IDEAS home Printed from https://ideas.repec.org/p/iab/iabdpa/202021.html
   My bibliography  Save this paper

The Spatial Decay of Human Capital Externalities - A Functional Regression Approach with Precise Geo-Referenced Data

Author

Listed:
  • Eppelsheimer, Johann

    (Institute for Employment Research (IAB), Nuremberg, Germany)

  • Rust, Christoph

    (Universität Regensburg)

Abstract

"This paper analyzes human capital externalities from high-skilled workers by applying functional regression to precise geocoded register data. Functional regression enables us to describe the concentration of high-skilled workers around workplaces as continuous curves and to efficiently estimate a spillover function that depends on distance. Furthermore, our rich panel data allow us to address the sorting of workers and to disentangle human capital externalities from supply effects by using an extensive set of time-varying fixed effects. Our estimates reveal that human capital externalities attenuate with distance and disappear after 15 kilometers. Externalities from the immediate neighborhood are twice as large as those from surroundings ten kilometers away." (Author's abstract, IAB-Doku) ((en))

Suggested Citation

  • Eppelsheimer, Johann & Rust, Christoph, 2020. "The Spatial Decay of Human Capital Externalities - A Functional Regression Approach with Precise Geo-Referenced Data," IAB-Discussion Paper 202021, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
  • Handle: RePEc:iab:iabdpa:202021
    as

