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An information-theoretic approach to the analysis of location and co-location patterns

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  • Alje van Dam
  • Andres Gomez-Lievano
  • Frank Neffke
  • Koen Frenken

Abstract

We propose a statistical framework to quantify location and co-location associations of economic activities using information-theoretic measures. We relate the resulting measures to existing measures of revealed comparative advantage, localization and specialization and show that they can all be seen as part of the same framework. Using a Bayesian approach, we provide measures of uncertainty of the estimated quantities. Furthermore, the information-theoretic approach can be readily extended to move beyond pairwise co-locations and instead capture multivariate associations. To illustrate the framework, we apply our measures to the co-location of occupations in US cities, showing the associations between different groups of occupations.

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  • Alje van Dam & Andres Gomez-Lievano & Frank Neffke & Koen Frenken, 2020. "An information-theoretic approach to the analysis of location and co-location patterns," Papers 2004.10548, arXiv.org.
  • Handle: RePEc:arx:papers:2004.10548
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    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. Sattinger, Michael, 1993. "Assignment Models of the Distribution of Earnings," Journal of Economic Literature, American Economic Association, vol. 31(2), pages 831-880, June.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. Kunimoto, Kazutaka, 1977. "Typology of Trade Intensity Indices," Hitotsubashi Journal of Economics, Hitotsubashi University, vol. 17(2), pages 15-32, February.
    17. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    18. 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.
    19. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    20. 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.
    21. 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.
    22. C. Jara-Figueroa & Bogang Jun & Edward L. Glaeser & Cesar A. Hidalgo, 2018. "The role of industry-specific, occupation-specific, and location-specific knowledge in the growth and survival of new firms," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 115(50), pages 12646-12653, December.
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    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. Iglesias, Matias Nehuen, 2021. "Measuring size distortions of location quotients," International Economics, Elsevier, vol. 167(C), pages 189-205.
    3. 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.

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