IDEAS home Printed from https://ideas.repec.org/p/egu/wpaper/2604.html

Urban Scaling of Patenting in Europe. Addressing the Endogeneity of City Size

Author

Listed:
  • Juraj Å imÄ isko
  • Å tefan Rehák

Abstract

Patenting is strongly concentrated in cities, and innovation-related outputs tend to scale superlinearly with urban population. Yet the interpretation of this relationship remains contested. This paper examines whether the superlinear scaling of patenting persists once the endogeneity of city size is addressed. Using across-section of 362 European Functional Urban Areas, we estimate the elasticity of patent output with respect to population using ordinary least squares and two-stage least squares. Contemporary population is instrumented by terrain ruggedness and historical rural population in 1770. The results confirm that patenting scales super-linearly with city size, and that instrumental-variable estimates are substantially larger than the corresponding OLS estimates. These findings suggest that the urban scaling of patenting in Europe is consistent with a positive e!ect of urban scaleon innovation. The paper contributes to the urban scaling literature by providing instrumental-variable evidence for the European context.

Suggested Citation

  • Juraj Å imÄ isko & Å tefan Rehák, 2026. "Urban Scaling of Patenting in Europe. Addressing the Endogeneity of City Size," Papers in Evolutionary Economic Geography (PEEG) 2604, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised May 2026.
  • Handle: RePEc:egu:wpaper:2604
    as