    Download full text from publisher

    File URL: https://doku.iab.de/discussionpapers/2020/dp2120.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Thomas Cornelissen & Christian Dustmann & Uta Schönberg, 2017. "Peer Effects in the Workplace," American Economic Review, American Economic Association, vol. 107(2), pages 425-456, February.
    2. David Card & Jörg Heining & Patrick Kline, 2013. "Workplace Heterogeneity and the Rise of West German Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 967-1015.
    3. Donald R. Davis & Jonathan I. Dingel, 2019. "A Spatial Knowledge Economy," American Economic Review, American Economic Association, vol. 109(1), pages 153-170, January.
    4. David Card & Thomas Lemieux, 2001. "Can Falling Supply Explain the Rising Return to College for Younger Men? A Cohort-Based Analysis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(2), pages 705-746.
    5. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    6. Gabriel M. Ahlfeldt & Stephen J. Redding & Daniel M. Sturm & Nikolaus Wolf, 2015. "The Economics of Density: Evidence From the Berlin Wall," Econometrica, Econometric Society, vol. 83, pages 2127-2189, November.
    7. Alan Manning & Barbara Petrongolo, 2017. "How Local Are Labor Markets? Evidence from a Spatial Job Search Model," American Economic Review, American Economic Association, vol. 107(10), pages 2877-2907, October.
    8. 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.
    9. Eppelsheimer, Johann & Möller, Joachim, 2019. "Human capital spillovers and the churning phenomenon: Analysing wage effects from gross in- and outflows of high-skilled workers," Regional Science and Urban Economics, Elsevier, vol. 78(C).
    10. Alberto Abadie & Susan Athey & Guido W Imbens & Jeffrey M Wooldridge, 2023. "When Should You Adjust Standard Errors for Clustering?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(1), pages 1-35.
    11. Andersson, Martin & Larsson, Johan P & Wernberg, Joakim, 2019. "The economic microgeography of diversity and specialization externalities – firm-level evidence from Swedish cities," Research Policy, Elsevier, vol. 48(6), pages 1385-1398.
    12. Faggio, Giulia, 2019. "Relocation of public sector workers: Evaluating a place-based policy," Journal of Urban Economics, Elsevier, vol. 111(C), pages 53-75.
    13. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    14. Antonio Ciccone & Giovanni Peri, 2005. "Long-Run Substitutability Between More and Less Educated Workers: Evidence from U.S. States, 1950-1990," The Review of Economics and Statistics, MIT Press, vol. 87(4), pages 652-663, November.
    15. Mohammad Arzaghi & J. Vernon Henderson, 2008. "Networking off Madison Avenue," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(4), pages 1011-1038.
    16. repec:iab:iabfda:201603(en is not listed on IDEAS
    17. Ramsay, James O. & Ramsey, James B., 2002. "Functional data analysis of the dynamics of the monthly index of nondurable goods production," Journal of Econometrics, Elsevier, vol. 107(1-2), pages 327-344, March.
    18. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    19. Antonio Ciccone & Giovanni Peri, "undated". "Human Capital and Externalities in Cities," Working Papers 172, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
    20. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    21. 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.
    22. Gibbons, Stephen & Overman, Henry & Sarvimäki, Matti, 2021. "The local economic impacts of regeneration projects: Evidence from UK's single regeneration budget," Journal of Urban Economics, Elsevier, vol. 122(C).
    23. Schmucker, Alexandra & Seth, Stefan & Ludsteck, Johannes & Eberle, Johanna & Ganzer, Andreas, 2016. "Establishment History Panel 1975-2014," FDZ Datenreport. Documentation on Labour Market Data 201603_en, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    24. George J. Borjas, 2021. "The Labor Demand Curve Is Downward Sloping: Reexamining The Impact Of Immigration On The Labor Market," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 9, pages 235-274, World Scientific Publishing Co. Pte. Ltd..
    25. Christian Dustmann & Johannes Ludsteck & Uta Schönberg, 2009. "Revisiting the German Wage Structure," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 843-881.
    26. 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.
    27. Gibbons, Steve & Overman, Henry & Sarvimäki, Matti, 2017. "The local economic impacts of regeneration projects: Evidence from UK’s Single Regeneration Budget," Working Papers 92, VATT Institute for Economic Research.
    28. Daron Acemoglu & Joshua Angrist, 1999. "How Large are the Social Returns to Education? Evidence from Compulsory Schooling Laws," NBER Working Papers 7444, National Bureau of Economic Research, Inc.
    29. Wang, Shanshan & Jank, Wolfgang & Shmueli, Galit, 2008. "Explaining and Forecasting Online Auction Prices and Their Dynamics Using Functional Data Analysis," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 144-160, April.
    30. Daron Acemoglu, 1996. "A Microfoundation for Social Increasing Returns in Human Capital Accumulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 779-804.
    31. 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.
    32. Bernd Fitzenberger & Aderonke Osikominu & Robert Völter, 2006. "Imputation Rules to Improve the Education Variable in the IAB Employment Subsample," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 126(3), pages 405-436.
    33. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381, CPB Netherlands Bureau for Economic Policy Analysis.
