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Agglomeration economies and labour productivity: evidence from longitudinal worker data for GB's travel-to-work areas

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  • Graham, Daniel J.
  • Melo, Patricia C.

Abstract

This paper analyzes the impact of agglomeration externalities on hourly earnings using longitudinal worker micro-level data from the Annual Survey of Hours and Earnings over the period 2002- 2006. We find that the effect of agglomeration externalities on wages is sensitive to the estimator used. Controlling for nonzero correlation between workers’ unobservable skills and other covariates halves the size of the wage elasticity of agglomeration externalities. On the contrary, accounting for firms’ unobservable heterogeneity has only a weak contribution to the explanation of wage differentials. Another interesting result is that correcting for reverse causality between productivity and agglomeration does not appear to have a substantial impact on the magnitude of the parameter estimates. Our best estimate for the effect of labour market density (market potential) is 0.8% (5.8%). This means that doubling labour market’s employment density can raise hourly earnings by nearly 1%, while halving the distances to other markets produces an increase of hourly wages of nearly 3%. The last piece of evidence refers to the spatial attenuation of agglomeration externalities. We estimate that a 100,000 increase in the number of jobs within 5 kilometres raises hourly wages by approximately 1.19%; the effect falls sharply thereafter.

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  • Graham, Daniel J. & Melo, Patricia C., 2009. "Agglomeration economies and labour productivity: evidence from longitudinal worker data for GB's travel-to-work areas," LSE Research Online Documents on Economics 33268, London School of Economics and Political Science, LSE Library.
  • Handle: RePEc:ehl:lserod:33268
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    1. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    2. Fu, Shihe, 2007. "Smart Cafe Cities: Testing human capital externalities in the Boston metropolitan area," Journal of Urban Economics, Elsevier, vol. 61(1), pages 86-111, January.
    3. Ciccone, Antonio, 2002. "Agglomeration effects in Europe," European Economic Review, Elsevier, vol. 46(2), pages 213-227, February.
    4. Thomas Cornelissen, 2008. "The Stata command felsdvreg to fit a linear model with two high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 8(2), pages 170-189, June.
    5. Giordano Mion & Paolo Naticchioni, 2009. "The spatial sorting and matching of skills and firms," Canadian Journal of Economics, Canadian Economics Association, vol. 42(1), pages 28-55, February.
    6. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    7. 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.
    8. Mary Amiti & Lisa Cameron, 2007. "Economic Geography and Wages," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 15-29, February.
    9. Hausman, Jerry A & Taylor, William E, 1981. "Panel Data and Unobservable Individual Effects," Econometrica, Econometric Society, vol. 49(6), pages 1377-1398, November.
    10. Rice, Patricia & Venables, Anthony J. & Patacchini, Eleonora, 2006. "Spatial determinants of productivity: Analysis for the regions of Great Britain," Regional Science and Urban Economics, Elsevier, vol. 36(6), pages 727-752, November.
    11. Benito, Andrew, 2000. "Commuting in Great Britain in the 1990s," Economic Research Papers 269331, University of Warwick - Department of Economics.
    12. Gilles Duranton & Diego Puga, 2000. "Diversity and Specialisation in Cities: Why, Where and When Does it Matter?," Urban Studies, Urban Studies Journal Limited, vol. 37(3), pages 533-555, March.
    13. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    14. Rosenthal, Stuart S. & Strange, William C., 2001. "The Determinants of Agglomeration," Journal of Urban Economics, Elsevier, vol. 50(2), pages 191-229, September.
    15. Guido De Blasio & Sabrina Di Addario, 2005. "Do Workers Benefit from Industrial Agglomeration?," Journal of Regional Science, Wiley Blackwell, vol. 45(4), pages 797-827, November.
    16. Tabuchi, Takatoshi & Yoshida, Atsushi, 2000. "Separating Urban Agglomeration Economies in Consumption and Production," Journal of Urban Economics, Elsevier, vol. 48(1), pages 70-84, July.
