IDEAS home Printed from https://ideas.repec.org/p/egu/wpaper/1706.html
   My bibliography  Save this paper

Collective Learning in China's Regional Economic Development Formations of Co-Inventors During the Dot-com Bubble in the Research Triangle Region

Author

Listed:
  • Jian Gao
  • Bogang Jun
  • Alex Sandy Pentland
  • Tao Zhou
  • Cesar A. Hidalgo

Abstract

Industrial development is the process by which economies learn how to produce new products and services. But how do economies learn? And who do they learn from? The literature on economic geography and economic development has emphasized two learning channels: inter-industry learning, which involves learning from related industries; and inter-regional learning, which involves learning from neighboring regions. Here we use 25 years of data describing the evolution of China's economy between 1990 and 2015--a period when China multiplied its GDP per capita by a factor of ten--to explore how Chinese provinces diversified their economies. First, we show that the probability that a province will develop a new industry increases with the number of related industries that are already present in that province, a fact that is suggestive of inter-industry learning. Also, we show that the probability that a province will develop an industry increases with the number of neighboring provinces that are developed in that industry, a fact suggestive of inter-regional learning. Moreover, we find that the combination of these two channels exhibit diminishing returns, meaning that the contribution of either of these learning channels is redundant when the other one is present. Finally, we address endogeneity concerns by using the introduction of high-speed rail as an instrument to isolate the effects of inter-regional learning. Our differences-in-differences (DID) analysis reveals that the introduction of high speed-rail increased the industrial similarity of pairs of provinces connected by high-speed rail. Also, industries in provinces that were connected by rail increased their productivity when they were connected by rail to other provinces where that industry was already present. These findings suggest that inter-regional and inter-industry learning played a role in China's great economic expansion.

Suggested Citation

  • Jian Gao & Bogang Jun & Alex Sandy Pentland & Tao Zhou & Cesar A. Hidalgo, 2017. "Collective Learning in China's Regional Economic Development Formations of Co-Inventors During the Dot-com Bubble in the Research Triangle Region," Papers in Evolutionary Economic Geography (PEEG) 1706, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Mar 2017.
  • Handle: RePEc:egu:wpaper:1706
    as