    34. repec:iab:iabfda:201604(en is not listed on IDEAS
    35. Per Krusell & Lee E. Ohanian & JosÈ-Victor RÌos-Rull & Giovanni L. Violante, 2000. "Capital-Skill Complementarity and Inequality: A Macroeconomic Analysis," Econometrica, Econometric Society, vol. 68(5), pages 1029-1054, September.
    36. repec:iab:iabfme:200503(en is not listed on IDEAS
    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. Antoni, Manfred & Ganzer, Andreas & Vom Berge, Philipp, 2016. "Sample of integrated labour market biographies (SIAB) 1975-2014," FDZ Datenreport. Documentation on Labour Market Data 201604_en, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    39. Faggio, G. & Schluter, T. & vom Berge, P., 2019. "Interaction of Public and Private Employment: Evidence from a German Government Move," Working Papers 19/09, Department of Economics, City University London.
    40. Andersson, Martin & Larsson, Johan P. & Wernberg, Joakim, 2017. "The Economic Microgeography of Diversity and Specialization," Working Paper Series 1167, Research Institute of Industrial Economics.
    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. Eppelsheimer, Johann & Jahn, Elke J. & Rust, Christoph, 2022. "The spatial decay of human capital externalities - A functional regression approach with precise geo-referenced data," Regional Science and Urban Economics, Elsevier, vol. 95(C).
    2. 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.
    3. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    4. Ana María Díaz, 2011. "The Employment Advantages of Skilled Urban Areas," Vniversitas Económica 10087, Universidad Javeriana - Bogotá.
    5. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381, CPB Netherlands Bureau for Economic Policy Analysis.
    6. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," 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 349-404, Elsevier.
    7. Antonio Ciccone & Giovanni Peri, 2006. "Identifying Human-Capital Externalities: Theory with Applications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(2), pages 381-412.
    8. Daniel Heuermann & Benedikt Halfdanarson & Jens Suedekum, 2010. "Human Capital Externalities and the Urban Wage Premium: Two Literatures and their Interrelations," Urban Studies, Urban Studies Journal Limited, vol. 47(4), pages 749-767, April.
    9. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," 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 349-404, Elsevier.
    10. repec:zbw:bofrdp:2015_027 is not listed on IDEAS
    11. Dingel, Jonathan I. & Miscio, Antonio & Davis, Donald R., 2021. "Cities, lights, and skills in developing economies," Journal of Urban Economics, Elsevier, vol. 125(C).
    12. John V. Winters, 2013. "Human capital externalities and employment differences across metropolitan areas of the USA," Journal of Economic Geography, Oxford University Press, vol. 13(5), pages 799-822, September.
    13. Gilles Duranton & Diego Puga, 2020. "The Economics of Urban Density," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 3-26, Summer.
    14. repec:bof:bofrdp:urn:nbn:fi:bof-201512111472 is not listed on IDEAS
    15. repec:zbw:bofrdp:urn:nbn:fi:bof-201512111472 is not listed on IDEAS
    16. Cem Ozguzel, 2019. "Essays on migration and productivity [Essais sur les migrations et la productivité]," PSE-Ecole d'économie de Paris (Postprint) tel-03381203, HAL.
    17. Schran, Felix, 2019. "Locational Choice and Spatial Wage Inequality," IZA Discussion Papers 12660, Institute of Labor Economics (IZA).
    18. Möller, Joachim & Eppelsheimer, Johann, 2016. "The Wage Effects of Regional Brain Gain and Brain Drain Revisited," VfS Annual Conference 2016 (Augsburg): Demographic Change 145506, Verein für Socialpolitik / German Economic Association.
    19. Couture, Victor, 2015. "Knowledge spillovers in cities: An auction approach," Journal of Economic Theory, Elsevier, vol. 157(C), pages 668-698.
    20. Freund, L. B., 2022. "Superstar Teams: The Micro Origins and Macro Implications of Coworker Complementarities," Janeway Institute Working Papers 2235, Faculty of Economics, University of Cambridge.
    21. Lewis, Ethan & Peri, Giovanni, 2015. "Immigration and the Economy of Cities and Regions," 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 625-685, Elsevier.
    22. Jordy Meekes & Wolter H. J. Hassink, 2023. "Endogenous local labour markets, regional aggregation and agglomeration economies," Regional Studies, Taylor & Francis Journals, vol. 57(1), pages 13-25, January.
    23. 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.

    More about this item

    Keywords

    Bundesrepublik Deutschland ; Stichprobe der Integrierten Arbeitsmarktbiografien (SIAB) ; Auswirkungen ; Beschäftigtenstruktur ; Diffusion ; Einkommenseffekte ; Hochqualifizierte ; IAB-Betriebs-Historik-Panel ; Informationsfluss ; Qualifikationsstruktur ; regionale Verteilung ; soziales Netzwerk ; Arbeitsplatzdichte ; Wissenstransfer ; 2000-2014;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • D62 - Microeconomics - - Welfare Economics - - - Externalities
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • R10 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

    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:iab:iabdpa:202021. 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: IAB, Geschäftsbereich Wissenschaftliche Fachinformation und Bibliothek (email available below). General contact details of provider: https://edirc.repec.org/data/iabbbde.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.