    Download full text from publisher

    File URL: http://econ.geo.uu.nl/peeg/peeg2604.pdf
    File Function: Version May 2026
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kristian Behrens & Gilles Duranton & Frédéric Robert-Nicoud, 2014. "Productive Cities: Sorting, Selection, and Agglomeration," Journal of Political Economy, University of Chicago Press, vol. 122(3), pages 507-553.
    2. Ciccone, Antonio & Hall, Robert E, 1996. "Productivity and the Density of Economic Activity," American Economic Review, American Economic Association, vol. 86(1), pages 54-70, March.
    3. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent & Roux, Sébastien, 2012. "Sorting and local wage and skill distributions in France," Regional Science and Urban Economics, Elsevier, vol. 42(6), pages 913-930.
    4. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent, 2008. "Spatial wage disparities: Sorting matters!," Journal of Urban Economics, Elsevier, vol. 63(2), pages 723-742, March.
    5. David Albouy, 2009. "What Are Cities Worth? Land Rents, Local Productivity, and the Capitalization of Amenity Values," NBER Working Papers 14981, National Bureau of Economic Research, Inc.
    6. Gilles Duranton & William R. Kerr, 2015. "The Logic of Agglomeration," Harvard Business School Working Papers 16-037, Harvard Business School.
    7. Duranton, Gilles & Puga, Diego, 2004. "Micro-foundations of urban agglomeration economies," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 48, pages 2063-2117, Elsevier.
    8. Jeremiah E. Dittmar, 2011. "Information Technology and Economic Change: The Impact of The Printing Press," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(3), pages 1133-1172.
    9. Carolina Castaldi, 2024. "The geography of urban innovation beyond patents only: New evidence on large and secondary cities in the United States," Urban Studies, Urban Studies Journal Limited, vol. 61(7), pages 1248-1272, May.
    10. Luís M A Bettencourt & José Lobo & Deborah Strumsky & Geoffrey B West, 2010. "Urban Scaling and Its Deviations: Revealing the Structure of Wealth, Innovation and Crime across Cities," PLOS ONE, Public Library of Science, vol. 5(11), pages 1-9, November.
    11. Pierre-Alexandre Balland & David Rigby, 2017. "The Geography of Complex Knowledge," Economic Geography, Taylor & Francis Journals, vol. 93(1), pages 1-23, January.
    12. repec:fth:stanho:e-93-6 is not listed on IDEAS
    13. Pierre-Alexandre Balland & Cristian Jara-Figueroa & Sergio G. Petralia & Mathieu P. A. Steijn & David L. Rigby & César A. Hidalgo, 2020. "Complex economic activities concentrate in large cities," Nature Human Behaviour, Nature, vol. 4(3), pages 248-254, March.
    14. Cecile Gaubert & Rebecca Diamond, 2022. "Spatial Sorting and Inequality," Annual Review of Economics, Annual Reviews, vol. 14(1), pages 795-819, August.
    15. repec:hal:pseose:halshs-00754585 is not listed on IDEAS
    16. Pierre-Philippe Combes & Gilles Duranton & Laurent Gobillon, 2011. "The identification of agglomeration economies," Journal of Economic Geography, Oxford University Press, vol. 11(2), pages 253-266, March.
    17. Martin Arvidsson & Niclas Lovsjö & Marc Keuschnigg, 2023. "Urban scaling laws arise from within-city inequalities," Nature Human Behaviour, Nature, vol. 7(3), pages 365-374, March.
    18. Steven Brakman & Shiwei Hu & Charles Van Marrewijk, 2021. "Urban development in China: On the sorting of skills," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 30(6), pages 793-817, August.
    19. Wenyue Cui & Jie Tang, 2024. "Scaling innovation: unveiling urban factors shaping creativity," Journal of Chinese Governance, Taylor & Francis Journals, vol. 9(3), pages 328-347, July.
    20. M. Batty & R. Carvalho & A. Hudson-Smith & R. Milton & D. Smith & P. Steadman, 2008. "Scaling and allometry in the building geometries of Greater London," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 63(3), pages 303-314, June.
    21. Bosker, Maarten & Buringh, Eltjo, 2017. "City seeds: Geography and the origins of the European city system," Journal of Urban Economics, Elsevier, vol. 98(C), pages 139-157.
    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. Combes, Pierre-Philippe & Gobillon, Laurent, 2015. "The Empirics of Agglomeration Economies," 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 247-348, Elsevier.
    2. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent & Roux, Sébastien, 2012. "Sorting and local wage and skill distributions in France," Regional Science and Urban Economics, Elsevier, vol. 42(6), pages 913-930.
    3. Matthias Wrede, 2013. "Heterogeneous skills and homogeneous land: segmentation and agglomeration," Journal of Economic Geography, Oxford University Press, vol. 13(5), pages 767-798, September.
    4. repec:spo:wpmain:info:hdl:2441/1kv8mtgl748r0ahh12air9erdc is not listed on IDEAS
    5. Combes, Pierre-Philippe & Gobillon, Laurent, 2015. "The Empirics of Agglomeration Economies," 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 247-348, Elsevier.
    6. Jorge De La Roca & Diego Puga, 2017. "Learning by Working in Big Cities," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 84(1), pages 106-142.
    7. Ivaldi, Marc & Quinet, Emile & Ruiz Mejia, Celia, 2022. "Agglomeration Transport and Productivity: Evidence from Toulouse Metropolitan Area," TSE Working Papers 22-1385, Toulouse School of Economics (TSE).
    8. Duranton, Gilles & Puga, Diego, 2014. "The Growth of Cities," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 5, pages 781-853, Elsevier.
    9. Alessia Matano & Paolo Naticchioni, 2009. "Wage distribution and the spatial sorting of workers and firms," Working Papers - Dipartimento di Economia 8-DEISFOL, Dipartimento di Economia, Sapienza University of Rome, revised 2009.
    10. Andini, Monica & de Blasio, Guido & Duranton, Gilles & Strange, William C., 2013. "Marshallian labour market pooling: Evidence from Italy," Regional Science and Urban Economics, Elsevier, vol. 43(6), pages 1008-1022.
    11. Thisse, Jacques-François & Proost, Stef, 2015. "Skilled Cities, Regional Disparities, and Efficient Transport: The state of the art and a research agenda," CEPR Discussion Papers 10790, Centre for Economic Policy Research.
    12. Fabien Candau & Elisa Dienesch, 2015. "Spatial distribution of skills and regional trade integration," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(2), pages 451-488, March.
    13. Andres Gomez-Lievano & Oscar Patterson-Lomba, 2018. "Estimating the drivers of urban economic complexity and their connection to economic performance," Papers 1812.02842, arXiv.org, revised Sep 2021.
    14. Rudiger Ahrend & Emily Farchy & Ioannis Kaplanis & Alexander C. Lembcke, 2015. "What Makes Cities More Productive? Agglomeration Economies and the Role of Urban Governance: Evidence from 5 OECD Countries," SERC Discussion Papers 0178, Centre for Economic Performance, LSE.
    15. Paul Verstraten & Gerard Verweij & Peter Zwaneveld, 2018. "Why do wages grow faster in urban areas? Sorting of high potentials matters," CPB Discussion Paper 377, CPB Netherlands Bureau for Economic Policy Analysis.
    16. Paul Verstraten & Gerard Verweij & Peter Zwaneveld, 2018. "Why do wages grow faster in urban areas? Sorting of high potentials matters," CPB Discussion Paper 377.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    17. Marianna Belloc & Paolo Naticchioni & Claudia Vittori, 2023. "Urban wage premia, cost of living, and collective bargaining," Journal of Economic Geography, Oxford University Press, vol. 23(1), pages 25-50.
    18. Gilles Duranton & Diego Puga, 2020. "The Economics of Urban Density," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 3-26, Summer.
    19. Niebuhr, Annekatrin, 2016. "Benefits of dense labour markets - Evidence from transitions to employment in Germany," VfS Annual Conference 2016 (Augsburg): Demographic Change 145715, Verein für Socialpolitik / German Economic Association.
    20. Rosa Sanchis-Guarner, 2012. "Driving Up Wages: The Effects of Road Construction in Great Britain," SERC Discussion Papers 0120, Centre for Economic Performance, LSE.
    21. Andres Gomez-Lievano & Michail Fragkias, 2024. "The benefits and costs of agglomeration: insights from economics and complexity," Papers 2404.13178, arXiv.org.

    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:2604. 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 The email address of this maintainer does not seem to be valid anymore. Please ask the person in charge to update the entry or send us the correct address (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.