2), pages 200-214, September.
    55. Kroll, Henning, 2009. "Spillovers and proximity in perspective: a network approach to improving the operationalisation of proximity," Working Papers "Firms and Region" R2/2009, Fraunhofer Institute for Systems and Innovation Research (ISI).
    56. Geddes, Anna & Schmidt, Tobias S., 2020. "Integrating finance into the multi-level perspective: Technology niche-finance regime interactions and financial policy interventions," Research Policy, Elsevier, vol. 49(6).
    57. Sandra Vinciguerra & Koen Frenken & Jarno Hoekman & Frank van Oort, 2011. "European infrastructure networks and regional innovation in science-based technologies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(5), pages 517-537.
    58. D’Amico, Elettra & Belitski, Maksim & Colombelli, Alessandra, 2023. "Evaluating Internal and External Knowledge Sources in Adopting Artificial Intelligence," Department of Economics and Statistics Cognetti de Martiis. Working Papers 202315, University of Turin.
    59. Morosini, Piero, 2004. "Industrial Clusters, Knowledge Integration and Performance," World Development, Elsevier, vol. 32(2), pages 305-326, February.
    60. Neeta Baporikar, 2020. "Learning Link in Organizational Tacit Knowledge Creation and Dissemination," International Journal of Sociotechnology and Knowledge Development (IJSKD), IGI Global Scientific Publishing, vol. 12(4), pages 70-88, October.
    61. Love, James H. & Roper, Stephen, 2001. "Location and network effects on innovation success: evidence for UK, German and Irish manufacturing plants," Research Policy, Elsevier, vol. 30(4), pages 643-661, April.
    62. Tang, Chenghui & Guan, Mingming & Dou, Jianmin, 2021. "Understanding the impact of High Speed Railway on urban innovation performance from the perspective of agglomeration externalities and network externalities," Technology in Society, Elsevier, vol. 67(C).
    63. Kirsten Martinus & Jun Suzuki & Shabnam Bossaghzadeh, 2020. "Agglomeration economies, interregional commuting and innovation in the peripheries," Regional Studies, Taylor & Francis Journals, vol. 54(6), pages 776-788, June.
    64. Eduardo Goncalves & Eduardo Almeida, 2009. "Innovation and Spatial Knowledge Spillovers: Evidence from Brazilian Patent Data," Regional Studies, Taylor & Francis Journals, vol. 43(4), pages 513-528.
    65. Evert Meijers & Martijn Burger & Michiel Meeteren & Zachary Neal & Ben Derudder, 2016. "Disentangling agglomeration and network externalities: A conceptual typology," Papers in Regional Science, Wiley Blackwell, vol. 95(1), pages 61-80, March.
    66. Nicola Cortinovis & Frank van Oort, 2019. "Between spilling over and boiling down: network-mediated spillovers, local knowledge base and productivity in European regions," Journal of Economic Geography, Oxford University Press, vol. 19(6), pages 1233-1260.
    67. J. Paul Elhorst, 2014. "Dynamic Spatial Panels: Models, Methods and Inferences," SpringerBriefs in Regional Science, in: Spatial Econometrics, edition 127, chapter 0, pages 95-119, Springer.
    68. John B Parr, 2002. "Agglomeration Economies: Ambiguities and Confusions," Environment and Planning A, , vol. 34(4), pages 717-731, April.
    69. Dongho Han & Ilwon Seo, 2023. "Uncertainty in Market-Mediated Technology Transfer and Geographical Diffusion: Evidence from Chinese Technology Flow," Journal of Urban Technology, Taylor & Francis Journals, vol. 30(3), pages 3-22, May.
    70. Andrea Bonaccorsi & Cinzia Daraio, 2005. "Exploring size and agglomeration effects on public research productivity," Scientometrics, Springer;Akadémiai Kiadó, vol. 63(1), pages 87-120, March.
    71. Markus Grillitsch & Magnus Nilsson, 2015. "Innovation in peripheral regions: Do collaborations compensate for a lack of local knowledge spillovers?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(1), pages 299-321, January.
    72. Henri L.F. Groot & Jacques Poot & Martijn J. Smit, 2016. "Which Agglomeration Externalities Matter Most And Why?," Journal of Economic Surveys, Wiley Blackwell, vol. 30(4), pages 756-782, September.
    73. 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.
    74. Feng Han & Rui Xie & Mingyong Lai, 2018. "Traffic density, congestion externalities, and urbanization in China," Spatial Economic Analysis, Taylor & Francis Journals, vol. 13(4), pages 400-421, October.
    75. Sultan Orazbayev, 2017. "Diversity and collaboration in Economics," UCL SSEES Economics and Business working paper series 2017-4, UCL School of Slavonic and East European Studies (SSEES).
    76. Lee Fleming & Olav Sorenson, 2004. "Science as a map in technological search," Strategic Management Journal, Wiley Blackwell, vol. 25(8‐9), pages 909-928, August.
    77. Pindado, Emilio & Sánchez, Mercedes & García Martínez, Marian, 2023. "Entrepreneurial innovativeness: When too little or too much agglomeration hurts," Research Policy, Elsevier, vol. 52(1).
    78. Weidenfeld, Adi & Makkonen, Teemu & Clifton, Nick, 2021. "From interregional knowledge networks to systems," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    79. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    80. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    81. Shen, Neng & Peng, Hui & Wang, Qunwei, 2021. "Spatial dependence, agglomeration externalities and the convergence of carbon productivity," Socio-Economic Planning Sciences, Elsevier, vol. 78(C).
    82. Roberta Capello (ed.), 2017. "Seminal Studies in Regional and Urban Economics," Springer Books, Springer, number 978-3-319-57807-1, March.
    83. Michelle S. Lowe & Allan M. Williams & Gareth Shaw & Katherine Cudworth, 2012. "Self-organizing innovation networks, mobile knowledge carriers and diasporas: insights from a pioneering boutique hotel chain," Journal of Economic Geography, Oxford University Press, vol. 12(5), pages 1113-1138, September.
    84. Anders Malmberg & Dominic Power, 2005. "(How) Do (Firms in) Clusters Create Knowledge?," Industry and Innovation, Taylor & Francis Journals, vol. 12(4), pages 409-431.
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