    Download full text from publisher

    File URL: http://econ.geo.uu.nl/peeg/peeg1706.pdf
    File Function: Version March 2017
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Barry Eichengreen & Donghyun Park & Kwanho Shin, 2012. "When Fast-Growing Economies Slow Down: International Evidence and Implications for China," Asian Economic Papers, MIT Press, vol. 11(1), pages 42-87, Winter/Sp.
    2. Catalini, Christian & Fons-Rosen, Christian & Gaule, Patrick, 2016. "Did Cheaper Flights Change the Direction of Science?," IZA Discussion Papers 9897, Institute of Labor Economics (IZA).
    3. Michael Storper & Anthony J. Venables, 2004. "Buzz: face-to-face contact and the urban economy," Journal of Economic Geography, Oxford University Press, vol. 4(4), pages 351-370, August.
    4. Jesus Felipe & Utsav Kumar & Norio Usui & Arnelyn Abdon, 2013. "Why has China succeeded? And why it will continue to do so," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 37(4), pages 791-818.
    5. Daron Acemoglu & Camilo García-Jimeno & James A. Robinson, 2015. "State Capacity and Economic Development: A Network Approach," American Economic Review, American Economic Association, vol. 105(8), pages 2364-2409, August.
    6. 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.
    7. Dani Rodrik, 2006. "What's So Special about China's Exports?," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 14(5), pages 1-19, September.
    8. Ron Boschma & Víctor Martín & Asier Minondo, 2017. "Neighbour regions as the source of new industries," Papers in Regional Science, Wiley Blackwell, vol. 96(2), pages 227-245, June.
    9. Delgado, Mercedes & Porter, Michael E. & Stern, Scott, 2014. "Clusters, convergence, and economic performance," Research Policy, Elsevier, vol. 43(10), pages 1785-1799.
    10. Ron Boschma, 2017. "Relatedness as driver of regional diversification: a research agenda," Regional Studies, Taylor & Francis Journals, vol. 51(3), pages 351-364, March.
    11. Mercedes Delgado & Michael E. Porter & Scott Stern, 2016. "Defining clusters of related industries," Journal of Economic Geography, Oxford University Press, vol. 16(1), pages 1-38.
    12. Bahar, Dany & Hausmann, Ricardo & Hidalgo, Cesar A., 2014. "Neighbors and the evolution of the comparative advantage of nations: Evidence of international knowledge diffusion?," Journal of International Economics, Elsevier, vol. 92(1), pages 111-123.
    13. Ron Boschma & Asier Minondo & Mikel Navarro, 2013. "The Emergence of New Industries at the Regional Level in S pain: A Proximity Approach Based on Product Relatedness," Economic Geography, Clark University, vol. 89(1), pages 29-51, January.
    14. Mercedes Delgado & Michael E. Porter & Scott Stern, 2010. "Clusters and entrepreneurship," Journal of Economic Geography, Oxford University Press, vol. 10(4), pages 495-518, July.
    15. Zheng Song & Kjetil Storesletten & Fabrizio Zilibotti, 2011. "Growing Like China," American Economic Review, American Economic Association, vol. 101(1), pages 196-233, February.
    16. David J. Teece, 2003. "Towards an Economic Theory of the Multiproduct Firm," World Scientific Book Chapters, in: Essays In Technology Management And Policy Selected Papers of David J Teece, chapter 15, pages 419-446, World Scientific Publishing Co. Pte. Ltd..
    17. Justin Yifu Lin, 2012. "New Structural Economics : A Framework for Rethinking Development and Policy," World Bank Publications - Books, The World Bank Group, number 2232, December.
    18. Hausmann, Ricardo & Hidalgo, Cesar, 2014. "The Atlas of Economic Complexity: Mapping Paths to Prosperity," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262525429, December.
    19. Yatang Lin & Yu Qin & Zhuan Zie, 2015. "International Technology Transfer and Domestic Innovation: Evidence from the High-Speed Rail Sector in China," CEP Discussion Papers dp1393, Centre for Economic Performance, LSE.
    20. 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.
    21. Frank Neffke & Martin Henning & Ron Boschma, 2011. "How Do Regions Diversify over Time? Industry Relatedness and the Development of New Growth Paths in Regions," Economic Geography, Clark University, vol. 87(3), pages 237-265, July.
    22. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    23. Anthony Howell & Canfei He & Rudai Yang & C. Cindy Fan, 2018. "Agglomeration, (un)‐related variety and new firm survival in China," Papers in Regional Science, Wiley Blackwell, vol. 97(3), pages 485-500, August.
    24. Yatang Lin & Yu Qin & Zhuan Xie, 2016. "High-speed rail in China," CentrePiece - The magazine for economic performance 484, Centre for Economic Performance, LSE.
    25. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    26. Xiaodong Zhu, 2012. "Understanding China's Growth: Past, Present, and Future," Journal of Economic Perspectives, American Economic Association, vol. 26(4), pages 103-124, Fall.
    27. Dani Rodrik, 2006. "What’s So Special about China’s Exports?," Working Papers id:410, eSocialSciences.
    28. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    29. David J. Teece & Richard Rumelt & Giovanni Dosi & Sidney Winter, 2000. "Understanding Corporate Coherence: Theory and Evidence," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 9, pages 264-293, Edward Elgar Publishing.
    30. Frank Neffke & Martin Svensson Henning, 2009. "Skill-relatedness and firm diversification," Papers on Economics and Evolution 2009-06, Philipps University Marburg, Department of Geography, revised Oct 2010.
