IDEAS home Printed from https://ideas.repec.org/p/egu/wpaper/2416.html
   My bibliography  Save this paper

Colocation of skill related suppliers – Revisiting coagglomeration using firm-to-firm network data

Author

Listed:
  • Sandor Juhasz
  • Zoltan Elekes
  • Virag Ilyes
  • Frank Neffke

Abstract

Strong local clusters help firms compete on global markets. One explanation for this is that firms benefit from locating close to their suppliers and customers. However, the emergence of global supply chains shows that physical proximity is not necessarily a prerequisite to successfully manage customer-supplier relations anymore. This raises the question when firms need to colocate in value chains and when they can coordinate over longer distances. We hypothesize that one important aspect is the extent to which supply chain partners exchange not just goods but also know-how. To test this, we build on an expanding literature that studies the drivers of industrial coagglomeration to analyze when supply chain connections lead firms to colocation. We exploit detailed micro-data for the Hungarian economy between 2015 and 2017, linking firm registries, employer-employee matched data and firm-to-firm transaction data from value-added tax records. This allows us to observe colocation, labor flows and value chain connec- tions at the level of firms, as well as construct aggregated coagglomeration patterns, skill relatedness and input-output connections between pairs of industries. We show that supply chains are more likely to support coagglomeration when the industries in- volved are also skill related. That is, input-output and labor market channels reinforce each other, but supplier connections only matter for colocation when industries have similar labor requirements, suggesting that they employ similar types of know-how. We corroborate this finding by analyzing the interactions between firms, showing that supplier relations are more geographically constrained between companies that operate in skill related industries.

Suggested Citation

  • Sandor Juhasz & Zoltan Elekes & Virag Ilyes & Frank Neffke, 2024. "Colocation of skill related suppliers – Revisiting coagglomeration using firm-to-firm network data," Papers in Evolutionary Economic Geography (PEEG) 2416, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised May 2024.
  • Handle: RePEc:egu:wpaper:2416
    as

