IDEAS home Printed from https://ideas.repec.org/a/eee/respol/v54y2025i7s0048733325001015.html

Varieties of agglomeration: Disentangling horizontal and vertical agglomeration within the manufacturing sector in the United States

Author

Listed:
  • Kalathil, Nikhil
  • Lanahan, Lauren
  • Feldman, Maryann
  • Fuchs, Erica R.H

Abstract

We decompose regional agglomerations into two components that differentiate between horizontal (co-location with peer industries) and vertical (co-location with suppliers) agglomeration. Using employment and establishment data at the US county level and the six-digit industry level, we demonstrate that manufacturing industries and regions that would otherwise look similar, in fact vary in their degree of vertical and horizontal agglomeration. Industries with a higher contribution of manufactured goods to overall inputs' value are correlated with vertical agglomeration, while more R&D intensive industries are correlated with horizontal agglomeration. Using the semiconductor industry as an illustrative example, we document how heterogeneity in industry-county rates of vertical and horizontal agglomeration reflects differences in the products manufactured. These industry-level and within-industry differences are under-observed and sometimes obfuscated by existing agglomeration measures. We conclude with a theoretical framework for regional and industrial policy interventions.

Suggested Citation

  • Kalathil, Nikhil & Lanahan, Lauren & Feldman, Maryann & Fuchs, Erica R.H, 2025. "Varieties of agglomeration: Disentangling horizontal and vertical agglomeration within the manufacturing sector in the United States," Research Policy, Elsevier, vol. 54(7).
  • Handle: RePEc:eee:respol:v:54:y:2025:i:7:s0048733325001015
    DOI: 10.1016/j.respol.2025.105272
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0048733325001015
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.respol.2025.105272?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
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Kyle R. Myers & Lauren Lanahan, 2022. "Estimating Spillovers from Publicly Funded R&D: Evidence from the US Department of Energy," American Economic Review, American Economic Association, vol. 112(7), pages 2393-2423, July.
    2. 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.
    3. Bogang Jun & Aamena Alshamsi & Jian Gao & César A. Hidalgo, 2020. "Bilateral relatedness: knowledge diffusion and the evolution of bilateral trade," Journal of Evolutionary Economics, Springer, vol. 30(2), pages 247-277, April.
    4. Frank Neffke & Martin Svensson Henning, 2008. "Revealed Relatedness: Mapping Industry Space," DRUID Working Papers 08-18, DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies.
    5. Chad P. Bown & Dan Wang, 2024. "Semiconductors and Modern Industrial Policy," Journal of Economic Perspectives, American Economic Association, vol. 38(4), pages 81-110, Fall.
    6. Autant-Bernard, Corinne & Fadairo, Muriel & Massard, Nadine, 2013. "Knowledge diffusion and innovation policies within the European regions: Challenges based on recent empirical evidence," Research Policy, Elsevier, vol. 42(1), pages 196-210.
    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. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    9. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    10. Michael Porter, 2003. "The Economic Performance of Regions," Regional Studies, Taylor & Francis Journals, vol. 37(6-7), pages 549-578.
    11. 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.
    12. Zoltan J. Acs & David B. Audretsch & Maryann P. Feldman, 2008. "R&D Spillovers and Recipient Firm Size," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 8, pages 88-94, Edward Elgar Publishing.
    13. Diodato, Dario & Neffke, Frank & O’Clery, Neave, 2018. "Why do industries coagglomerate? How Marshallian externalities differ by industry and have evolved over time," Journal of Urban Economics, Elsevier, vol. 106(C), pages 1-26.
    14. Edward L. Glaeser & William R. Kerr, 2009. "Local Industrial Conditions and Entrepreneurship: How Much of the Spatial Distribution Can We Explain?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 18(3), pages 623-663, September.
    15. 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.
    16. Krugman, Paul, 1980. "Scale Economies, Product Differentiation, and the Pattern of Trade," American Economic Review, American Economic Association, vol. 70(5), pages 950-959, December.