    17. Mario Forni & Sergio Paba, 2002. "Spillovers and the growth of local industries," Journal of Industrial Economics, Wiley Blackwell, vol. 50(2), pages 151-171, June.
    18. Mion, Giordano & Naticchioni, Paolo, 2005. "Urbanization Externalities, Market Potential and Spatial Sorting of Skills and Firms," CEPR Discussion Papers 5172, C.E.P.R. Discussion Papers.
    19. Yankow, Jeffrey J., 2006. "Why do cities pay more? An empirical examination of some competing theories of the urban wage premium," Journal of Urban Economics, Elsevier, vol. 60(2), pages 139-161, September.
    20. Wheeler, Christopher H, 2001. "Search, Sorting, and Urban Agglomeration," Journal of Labor Economics, University of Chicago Press, vol. 19(4), pages 879-899, October.
    21. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    22. 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.
    23. Ronald L. Moomaw, 1981. "Productivity and City Size: A Critique of the Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 96(4), pages 675-688.
    24. Carlino, Gerald A. & Voith, Richard, 1992. "Accounting for differences in aggregate state productivity," Regional Science and Urban Economics, Elsevier, vol. 22(4), pages 597-617, November.
    25. Leo Sveikauskas, 1975. "The Productivity of Cities," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 89(3), pages 393-413.
    26. Benito, A. & Oswald, A., 2000. "Commuting in Great Britain in the 1990s," The Warwick Economics Research Paper Series (TWERPS) 560, University of Warwick, Department of Economics.
    27. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2007. "Enhanced routines for instrumental variables/generalized method of moments estimation and testing," Stata Journal, StataCorp LP, vol. 7(4), pages 465-506, December.
    28. James H. Stock & Jonathan Wright, 2000. "GMM with Weak Identification," Econometrica, Econometric Society, vol. 68(5), pages 1055-1096, September.
    29. Bernard Fingleton, 2006. "The new economic geography versus urban economics: an evaluation using local wage rates in Great Britain," Oxford Economic Papers, Oxford University Press, vol. 58(3), pages 501-530, July.
    30. Adsera, Alicia, 2000. "Sectoral spillovers and the price of land: a cost analysis," Regional Science and Urban Economics, Elsevier, vol. 30(5), pages 565-585, September.
    31. Rosenthal, Stuart S. & Strange, William C., 2004. "Evidence on the nature and sources of 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 49, pages 2119-2171, Elsevier.
    32. Glaeser, Edward L & Mare, David C, 2001. "Cities and Skills," Journal of Labor Economics, University of Chicago Press, vol. 19(2), pages 316-342, April.
    33. Diamond, Charles A & Simon, Curtis J, 1990. "Industrial Specialization and the Returns to Labor," Journal of Labor Economics, University of Chicago Press, vol. 8(2), pages 175-201, April.
    34. Bernard Fingleton, 2003. "Increasing returns: evidence from local wage rates in Great Britain," Oxford Economic Papers, Oxford University Press, vol. 55(4), pages 716-739, October.
    35. Dora L. Costa & Matthew E. Kahn, 2000. "Power Couples: Changes in the Locational Choice of the College Educated, 1940–1990," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1287-1315.
    36. 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.
    37. 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.
    38. Kim, Sunwoong, 1989. "Labor Specialization and the Extent of the Market," Journal of Political Economy, University of Chicago Press, vol. 97(3), pages 692-705, June.
    39. Melo, Patricia C. & Graham, Daniel J. & Noland, Robert B., 2009. "A meta-analysis of estimates of urban agglomeration economies," Regional Science and Urban Economics, Elsevier, vol. 39(3), pages 332-342, May.
    40. Cragg, John G. & Donald, Stephen G., 1993. "Testing Identifiability and Specification in Instrumental Variable Models," Econometric Theory, Cambridge University Press, vol. 9(2), pages 222-240, April.
