IDEAS home Printed from https://ideas.repec.org/a/bla/growch/v54y2023i4p826-852.html
   My bibliography  Save this article

How does industrial agglomeration affect regional innovation? A spatial econometric analysis

Author

Listed:
  • Nana Yang
  • Qiming Liu

Abstract

This study empirically investigates the direct and indirect (spillover) effects of three types of industrial agglomeration with different cognitive distances, namely, industrial specialization, industrial related variety, and industrial unrelated variety, on regional innovation. Accordingly, we applied the concepts of related and unrelated variety and used spatial econometric analysis. Based on panel data of 283 Chinese cities from 2004 to 2016, the empirical results reveal that both industrial specialization and industrial related variety significantly improve regional innovation and produce positive spatial spillover effects on the surrounding regions. However, industrial unrelated variety has a significant negative impact on regional innovation and produces a negative spatial spillover effect on the surrounding regions. Moreover, the direct and indirect effects of the three types of industrial agglomeration on regional innovation between China's coastal and inland cities. The findings have important theoretical and policy implications.

Suggested Citation

  • Nana Yang & Qiming Liu, 2023. "How does industrial agglomeration affect regional innovation? A spatial econometric analysis," Growth and Change, Wiley Blackwell, vol. 54(4), pages 826-852, December.
  • Handle: RePEc:bla:growch:v:54:y:2023:i:4:p:826-852
    DOI: 10.1111/grow.12677
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/grow.12677
    Download Restriction: no

    File URL: https://libkey.io/10.1111/grow.12677?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
    ---><---