    17. 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.
    18. Le Chen & Leshui Yu & Jiangbin Yin & Meijun Xi, 2023. "Impact of Population Density on Spatial Differences in the Economic Growth of Urban Agglomerations: The Case of Guanzhong Plain Urban Agglomeration, China," Sustainability, MDPI, vol. 15(19), pages 1-18, October.
    19. Gilles Duranton & Henry G. Overman, 2005. "Testing for Localization Using Micro-Geographic Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(4), pages 1077-1106.
    20. Corinne Autant‐Bernard & Pascal Billand & David Frachisse & Nadine Massard, 2007. "Social distance versus spatial distance in R&D cooperation: Empirical evidence from European collaboration choices in micro and nanotechnologies," Papers in Regional Science, Wiley Blackwell, vol. 86(3), pages 495-519, August.
    21. Frank Neffke & Martin Henning, 2013. "Skill relatedness and firm diversification," Strategic Management Journal, Wiley Blackwell, vol. 34(3), pages 297-316, March.
    22. Edward Feser & Edward Bergman, 2000. "National Industry Cluster Templates: A Framework for Applied Regional Cluster Analysis," Regional Studies, Taylor & Francis Journals, vol. 34(1), pages 1-19.
    23. Carolina Castaldi & Kyriakos Drivas, 2023. "Relatedness, Cross-relatedness and Regional Innovation Specializations: An Analysis of Technology, Design, and Market Activities in Europe and the US," Economic Geography, Taylor & Francis Journals, vol. 99(3), pages 253-284, May.
    24. 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.
    25. 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.
    26. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    27. Evert Meijers & Martijn Burger & Edward L. Glaeser & Giacomo A. M. Ponzetto & Yimei Zou, 2016. "Urban networks: Connecting markets, people, and ideas," Papers in Regional Science, Wiley Blackwell, vol. 95(1), pages 17-59, March.
    28. Teresa Farinha & Pierre-Alexandre Balland & Andrea Morrison & Ron Boschma, 2019. "What drives the geography of jobs in the US? Unpacking relatedness," Industry and Innovation, Taylor & Francis Journals, vol. 26(9), pages 988-1022, October.
    29. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    30. 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.
    31. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    32. Delgado, Mercedes & Porter, Michael E. & Stern, Scott, 2014. "Clusters, convergence, and economic performance," Research Policy, Elsevier, vol. 43(10), pages 1785-1799.
    33. Juan Alcácer & Wilbur Chung, 2007. "Location Strategies and Knowledge Spillovers," Management Science, INFORMS, vol. 53(5), pages 760-776, May.
    34. Vasco M. Carvalho & Alireza Tahbaz-Salehi, 2019. "Production Networks: A Primer," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 635-663, August.
    35. Miguel R. Guevara & Dominik Hartmann & Manuel Aristarán & Marcelo Mendoza & César A. Hidalgo, 2016. "The research space: using career paths to predict the evolution of the research output of individuals, institutions, and nations," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(3), pages 1695-1709, December.
    36. Susan Helper & Rebecca Henderson, 2014. "Management Practices, Relational Contracts, and the Decline of General Motors," Journal of Economic Perspectives, American Economic Association, vol. 28(1), pages 49-72, Winter.
    37. Delgado, Mercedes & Mills, Karen G., 2020. "The supply chain economy: A new industry categorization for understanding innovation in services," Research Policy, Elsevier, vol. 49(8).
    38. Russell Golman & Steven Klepper, 2016. "Spinoffs and clustering," RAND Journal of Economics, RAND Corporation, vol. 47(2), pages 341-365, May.
    39. Catalán, Pablo & Navarrete, Carlos & Figueroa, Felipe, 2022. "The scientific and technological cross-space: Is technological diversification driven by scientific endogenous capacity?," Research Policy, Elsevier, vol. 51(8).
    40. Hausmann, Ricardo & Stock, Daniel P. & Yıldırım, Muhammed A., 2022. "Implied comparative advantage," Research Policy, Elsevier, vol. 51(8).
    41. Thomas Klier & James Rubenstein, 2008. "Who Really Made Your Car? Restructuring and Geographic change in the Auto Industry," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number wrmyc.
    42. repec:nas:journl:v:115:y:2018:p:12646-12653 is not listed on IDEAS