    41. Jinyong Hahn & Jerry Hausman, 2003. "Weak Instruments: Diagnosis and Cures in Empirical Econometrics," American Economic Review, American Economic Association, vol. 93(2), pages 118-125, May.
    42. John Shea, 1997. "Instrument Relevance in Multivariate Linear Models: A Simple Measure," The Review of Economics and Statistics, MIT Press, vol. 79(2), pages 348-352, May.
    43. Moretti, Enrico, 2004. "Human capital externalities in cities," 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 51, pages 2243-2291, Elsevier.
    44. Michael P. Murray, 2006. "Avoiding Invalid Instruments and Coping with Weak Instruments," Journal of Economic Perspectives, American Economic Association, vol. 20(4), pages 111-132, Fall.
    45. Daniel Graham, 2000. "Spatial Variation in Labour Productivity in British Manufacturing," International Review of Applied Economics, Taylor & Francis Journals, vol. 14(3), pages 323-341.
    46. Rouwendal, Jan, 1999. "Spatial job search and commuting distances," Regional Science and Urban Economics, Elsevier, vol. 29(4), pages 491-517, July.
    47. Juan J. de Lucio & José A. Herce & Ana Goicolea, "undated". "Externalities and industrial growth: Spain 1978-1992," Working Papers 96-14, FEDEA.
    48. Di Addario, Sabrina & Patacchini, Eleonora, 2008. "Wages and the City. Evidence from Italy," Labour Economics, Elsevier, vol. 15(5), pages 1040-1061, October.
    49. repec:bla:jindec:v:50:y:2002:i:2:p:151-71 is not listed on IDEAS
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    Cited by:

    1. Sabine D'Costa & Henry Overman, 2013. "The urban wage growth premium: evidence from British cities," ERSA conference papers ersa13p516, European Regional Science Association.
    2. Adelheid Holl, 2014. "Location, accessibility and firm-level productivity in Spain," Chapters, in: Ana Condeço-Melhorado & Aura Reggiani & Javier Gutiérrez (ed.), Accessibility and Spatial Interaction, chapter 10, pages 195-210, Edward Elgar Publishing.
    3. Eduardo A. Haddad & Ana Maria Bonomia Barufi, 2016. "From Rivers to Roads: Spatial Mismatch and Inequality of Opportunity in Urban Labor Markets of a Megacity," Working Papers, Department of Economics 2016_40, University of São Paulo (FEA-USP).
    4. Ana Maria Bonomi Barufi, 2016. "Should I Stay Or Should I Go? Dynamic Agglomeration Economies In Brazil," Anais do XLIII Encontro Nacional de Economia [Proceedings of the 43rd Brazilian Economics Meeting] 164, ANPEC - Associação Nacional dos Centros de Pós-Graduação em Economia [Brazilian Association of Graduate Programs in Economics].
    5. Patricia C Melo & Daniel J Graham & David Levinson & Sarah Aarabi, 2017. "Agglomeration, accessibility and productivity: Evidence for large metropolitan areas in the US," Urban Studies, Urban Studies Journal Limited, vol. 54(1), pages 179-195, January.
    6. D'Costa, Sabine & Overman, Henry G., 2014. "The urban wage growth premium: Sorting or learning?," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 168-179.
    7. Daniel Graham & Kurt Dender, 2011. "Estimating the agglomeration benefits of transport investments: some tests for stability," Transportation, Springer, vol. 38(3), pages 409-426, May.
    8. Patrícia C. Melo, 2022. "Will COVID‐19 hinder or aid the transition to sustainable urban mobility? Spotlight on Portugal's largest urban agglomeration," Regional Science Policy & Practice, Wiley Blackwell, vol. 14(S1), pages 80-106, November.