    31. Ron Boschma, 2017. "Relatedness as driver behind regional diversification: a research agenda," Papers in Evolutionary Economic Geography (PEEG) 1702, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2017.
    32. 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.
    33. Besley, Timothy & Case, Anne, 2000. "Unnatural Experiments? Estimating the Incidence of Endogenous Policies," Economic Journal, Royal Economic Society, vol. 110(467), pages 672-694, November.
    34. Ron Boschma & Asier Minondo & Mikel Navarro, 2012. "Related variety and regional growth in Spain," Papers in Regional Science, Wiley Blackwell, vol. 91(2), pages 241-256, June.
    35. Thomas J. Holmes, 2011. "The Diffusion of Wal‐Mart and Economies of Density," Econometrica, Econometric Society, vol. 79(1), pages 253-302, January.
    36. Teece, David J., 1980. "Economies of scope and the scope of the enterprise," Journal of Economic Behavior & Organization, Elsevier, vol. 1(3), pages 223-247, September.
    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. Jian Gao & Bogang Jun & Alex Sandy Pentland & Tao Zhou & Cesar A. Hidalgo, 2017. "Collective Learning in China's Regional Economic Development," Papers 1703.01369, arXiv.org.
    2. Kim, Seung Hwan & Jun, Bogang & Lee, Jeong-Dong, 2021. "Technological relatedness: How do firms diversify their technology?," SocArXiv 47ank, Center for Open Science.
    3. Seung Hwan Kim & Bogang Jun & Jeong-Dong Lee, 2023. "Technological relatedness: how do firms diversify their technology?," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(9), pages 4901-4931, September.
    4. Hausmann, Ricardo & Stock, Daniel P. & Yıldırım, Muhammed A., 2022. "Implied comparative advantage," Research Policy, Elsevier, vol. 51(8).
    5. Seung Hwan Kim & Jeong hwan Jeon & Anwar Aridi & Bogang Jun, 2022. "Factors that affect the technological transition of firms toward the industry 4.0 technologies," Papers 2209.02239, arXiv.org.
    6. Yang Li & Frank Neffke, 2022. "Relatedness in regional development: in search of the right specification," Papers in Evolutionary Economic Geography (PEEG) 2208, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Apr 2022.
    7. repec:hal:spmain:info:hdl:2441/1f59r6ssre9eiqb2rso9ui50m2 is not listed on IDEAS
    8. Hartmann, Dominik & Guevara, Miguel R. & Jara-Figueroa, Cristian & Aristarán, Manuel & Hidalgo, César A., 2017. "Linking Economic Complexity, Institutions, and Income Inequality," World Development, Elsevier, vol. 93(C), pages 75-93.
    9. Jung-In Yeon & Sojung Hwang & Bogang Jun, 2022. "The spillover effect of neighboring port on regional industrial diversification and regional economic resilience," Papers 2204.00189, arXiv.org.
    10. Cilem Selin Hazir & Flora Bellone & Cyrielle Gaglio, 2019. "Local product space and firm-level churning in exported products," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(6), pages 1473-1496.
    11. 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.
    12. O’Clery, Neave & Kinsella, Stephen, 2022. "Modular structure in labour networks reveals skill basins," Research Policy, Elsevier, vol. 51(5).
    13. Mattie Landman & Sanna Ojanperä & Stephen Kinsella & Neave O’Clery, 2023. "The role of relatedness and strategic linkages between domestic and MNE sectors in regional branching and resilience," The Journal of Technology Transfer, Springer, vol. 48(2), pages 515-559, April.
    14. Alessia Lo Turco & Daniela Maggioni, 2016. "On firms’ product space evolution: the role of firm and local product relatedness," Journal of Economic Geography, Oxford University Press, vol. 16(5), pages 975-1006.
    15. Evgeniy Kutsenko & Yaroslav Eferin, 2019. "“Whirlpools” and “Safe Harbors” in the Dynamics of Industrial Specialization in Russian Regions," Foresight and STI Governance (Foresight-Russia till No. 3/2015), National Research University Higher School of Economics, vol. 13(3), pages 24-40.
    16. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "Reprint of The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(8).
    17. Simón Sánchez‐Moral & Mário Vale & Alfonso Arellano, 2022. "Skill‐Relatedness and Regional Economic Development in Spain during the International Crisis and the Post‐Crisis Period," Papers in Regional Science, Wiley Blackwell, vol. 101(3), pages 573-602, June.
    18. Jefferson Ricardo Bretas Galetti & Milene Simone Tessarin & Paulo Cesar Morceiro, 2021. "Skill relatedness, structural change and heterogeneous regions: evidence from a developing country," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1355-1376, December.
    19. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    20. Jason Deegan & Tom Broekel & Rune Dahl Fitjar, 2021. "Searching through the Haystack:The Relatedness and Complexity of Priorities in Smart Specialization Strategies," Economic Geography, Taylor & Francis Journals, vol. 97(5), pages 497-520, October.
    21. Alessia Lo Turco & Daniela Maggioni, 2017. "Local Discoveries and Technological Relatedness: the Role of Foreign Firms," Papers in Evolutionary Economic Geography (PEEG) 1710, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jun 2017.

    More about this item

    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:egu:wpaper:1706. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/deguunl.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.