    43. César Hidalgo & Pierre-Alexandre Balland & Ron Boschma & Mercedes Delgado & Maryann Feldma & Koen Frenken & Edward Glaeser & Canfei He & Dieter F. Kogler & Andrea Morrison & Frank Neffke & David Rigby, 2018. "The Principle of Relatedness," Papers in Evolutionary Economic Geography (PEEG) 1830, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jul 2018.
    44. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2016. "Import Competition and the Great US Employment Sag of the 2000s," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 141-198.
    45. Guido Buenstorf & Steven Klepper, 2010. "Submarket dynamics and innovation: the case of the US tire industry," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(5), pages 1563-1587, October.
    46. Agrawal, Ajay & Cockburn, Iain, 2003. "The anchor tenant hypothesis: exploring the role of large, local, R&D-intensive firms in regional innovation systems," International Journal of Industrial Organization, Elsevier, vol. 21(9), pages 1227-1253, November.
    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. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 349-404, Elsevier.
    2. 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.
    3. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    4. Straulino, Daniel & Diodato, Dario & O’Clery, Neave, 2024. "Economic crisis, urban structural change and inter-sectoral labour mobility," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 135-144.
    5. Li, Yang & Neffke, Frank M.H., 2024. "Evaluating the principle of relatedness: Estimation, drivers and implications for policy," Research Policy, Elsevier, vol. 53(3).
    6. Matthias Firgo & Peter Mayerhofer, 2015. "Wissens-Spillovers und regionale Entwicklung - welche strukturpolitische Ausrichtung optimiert des Wachstum?," Working Paper Reihe der AK Wien - Materialien zu Wirtschaft und Gesellschaft 144, Kammer für Arbeiter und Angestellte für Wien, Abteilung Wirtschaftswissenschaft und Statistik.
    7. Delgado, Mercedes & Porter, Michael E. & Stern, Scott, 2014. "Clusters, convergence, and economic performance," Research Policy, Elsevier, vol. 43(10), pages 1785-1799.
    8. Matias Nehuen Iglesias, 2021. "The Overlooked Insights from Correlation Structures in Economic Geography," Papers in Evolutionary Economic Geography (PEEG) 2105, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2021.
    9. Matthias Firgo & Peter Mayerhofer, 2015. "Wissensintensive Unternehmensdienste, Wissens-Spillovers und regionales Wachstum. Teilprojekt 1: Wissens-Spillovers und regionale Entwicklung – Welche strukturpolitische Ausrichtung optimiert das Wachstum?," WIFO Studies, WIFO, number 58342.
    10. 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.
    11. repec:bof:bofrdp:urn:nbn:fi:bof-201512111472 is not listed on IDEAS
    12. 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.
    13. O’Clery, Neave & Kinsella, Stephen, 2022. "Modular structure in labour networks reveals skill basins," Research Policy, Elsevier, vol. 51(5).
    14. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 349-404, Elsevier.
    15. Yamada, Eri & Balland, Pierre-Alexandre & Kawakami, Tetsu & Nemoto, Jiro, 2025. "The structure and dynamics of the auto parts industry: Product space and complexity perspectives," Structural Change and Economic Dynamics, Elsevier, vol. 73(C), pages 472-485.
    16. Ruan, Jianqing & Zhang, Xiaobo, 2025. "A measure of industrial clustering: Considering relatedness and scale," China Economic Review, Elsevier, vol. 94(PB).
    17. 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.
    18. William R. Kerr & Scott Duke Kominers, 2015. "Agglomerative Forces and Cluster Shapes," The Review of Economics and Statistics, MIT Press, vol. 97(4), pages 877-899, October.
    19. Max Nathan & Henry Overman, 2013. "Agglomeration, clusters, and industrial policy," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 29(2), pages 383-404, SUMMER.
    20. William R. Kerr & Frederic Robert-Nicoud, 2020. "Tech Clusters," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 50-76, Summer.
    21. Benjamin Montmartin & Ludovic Dibiaggio & Lionel Nesta, 2018. "Regional Alignment and Productivity Growth," Sciences Po Economics Publications (main) halshs-01948337, HAL.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • L60 - Industrial Organization - - Industry Studies: Manufacturing - - - General
    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

    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:eee:respol:v:54:y:2025:i:7:s0048733325001015. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/respol .

    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.