    References listed on IDEAS

    as
    1. Aarstad, Jarle & Kvitastein, Olav A. & Jakobsen, Stig-Erik, 2016. "Related and unrelated variety as regional drivers of enterprise productivity and innovation: A multilevel study," Research Policy, Elsevier, vol. 45(4), pages 844-856.
    2. Argentino Pessoa, 2014. "Agglomeration and regional growth policy: externalities versus comparative advantages," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(1), pages 1-27, August.
    3. Carolina Castaldi & Koen Frenken & Bart Los, 2015. "Related Variety, Unrelated Variety and Technological Breakthroughs: An analysis of US State-Level Patenting," Regional Studies, Taylor & Francis Journals, vol. 49(5), pages 767-781, May.
    4. Diego Puga, 2010. "The Magnitude And Causes Of Agglomeration Economies," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 203-219, February.
    5. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    6. Roberto Basile & Rosanna Pittiglio & Filippo Reganati, 2017. "Do agglomeration externalities affect firm survival?," Regional Studies, Taylor & Francis Journals, vol. 51(4), pages 548-562, April.
    7. Feldman, Maryann P. & Audretsch, David B., 1999. "Innovation in cities:: Science-based diversity, specialization and localized competition," European Economic Review, Elsevier, vol. 43(2), pages 409-429, February.
    8. Li, Jing & Chen, Dong & Shapiro, Daniel M., 2013. "FDI Spillovers at the National and Subnational Level: The Impact on Product Innovation by Chinese Firms," Management and Organization Review, Cambridge University Press, vol. 9(3), pages 413-435, November.
    9. Ernest Miguelez & Rosina Moreno, 2018. "Relatedness, external linkages and regional innovation in Europe," Regional Studies, Taylor & Francis Journals, vol. 52(5), pages 688-701, May.
    10. 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.
    11. Sam Tavassoli & Nunzia Carbonara, 2014. "The role of knowledge variety and intensity for regional innovation," Small Business Economics, Springer, vol. 43(2), pages 493-509, August.
    12. Thomas Kemeny & Michael Storper, 2015. "Is Specialization Good for Regional Economic Development?," Regional Studies, Taylor & Francis Journals, vol. 49(6), pages 1003-1018, June.
    13. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    14. Gerben Panne, 2004. "Agglomeration externalities: Marshall versus Jacobs," Journal of Evolutionary Economics, Springer, vol. 14(5), pages 593-604, December.
    15. Danielle Galliano & Marie-Beno�t Magrini & Pierre Triboulet, 2015. "Marshall's versus Jacobs' Externalities in Firm Innovation Performance: The Case of French Industry," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1840-1858, November.
    16. Riccardo Crescenzi & Andrés Rodríguez-Pose & Michael Storper, 2012. "The territorial dynamics of innovation in China and India," Journal of Economic Geography, Oxford University Press, vol. 12(5), pages 1055-1085, September.
    17. Leiva, Mauricio & Vasquez-Lavín, Felipe & Ponce Oliva, Roberto D., 2020. "Do immigrants increase crime? Spatial analysis in a middle-income country," World Development, Elsevier, vol. 126(C).
    18. M. Hartog & R. Boschma & M. Sotarauta, 2012. "The Impact of Related Variety on Regional Employment Growth in Finland 1993--2006: High-Tech versus Medium/Low-Tech," Industry and Innovation, Taylor & Francis Journals, vol. 19(6), pages 459-476, August.
    19. Glenn Ellison & Edward L. Glaeser & William R. Kerr, 2010. "What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns," American Economic Review, American Economic Association, vol. 100(3), pages 1195-1213, June.
    20. Philip McCann & Raquel Ortega-Argil�s, 2015. "Smart Specialization, Regional Growth and Applications to European Union Cohesion Policy," Regional Studies, Taylor & Francis Journals, vol. 49(8), pages 1291-1302, August.
    21. Li, Jing & Chen, Dong & Shapiro, Daniel M., 2013. "FDI Spillovers at the National and Subnational Level: The Impact on Product Innovation by Chinese Firms," Management and Organization Review, Cambridge University Press, pages 413-436.
    22. Liang, Jiaochen & Goetz, Stephan J., 2018. "Technology intensity and agglomeration economies," Research Policy, Elsevier, vol. 47(10), pages 1990-1995.
    23. Zheng, Xinye & Li, Fanghua & Song, Shunfeng & Yu, Yihua, 2013. "Central government's infrastructure investment across Chinese regions: A dynamic spatial panel data approach," China Economic Review, Elsevier, vol. 27(C), pages 264-276.
    24. Gianni Guastella & Frank G. van Oort, 2015. "Regional Heterogeneity and Interregional Research Spillovers in European Innovation: Modelling and Policy Implications," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1772-1787, November.
    25. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    26. Ron Boschma & Simona Iammarino, 2009. "Related Variety, Trade Linkages, and Regional Growth in Italy," Economic Geography, Clark University, vol. 85(3), pages 289-311, July.
    27. Kolja Hesse & Dirk Fornahl, 2020. "Essential ingredients for radical innovations? The role of (un‐)related variety and external linkages in Germany," Papers in Regional Science, Wiley Blackwell, vol. 99(5), pages 1165-1183, October.
    28. 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.
    29. Stefan P.T. Groot & Henri L.F. Groot & Martijn J. Smit, 2014. "Regional Wage Differences In The Netherlands: Micro Evidence On Agglomeration Externalities," Journal of Regional Science, Wiley Blackwell, vol. 54(3), pages 503-523, June.
    30. Luc Anselin & Attila Varga & Zoltan Acs, 2008. "Local Geographic Spillovers Between University Research and High Technology Innovations," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 9, pages 95-121, Edward Elgar Publishing.
    31. Enrico Moretti, 2014. "Local Economic Development, Agglomeration Economies, and the Big Push: 100 Years of Evidence from the Tennessee Valley Authority," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 275-331.
    32. 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.
    33. Steven Pinch & Peter Sunley, 2016. "Do Urban Social Enterprises Benefit from Agglomeration? Evidence from Four UK Cities," Regional Studies, Taylor & Francis Journals, vol. 50(8), pages 1290-1301, August.
    34. Feng, Suling & Sui, Bo & Liu, Huimin & Li, Guoxiang, 2020. "Environmental decentralization and innovation in China," Economic Modelling, Elsevier, vol. 93(C), pages 660-674.
    35. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    36. Jin Hong & Ruonan Zhu & Bojun Hou & Hongying Wang, 2019. "Academia-industry collaboration and regional innovation convergence in China," Knowledge Management Research & Practice, Taylor & Francis Journals, vol. 17(4), pages 396-407, October.
    37. Ping Lu & Jianhui Liu & Yunxuan Wang & Lei Ruan, 2021. "Can industrial agglomeration improve regional green total factor productivity in China? An empirical analysis based on spatial econometrics," Growth and Change, Wiley Blackwell, vol. 52(2), pages 1011-1039, June.
    38. 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.
    39. Ejdemo, Thomas & Örtqvist, Daniel, 2020. "Related variety as a driver of regional innovation and entrepreneurship: A moderated and mediated model with non-linear effects," Research Policy, Elsevier, vol. 49(7).
    40. Jing Li & Dong Chen & Daniel M. Shapiro, 2013. "FDI Spillovers at the National and Subnational Level: The Impact on Product Innovation by Chinese Firms. 外国直接投资在国家及地区层面的溢出效应:对中国企业产品创新的影响," Management and Organization Review, The International Association for Chinese Management Research, vol. 9(3), pages 413-435, November.
    41. 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.
    42. Michael Fritsch & Sandra Kublina, 2018. "Related variety, unrelated variety and regional growth: the role of absorptive capacity and entrepreneurship," Regional Studies, Taylor & Francis Journals, vol. 52(10), pages 1360-1371, October.
    43. Sai Yayavaram & Wei-Ru Chen, 2015. "Changes in firm knowledge couplings and firm innovation performance: The moderating role of technological complexity," Strategic Management Journal, Wiley Blackwell, vol. 36(3), pages 377-396, March.
    44. Min Zhang & Seung‐hun Chung, 2020. "Is air pollution detrimental to regional innovation? Evidence from Chinese cities," Growth and Change, Wiley Blackwell, vol. 51(4), pages 1657-1689, December.
    45. Jeroen Content & Koen Frenken & Jacob A. Jordaan, 2019. "Does related variety foster regional entrepreneurship? Evidence from European regions," Regional Studies, Taylor & Francis Journals, vol. 53(11), pages 1531-1543, November.
    46. Han, Feng & Xie, Rui & Fang, Jiayu, 2018. "Urban agglomeration economies and industrial energy efficiency," Energy, Elsevier, vol. 162(C), pages 45-59.
    Full references (including those not matched with items on IDEAS)

