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Disaggregating Density A Knowledge Spillover Analysis Using Geo-Coded Data

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  • Johan P Larsson

Abstract

This paper exploits a geocoded, publicly audited, full population dataset on employment and wages in Sweden’s city areas, to analyze the relationship between density of economic activity and individual wages. The analysis is based on 250-by-250 meter (about 0.15 miles), 1 km2, 9 km2 and 100 km2 squares. Fixed effects individual-level wage regressions confirm that workers are positively affected by proximity to economic activity, but that the results are dependent on spatial resolution. A doubling of density in a 250 meter square is associated with a 3.7 percent increase in wages, holding individual characteristics and industry structure constant. Basing the analysis on any of the larger squares decreases the elasticity by about one third, confirming the modifiable areal unit problem, and lending support to arguments in favor of the attenuation of human capital spillover effects.

Suggested Citation

  • Johan P Larsson, 2012. "Disaggregating Density A Knowledge Spillover Analysis Using Geo-Coded Data," ERSA conference papers ersa12p930, European Regional Science Association.
    • Handle: RePEc:wiw:wiwrsa:ersa12p930
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    File URL: https://www-sre.wu.ac.at/ersa/ersaconfs/ersa12/e120821aFinal00932.pdf
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    1. Alexandre Mas & Enrico Moretti, 2009. "Peers at Work," American Economic Review, American Economic Association, vol. 99(1), pages 112-145, March.
    2. Helsley, Robert W. & Strange, William C., 1990. "Matching and agglomeration economies in a system of cities," Regional Science and Urban Economics, Elsevier, vol. 20(2), pages 189-212, September.
    3. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-1278, December.
    4. Martin Andersson & Urban Gråsjö, 2009. "Spatial dependence and the representation of space in empirical models," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 43(1), pages 159-180, March.
    5. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    6. Boyan Jovanovic & Rafael Rob, 1989. "The Growth and Diffusion of Knowledge," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 56(4), pages 569-582.
    7. David Emanuel Andersson & Åke E. Andersson & Charlotta Mellander (ed.), 2011. "Handbook of Creative Cities," Books, Edward Elgar Publishing, number 13973.
    8. Glaeser, Edward L., 1999. "Learning in Cities," Journal of Urban Economics, Elsevier, vol. 46(2), pages 254-277, September.
    9. Rosenthal, Stuart S. & Strange, William C., 2001. "The Determinants of Agglomeration," Journal of Urban Economics, Elsevier, vol. 50(2), pages 191-229, September.
    10. 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.
    11. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    12. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    13. Roberta Capello, 2002. "Entrepreneurship and spatial externalities: Theory and measurement," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 36(3), pages 387-402.
    14. Ã…ke E. Anderson & Martin J. Beckmann, 2009. "Economics of Knowledge," Books, Edward Elgar Publishing, number 12998.
    15. 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.
    16. Rosenthal, Stuart S. & Strange, William C., 2008. "The attenuation of human capital spillovers," Journal of Urban Economics, Elsevier, vol. 64(2), pages 373-389, September.
    17. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    18. Andersson, Martin & Klaesson, Johan, 2006. "Regional Interaction & Economic Diversity - exploring the role of geographically overlapping markets for a municipality’s diversity in retail and durables," Working Paper Series in Economics and Institutions of Innovation 49, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies.
    19. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    20. Moulton, Brent R, 1990. "An Illustration of a Pitfall in Estimating the Effects of Aggregate Variables on Micro Unit," The Review of Economics and Statistics, MIT Press, vol. 72(2), pages 334-338, May.
    21. McCloskey, Donald & Klamer, Arjo, 1995. "One Quarter of GDP Is Persuasion," American Economic Review, American Economic Association, vol. 85(2), pages 191-195, May.
    22. Börje Johansson & Johan Klaesson & Michael Olsson, 2003. "Commuters’ non-linear response to time distances," Journal of Geographical Systems, Springer, vol. 5(3), pages 315-329, November.
    23. Charlie Karlsson & Börje Johansson & Roger R. Stough (ed.), 2009. "Innovation, Agglomeration and Regional Competition," Books, Edward Elgar Publishing, number 3951.
    24. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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