    9. Haddad, Eduardo A. & Hewings, Geoffrey J.D. & Porsse, Alexandre A. & Van Leeuwen, Eveline S. & Vieira, Renato S., 2015. "The underground economy: Tracking the higher-order economic impacts of the São Paulo Subway System," Transportation Research Part A: Policy and Practice, Elsevier, vol. 73(C), pages 18-30.
    10. Graham, Daniel J. & Gibbons, Stephen, 2019. "Quantifying Wider Economic Impacts of agglomeration for transport appraisal: Existing evidence and future directions," Economics of Transportation, Elsevier, vol. 19(C), pages 1-1.
    11. Haddad, Eduardo Amaral & Lozano-Gracia, Nancy & Germani, Eduardo & Vieira, Renato S. & Nakamura, Shohei & Skoufias, Emmanuel & Alves, Bianca Bianchi, 2019. "Mobility in cities: Distributional impact analysis of transportation improvements in São Paulo Metropolitan Region," Transport Policy, Elsevier, vol. 73(C), pages 125-142.
    12. Haddad, Eduardo & Hewings, Geoffrey & Porsse, Alexandre & Van Leeuwen, Eveline & Vieira, Renato, 2013. "The Underground Economy: Tracking the Wider Impacts of the São Paulo Subway System," TD NEREUS 8-2013, Núcleo de Economia Regional e Urbana da Universidade de São Paulo (NEREUS).
    13. Anna Matas & Josep-Lluis Raymond & Josep-Lluis Roig, 2015. "Wages and Accessibility: The Impact of Transport Infrastructure," Regional Studies, Taylor & Francis Journals, vol. 49(7), pages 1236-1254, July.
    14. Gustavo A. García, 2019. "Agglomeration economies in the presence of an informal sector: the Colombian case," Revue d'économie régionale et urbaine, Armand Colin, vol. 0(2), pages 355-388.
    15. Nygaard, Christian & Parkinson, Sharon & reynolds, margaret, 2021. "Agglomeration effects and housing market dynamics," SocArXiv k9tcx, Center for Open Science.
    16. Guangliang Yang & Lixing Li & Shihe Fu, 2020. "Do rural migrants benefit from labor market agglomeration economies? Evidence from Chinese cities," Growth and Change, Wiley Blackwell, vol. 51(3), pages 910-931, September.
    17. Rosa Sanchis-Guarner, 2012. "Driving Up Wages: The Effects of Road Construction in Great Britain," SERC Discussion Papers 0120, Centre for Economic Performance, LSE.
    18. Devesh Singh, 2022. "Cluster Space Among Labor Productivity, Urbanization, and Agglomeration of Industries in Hungary," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(2), pages 1008-1027, June.
    19. Sohani Fatehin & David L. Sjoquist, 2021. "State and Local Taxes and Employment by Wage Level," Economic Development Quarterly, , vol. 35(1), pages 53-65, February.
    20. Brunetti, Irene & Intraligi, Valerio & Ricci, Andrea & Vittori, Claudia, 2023. "Peer interactions, local markets, and wages: Evidence from Italy," GLO Discussion Paper Series 1235, Global Labor Organization (GLO).
    21. Bonomi Barufi, Ana Maria & Amaral Haddad, Eduardo & Nijkamp, Peter, 2016. "Should I Stay or Should I Go? Selection on Migration and Learning in Cities in Brazil," TD NEREUS 1-2016, Núcleo de Economia Regional e Urbana da Universidade de São Paulo (NEREUS).
    22. Jaume Masip Tresserra, 2013. "Sub-centres and Urban Inequality: A study on Social Equity in the Barcelona Metropolitan Region," ERSA conference papers ersa13p64, European Regional Science Association.
    23. Anna Matas & José Luís Raymond & José Luís Roig, 2011. "The impact of agglomeration effects and accessibility on wages," Working Papers XREAP2011-16, Xarxa de Referència en Economia Aplicada (XREAP), revised Nov 2011.

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