IDEAS home Printed from https://ideas.repec.org/a/bla/jregsc/v63y2023i1p173-213.html
   My bibliography  Save this article

An information‐theoretic approach to the analysis of location and colocation patterns

Author

Listed:
  • Alje van Dam
  • Andres Gomez‐Lievano
  • Frank Neffke
  • Koen Frenken

Abstract

The study of location and colocation of economic activities lies at the heart of economic geography and related disciplines, but the indices used to quantify these patterns are often defined ad hoc and lack a clear statistical foundation. We propose a statistical framework to quantify location and colocation associations of economic activities using information‐theoretic measures. We relate the resulting measures to existing measures of revealed comparative advantage, localization, specialization, and coagglomeration and show how different measures derive from the same general framework. To support the use of these measures in hypothesis testing and statistical inference, we develop a Bayesian estimation approach to provide measures of uncertainty and statistical significance of the estimated quantities. We illustrate this framework in an application to an analysis of location and colocation patterns of occupations in US cities.

Suggested Citation

  • Alje van Dam & Andres Gomez‐Lievano & Frank Neffke & Koen Frenken, 2023. "An information‐theoretic approach to the analysis of location and colocation patterns," Journal of Regional Science, Wiley Blackwell, vol. 63(1), pages 173-213, January.
  • Handle: RePEc:bla:jregsc:v:63:y:2023:i:1:p:173-213
    DOI: 10.1111/jors.12621
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/jors.12621
    Download Restriction: no

    File URL: https://libkey.io/10.1111/jors.12621?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hutter, Marcus & Zaffalon, Marco, 2005. "Distribution of mutual information from complete and incomplete data," Computational Statistics & Data Analysis, Elsevier, vol. 48(3), pages 633-657, March.
    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. Rachata Muneepeerakul & José Lobo & Shade T Shutters & Andrés Goméz-Liévano & Murad R Qubbaj, 2013. "Urban Economies and Occupation Space: Can They Get “There” from “Here”?," PLOS ONE, Public Library of Science, vol. 8(9), pages 1-8, September.
    4. Sattinger, Michael, 1993. "Assignment Models of the Distribution of Earnings," Journal of Economic Literature, American Economic Association, vol. 31(2), pages 831-880, June.
    5. 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, Taylor & Francis Journals, vol. 89(1), pages 29-51, January.
    6. Ron Boschma & Pierre-Alexandre Balland & Dieter Franz Kogler, 2015. "Relatedness and technological change in cities: the rise and fall of technological knowledge in US metropolitan areas from 1981 to 2010," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(1), pages 223-250.
    7. 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.
    8. Ballance, Robert H & Forstner, Helmut & Murray, Tracy, 1987. "Consistency Tests of Alternative Measures of Comparative Advantage," The Review of Economics and Statistics, MIT Press, vol. 69(1), pages 157-161, February.
    9. Giulia Faggio & Olmo Silva & William C. Strange, 2017. "Heterogeneous Agglomeration," The Review of Economics and Statistics, MIT Press, vol. 99(1), pages 80-94, March.
    10. Edward L. Glaeser & Glenn Ellison, 1999. "The Geographic Concentration of Industry: Does Natural Advantage Explain Agglomeration?," American Economic Review, American Economic Association, vol. 89(2), pages 311-316, May.
    11. C. Jara-Figueroa & Bogang Jun & Edward Glaeser & Cesar Hidalgo, 2018. "The role of industry, occupation, and location specific knowledge in the survival of new firms," Papers 1808.01237, arXiv.org.
    12. Kunimoto, Kazutaka, 1977. "Typology of Trade Intensity Indices," Hitotsubashi Journal of Economics, Hitotsubashi University, vol. 17(2), pages 15-32, February.
    13. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    14. Tomoya Mori & Koji Nishikimi & Tony E. Smith, 2005. "A Divergence Statistic for Industrial Localization," The Review of Economics and Statistics, MIT Press, vol. 87(4), pages 635-651, November.
    15. Alex Hoen & Jan Oosterhaven, 2006. "On the measurement of comparative advantage," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 40(3), pages 677-691, August.
    16. 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.
    17. repec:nas:journl:v:115:y:2018:p:12646-12653 is not listed on IDEAS
    18. Run Yu & Junning Cai & PingSun Leung, 2009. "The normalized revealed comparative advantage index," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 43(1), pages 267-282, March.
    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. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    21. Thomas Vollrath, 1991. "A theoretical evaluation of alternative trade intensity measures of revealed comparative advantage," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 127(2), pages 265-280, June.
    22. Keld Laursen, 2015. "Revealed comparative advantage and the alternatives as measures of international specialization," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 5(1), pages 99-115, June.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. 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.
    2. Li, Yang & Neffke, Frank M.H., 2024. "Evaluating the principle of relatedness: Estimation, drivers and implications for policy," Research Policy, Elsevier, vol. 53(3).
    3. Iglesias, Matias Nehuen, 2021. "Measuring size distortions of location quotients," International Economics, Elsevier, vol. 167(C), pages 189-205.
    4. 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.
    5. Matte Hartog & Andres Gomez-Lievano & Ricardo Hausmann & Frank Neffke, 2024. "Inventing modern invention: the professionalization of technological progress in the US," Papers in Evolutionary Economic Geography (PEEG) 2408, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Apr 2024.

    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. 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.
    2. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    3. O’Clery, Neave & Kinsella, Stephen, 2022. "Modular structure in labour networks reveals skill basins," Research Policy, Elsevier, vol. 51(5).
    4. Patrik Gustavsson Tingvall & Josefin Videnord, 2020. "Regional differences in effects of publicly sponsored R&D grants on SME performance," Small Business Economics, Springer, vol. 54(4), pages 951-969, April.
    5. 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.
    6. Iglesias, Matias Nehuen, 2021. "Measuring size distortions of location quotients," International Economics, Elsevier, vol. 167(C), pages 189-205.
    7. Pinheiro, Flávio L. & Hartmann, Dominik & Boschma, Ron & Hidalgo, César A., 2022. "The time and frequency of unrelated diversification," Research Policy, Elsevier, vol. 51(8).
    8. Neave O'Clery & Samuel Heroy & Francois Hulot & Mariano Beguerisse-D'iaz, 2019. "Unravelling the forces underlying urban industrial agglomeration," Papers 1903.09279, arXiv.org, revised Jun 2019.
    9. Li, Yang & Neffke, Frank M.H., 2024. "Evaluating the principle of relatedness: Estimation, drivers and implications for policy," Research Policy, Elsevier, vol. 53(3).
    10. 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.
    11. 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).
    12. 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.
    13. Martin Grančay & Tomáš Dudáš, 2019. "Bilateral trade flows and comparative advantage: does the size matter?," Society and Economy, Akadémiai Kiadó, Hungary, vol. 41(4), pages 397-413, December.
    14. 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.
    15. 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.
    16. 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.
    17. Danna-Buitrago, Jenny Paola & Stellian, Rémi, 2022. "Which revealed comparative advantage index to choose? Theoretical and empirical considerations," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), December.
    18. Ufuk gunes Bebek, 2011. "Consistency of the proposed additive measures of revealed comparative advantage," Economics Bulletin, AccessEcon, vol. 31(3), pages 2491-2499.
    19. 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.
    20. 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.

    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:jregsc:v:63:y:2023:i:1:p:173-213. 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=0022-4146 .

    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.