    Download full text from publisher

    File URL: http://econ.geo.uu.nl/peeg/peeg2416.pdf
    File Function: Version May 2024
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Marcel P. Timmer & Erik Dietzenbacher & Bart Los & Robert Stehrer & Gaaitzen J. Vries, 2015. "An Illustrated User Guide to the World Input–Output Database: the Case of Global Automotive Production," Review of International Economics, Wiley Blackwell, vol. 23(3), pages 575-605, August.
    2. Megha Mukim, 2015. "Coagglomeration of formal and informal industry: evidence from India," Journal of Economic Geography, Oxford University Press, vol. 15(2), pages 329-351.
    3. Ajay Agrawal & Avi Goldfarb, 2008. "Restructuring Research: Communication Costs and the Democratization of University Innovation," American Economic Review, American Economic Association, vol. 98(4), pages 1578-1590, September.
    4. László Halpern & Miklós Koren & Adam Szeidl, 2015. "Imported Inputs and Productivity," American Economic Review, American Economic Association, vol. 105(12), pages 3660-3703, December.
    5. 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, Taylor & Francis Journals, vol. 87(3), pages 237-265, July.
    6. Edward L. Glaeser & Janet E. Kohlhase, 2004. "Cities, regions and the decline of transport costs," Advances in Spatial Science, in: Raymond J. G. M. Florax & David A. Plane (ed.), Fifty Years of Regional Science, pages 197-228, Springer.
    7. Bruce Kogut & Udo Zander, 1992. "Knowledge of the Firm, Combinative Capabilities, and the Replication of Technology," Organization Science, INFORMS, vol. 3(3), pages 383-397, August.
    8. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    9. Frank Neffke & Matté Hartog & Ron Boschma & Martin Henning, 2018. "Agents of Structural Change: The Role of Firms and Entrepreneurs in Regional Diversification," Economic Geography, Taylor & Francis Journals, vol. 94(1), pages 23-48, January.
    10. Rebecca Freeman & Richard Baldwin, 2022. "Risks and Global Supply Chains: What We Know and What We Need to Know," Annual Review of Economics, Annual Reviews, vol. 14(1), pages 153-180, August.
    11. Gábor Békés & Jörn Kleinert & Farid Toubal, 2009. "Spillovers from Multinationals to Heterogeneous Domestic Firms: Evidence from Hungary," The World Economy, Wiley Blackwell, vol. 32(10), pages 1408-1433, October.
    12. Ellison, Glenn & Glaeser, Edward L, 1997. "Geographic Concentration in U.S. Manufacturing Industries: A Dartboard Approach," Journal of Political Economy, University of Chicago Press, vol. 105(5), pages 889-927, October.
    13. Koen Frenken & Ron A. Boschma, 2007. "A theoretical framework for evolutionary economic geography: industrial dynamics and urban growth as a branching process," Journal of Economic Geography, Oxford University Press, vol. 7(5), pages 635-649, September.
    14. Andrew B. Bernard & Andreas Moxnes & Yukiko U. Saito, 2019. "Production Networks, Geography, and Firm Performance," Journal of Political Economy, University of Chicago Press, vol. 127(2), pages 639-688.
    15. Richard Baldwin & Tadashi Ito, 2021. "The smile curve: Evolving sources of value added in manufacturing," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 54(4), pages 1842-1880, November.
    16. Andrea Caragliu & Laura de Dominicis & Henri L.F. de Groot, 2016. "Both Marshall and Jacobs were Right!," Economic Geography, Taylor & Francis Journals, vol. 92(1), pages 87-111, January.
    17. Ron Boschma, 2024. "An evolutionary approach to regional studies on global value chains," Regional Studies, Taylor & Francis Journals, vol. 58(7), pages 1492-1500, July.
    18. 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.
    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. Li, Yang & Neffke, Frank M.H., 2024. "Evaluating the principle of relatedness: Estimation, drivers and implications for policy," Research Policy, Elsevier, vol. 53(3).
    21. Mewes, Lars & Broekel, Tom, 2022. "Technological complexity and economic growth of regions," Research Policy, Elsevier, vol. 51(8).
    22. Pierre-Alexandre Balland & David Rigby, 2017. "The Geography of Complex Knowledge," Economic Geography, Taylor & Francis Journals, vol. 93(1), pages 1-23, January.
    23. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    24. Luisito Bertinelli & Jehan Decrop, 2005. "Geographical agglomeration: Ellison and Glaeser's index applied to the case of Belgian manufacturing industry," Regional Studies, Taylor & Francis Journals, vol. 39(5), pages 567-583.
    25. Delgado, Mercedes & Porter, Michael E. & Stern, Scott, 2014. "Clusters, convergence, and economic performance," Research Policy, Elsevier, vol. 43(10), pages 1785-1799.
    26. 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.
    27. Koen Frenken & Frank Neffke & Alje van Dam, 2023. "Capabilities, institutions and regional economic development: a proposed synthesis," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 16(3), pages 405-416.
    28. Christian Catalini & Christian Fons-Rosen & Patrick Gaulé, 2020. "How Do Travel Costs Shape Collaboration?," Management Science, INFORMS, vol. 66(8), pages 3340-3360, August.
    29. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    30. Balázs Lengyel & Rikard H. Eriksson, 2017. "Co-worker networks, labour mobility and productivity growth in regions," Journal of Economic Geography, Oxford University Press, vol. 17(3), pages 635-660.
    31. O’Clery, Neave & Kinsella, Stephen, 2022. "Modular structure in labour networks reveals skill basins," Research Policy, Elsevier, vol. 51(5).