    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. Ejdemo, Thomas & Örtqvist, Daniel, 2020. "Related variety as a driver of regional innovation and entrepreneurship: A moderated and mediated model with non-linear effects," Research Policy, Elsevier, vol. 49(7).
    2. S. Stavropoulos & F. G. Oort & M. J. Burger, 2020. "Heterogeneous relatedness and firm productivity," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 65(2), pages 403-437, October.
    3. Liang, Jiaochen & Goetz, Stephan J., 2018. "Technology intensity and agglomeration economies," Research Policy, Elsevier, vol. 47(10), pages 1990-1995.
    4. Ren Lu & Qing Song & Ting Xia & Daguo Lv & Torger Reve & Ze Jian, 2021. "Unpacking the U‐shaped relationship between related variety and firm sales: Evidence from Japan," Papers in Regional Science, Wiley Blackwell, vol. 100(5), pages 1136-1157, October.
    5. Raquel Ortega-Argilés, 2022. "The evolution of regional entrepreneurship policies: “no one size fits all”," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 69(3), pages 585-610, December.
    6. Aarstad, Jarle & Kvitastein, Olav A. & Jakobsen, Stig-Erik, 2016. "Related and unrelated variety as regional drivers of enterprise productivity and innovation: A multilevel study," Research Policy, Elsevier, vol. 45(4), pages 844-856.
    7. Roberto Ercole & Robert O'neill, 2017. "The Influence of Agglomeration Externalities on Manufacturing Growth Within Indonesian Locations," Growth and Change, Wiley Blackwell, vol. 48(1), pages 91-126, March.
    8. Park, Jeong-Il, 2020. "Industrial diversity in building units and factors associated with diversity: A case study of the Seoul Metropolitan Area," Research Policy, Elsevier, vol. 49(5).
    9. Apa, Roberta & De Noni, Ivan & Orsi, Luigi & Sedita, Silvia Rita, 2018. "Knowledge space oddity: How to increase the intensity and relevance of the technological progress of European regions," Research Policy, Elsevier, vol. 47(9), pages 1700-1712.
    10. Hu, Tiancheng & Guo, Rui & Ning, Lutao, 2022. "Intangible assets and foreign ownership in international joint ventures: The moderating role of related and unrelated industrial agglomeration," Research in International Business and Finance, Elsevier, vol. 61(C).
    11. Ning, Lutao & Guo, Rui & Chen, Kaihua, 2023. "Does FDI bring knowledge externalities for host country firms to develop complex technologies? The catalytic role of overseas returnee clustering structures," Research Policy, Elsevier, vol. 52(6).
    12. Thomas Ejdemo & Daniel Örtqvist, 2021. "Exploring a leading and lagging regions dichotomy: does entrepreneurship and diversity explain it?," Journal of Innovation and Entrepreneurship, Springer, vol. 10(1), pages 1-26, December.
    13. Jeroen Content & Koen Frenken, 2016. "Related variety and economic development: a literature review," European Planning Studies, Taylor & Francis Journals, vol. 24(12), pages 2097-2112, December.
    14. Marte C.W. Solheim & Ron Boschma & Sverre Herstad, 2018. "Related variety, unrelated variety and the novelty content of firm innovation in urban and non-urban locations," Papers in Evolutionary Economic Geography (PEEG) 1836, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Oct 2018.
    15. Michael Fritsch & Sandra Kublina, 2018. "Related variety, unrelated variety and regional growth: the role of absorptive capacity and entrepreneurship," Regional Studies, Taylor & Francis Journals, vol. 52(10), pages 1360-1371, October.
    16. Haifeng Qian, 2018. "Knowledge-Based Regional Economic Development: A Synthetic Review of Knowledge Spillovers, Entrepreneurship, and Entrepreneurial Ecosystems," Economic Development Quarterly, , vol. 32(2), pages 163-176, May.
    17. Naldi, Lucia & Criaco, Giuseppe & Patel, Pankaj C., 2020. "Related and unrelated industry variety and the internationalization of start-ups," Research Policy, Elsevier, vol. 49(10).
    18. Kim, Jungho & Kollmann, Trevor & Palangkaraya, Alfons & Webster, Elizabeth, 2022. "Does local technological specialisation, diversity and dynamic competition enhance firm creation?," Research Policy, Elsevier, vol. 51(7).
    19. Cheng, Ruiqi & Yuan, Peng & Jiang, Gongxiong, 2023. "Growth, agglomeration externalities, and survival: Evidence from Chinese manufacturing start-ups," Journal of Business Research, Elsevier, vol. 154(C).
    20. Jan Fagerberg & Martin Srholec, 2023. "Capabilities, diversification & economic dynamics in European Regions," The Journal of Technology Transfer, Springer, vol. 48(2), pages 623-644, April.

    More about this item

    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:bla:growch:v:54:y:2023:i:4:p:826-852. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0017-4815 .

    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.