    32. Ryan M. Gallagher, 2013. "Shipping Costs, Information Costs, And The Sources Of Industrial Coagglomeration," Journal of Regional Science, Wiley Blackwell, vol. 53(2), pages 304-331, May.
    33. Steijn, Mathieu P.A. & Koster, Hans R.A. & Van Oort, Frank G., 2022. "The dynamics of industry agglomeration: Evidence from 44 years of coagglomeration patterns," Journal of Urban Economics, Elsevier, vol. 130(C).
    34. Ram Mudambi, 2008. "Location, control and innovation in knowledge-intensive industries," Journal of Economic Geography, Oxford University Press, vol. 8(5), pages 699-725, September.
    35. Zoltán Elekes & Ron Boschma & Balázs Lengyel, 2019. "Foreign-owned firms as agents of structural change in regions," Regional Studies, Taylor & Francis Journals, vol. 53(11), pages 1603-1613, November.
    36. Robert W. Helsley & William C. Strange, 2014. "Coagglomeration, Clusters, and the Scale and Composition of Cities," Journal of Political Economy, University of Chicago Press, vol. 122(5), pages 1064-1093.
    37. Zsolt Csáfordi & László Lőrincz & Balázs Lengyel & Károly Miklós Kiss, 2020. "Productivity spillovers through labor flows: productivity gap, multinational experience and industry relatedness," The Journal of Technology Transfer, Springer, vol. 45(1), pages 86-121, February.
    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. S'andor Juh'asz & Zolt'an Elekes & Vir'ag Ily'es & Frank Neffke, 2024. "Colocation of skill related suppliers -- Revisiting coagglomeration using firm-to-firm network data," Papers 2405.07071, arXiv.org.
    2. Eduardo Hernandez-Rodriguez & Ron Boschma & Andrea Morrison & Xianjia Ye, 2024. "Functional upgrading and downgrading in global value chains: The role of complementary interregional value chain linkages in EU regions," Papers in Evolutionary Economic Geography (PEEG) 2432, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Oct 2024.
    3. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    4. O’Clery, Neave & Kinsella, Stephen, 2022. "Modular structure in labour networks reveals skill basins," Research Policy, Elsevier, vol. 51(5).
    5. Lengyel, Balázs & Elekes, Zoltán, 2020. "A külföldi tulajdonú vállalatok és az import szerepe a hazai térségek exportjának diverzifikációjában [Foreign-owned firms and the role of their imports in diversifying Hungarys exports]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(4), pages 352-378.
    6. 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.
    7. 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.
    8. Li, Yang & Neffke, Frank M.H., 2024. "Evaluating the principle of relatedness: Estimation, drivers and implications for policy," Research Policy, Elsevier, vol. 53(3).
    9. van der Wouden, Frank & Youn, Hyejin, 2023. "The impact of geographical distance on learning through collaboration," Research Policy, Elsevier, vol. 52(2).
    10. Mariane Santos Françoso & Ron Boschma & Nicholas Vonortas, 2024. "Regional diversification in Brazil: The role of relatedness and complexity," Growth and Change, Wiley Blackwell, vol. 55(1), March.
    11. Ulrich Schetter & Dario Diodato & Eric S. M. Protzer & Frank Neffke & Ricardo Hausmann, 2024. "From Products to Capabilities: Constructing A Genotypic Product Space," Growth Lab Working Papers 230, Harvard's Growth Lab.
    12. Nils Grashof & Stefano Basilico, 2023. "The dark side of green innovation? Green transition and regional inequality in Europe," Papers in Evolutionary Economic Geography (PEEG) 2314, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jun 2023.
    13. Pinheiro, Flávio L. & Hartmann, Dominik & Boschma, Ron & Hidalgo, César A., 2022. "The time and frequency of unrelated diversification," Research Policy, Elsevier, vol. 51(8).
    14. C'esar A. Hidalgo, 2022. "The Policy Implications of Economic Complexity," Papers 2205.02164, arXiv.org, revised Aug 2023.
    15. Bahar, Dany & Rosenow, Samuel & Stein, Ernesto & Wagner, Rodrigo, 2019. "Export take-offs and acceleration: Unpacking cross-sector linkages in the evolution of comparative advantage," World Development, Elsevier, vol. 117(C), pages 48-60.
    16. Duygu Buyukyazici & Leonardo Mazzoni & Massimo Riccaboni & Francesco Serti, 2024. "Workplace skills as regional capabilities: relatedness, complexity and industrial diversification of regions," Regional Studies, Taylor & Francis Journals, vol. 58(3), pages 469-489, March.
    17. Jeroen Content & Nicola Cortinovis & Koen Frenken & Jacob Jordaan, 2022. "The roles of KIBS and R&D in the industrial diversification of regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 68(1), pages 29-64, February.
    18. Delgado, Mercedes & Porter, Michael E. & Stern, Scott, 2014. "Clusters, convergence, and economic performance," Research Policy, Elsevier, vol. 43(10), pages 1785-1799.
    19. 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.
    20. Tom Broekel & Rune Dahl Fitjar & Silje Haus-Reve, 2021. "The roles of diversity, complexity, and relatedness in regional development – What does the occupational perspective add?," Papers in Evolutionary Economic Geography (PEEG) 2135, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Nov 2021.

    More about this item

    Keywords

    coagglomeration; labor flow network; skill relatedness; supply chain;
    All these keywords.

    JEL classification:

    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • D57 - Microeconomics - - General Equilibrium and Disequilibrium - - - Input-Output Tables and Analysis

    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:2416. 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.