IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp8053.html
   My bibliography  Save this paper

Cities, Tasks and Skills

Author

Listed:
  • Kok, Suzanne

    (CPB Netherlands Bureau for Economic Policy Analysis)

  • ter Weel, Bas

    (SEO Amsterdam)

Abstract

This research applies a task-based approach to measure and interpret changes in the employment structure of the 168 largest US cities in the period 1990-2009. As a result of technological change some tasks can be placed at distance, while others require proximity. We construct a measure of task connectivity to investigate which tasks are more likely to require proximity relative to others. Our results suggest that cities with higher shares of connected tasks experienced higher employment growth. This result is robust to a variety of other explanations including industry composition, routinisation, and the complementarity between skills and cities.

Suggested Citation

  • Kok, Suzanne & ter Weel, Bas, 2014. "Cities, Tasks and Skills," IZA Discussion Papers 8053, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp8053
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp8053.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Charlot, Sylvie & Duranton, Gilles, 2004. "Communication externalities in cities," Journal of Urban Economics, Elsevier, vol. 56(3), pages 581-613, November.
    2. Nicholas Bloom & Luis Garicano & Raffaella Sadun & John Van Reenen, 2014. "The Distinct Effects of Information Technology and Communication Technology on Firm Organization," Management Science, INFORMS, vol. 60(12), pages 2859-2885, December.
    3. Berry, Christopher R. & Glaeser, Edward L., 2005. "Divergence of Human Capital Levels across Cities," Working Paper Series rwp05-057, Harvard University, John F. Kennedy School of Government.
    4. Francesco Caselli & Wilbur John Coleman, 2001. "Cross-Country Technology Diffusion: The Case of Computers," American Economic Review, American Economic Association, vol. 91(2), pages 328-335, May.
    5. David Autor & David Dorn, 2009. "This Job Is "Getting Old": Measuring Changes in Job Opportunities Using Occupational Age Structure," American Economic Review, American Economic Association, vol. 99(2), pages 45-51, May.
    6. Duranton, Gilles & Jayet, Hubert, 2011. "Is the division of labour limited by the extent of the market? Evidence from French cities," Journal of Urban Economics, Elsevier, vol. 69(1), pages 56-71, January.
    7. Maarten Goos & Alan Manning & Anna Salomons, 2009. "Job Polarization in Europe," American Economic Review, American Economic Association, vol. 99(2), pages 58-63, May.
    8. Autor, David H., 2013. "The "task approach" to labor markets : an overview," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(3), pages 185-199.
    9. Edward L. Glaeser & William R. Kerr, 2009. "Local Industrial Conditions and Entrepreneurship: How Much of the Spatial Distribution Can We Explain?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 18(3), pages 623-663, September.
    10. Guy Michaels & Ferdinand Rauch & Stephen J Redding, 2019. "Task Specialization in U.S. Cities from 1880 to 2000," Journal of the European Economic Association, European Economic Association, vol. 17(3), pages 754-798.
    11. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    12. Enrico Moretti, 2013. "Real Wage Inequality," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 65-103, January.
    13. Lex Borghans & Bas Ter Weel & Bruce A. Weinberg, 2014. "People Skills and the Labor-Market Outcomes of Underrepresented Groups," ILR Review, Cornell University, ILR School, vol. 67(2), pages 287-334, April.
    14. Gaspar, Jess & Glaeser, Edward L., 1998. "Information Technology and the Future of Cities," Journal of Urban Economics, Elsevier, vol. 43(1), pages 136-156, January.
    15. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    16. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, Oxford University Press, vol. 117(1), pages 339-376.
    17. 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.
    18. Nicole Bosch & Bas ter Weel, 2013. "Labour-Market Outcomes of Older Workers in the Netherlands: Measuring Job Prospects Using the Occupational Age Structure," De Economist, Springer, vol. 161(2), pages 199-218, June.
    19. Michael Storper & Anthony J. Venables, 2004. "Buzz: face-to-face contact and the urban economy," Journal of Economic Geography, Oxford University Press, vol. 4(4), pages 351-370, August.
    20. Desmet, Klaus & Rossi-Hansberg, Esteban, 2009. "Spatial growth and industry age," Journal of Economic Theory, Elsevier, vol. 144(6), pages 2477-2502, November.
    21. Edward L. Glaeser & Giacomo A. M. Ponzetto, 2010. "Did the Death of Distance Hurt Detroit and Help New York?," NBER Chapters, in: Agglomeration Economics, pages 303-337, National Bureau of Economic Research, Inc.
    22. Maarten Goos & Alan Manning, 2007. "Lousy and Lovely Jobs: The Rising Polarization of Work in Britain," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 118-133, February.
    23. Duranton, Gilles & Puga, Diego, 2005. "From sectoral to functional urban specialisation," Journal of Urban Economics, Elsevier, vol. 57(2), pages 343-370, March.
    24. İ. Akçomak & Lex Borghans & Bas Weel, 2011. "Measuring and Interpreting Trends in the Division of Labour in the Netherlands," De Economist, Springer, vol. 159(4), pages 435-482, December.
    25. Edward L. Glaeser & Joshua D. Gottlieb, 2009. "The Wealth of Cities: Agglomeration Economies and Spatial Equilibrium in the United States," Journal of Economic Literature, American Economic Association, vol. 47(4), pages 983-1028, December.
    26. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    27. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2006. "The Polarization of the U.S. Labor Market," American Economic Review, American Economic Association, vol. 96(2), pages 189-194, May.
    28. Timothy Besley & Torsten Persson & Daniel M. Sturm, 2010. "Political Competition, Policy and Growth: Theory and Evidence from the United States," CEP Discussion Papers dp1009, Centre for Economic Performance, LSE.
    29. Gilles Duranton & Diego Puga, 2001. "Nursery Cities: Urban Diversity, Process Innovation, and the Life Cycle of Products," American Economic Review, American Economic Association, vol. 91(5), pages 1454-1477, December.
    30. Blum, Bernardo S. & Goldfarb, Avi, 2006. "Does the internet defy the law of gravity?," Journal of International Economics, Elsevier, vol. 70(2), pages 384-405, December.
    31. Eeckhout, Jan & Pinheiro, Roberto & Schmidheiny, Kurt, 2010. "Spatial Sorting: Why New York, Los Angeles and Detroit attract the greatest minds as well as the unskilled," CEPR Discussion Papers 8151, C.E.P.R. Discussion Papers.
    32. Marigee Bacolod & Bernardo S. Blum & William C. Strange, 2010. "Elements Of Skill: Traits, Intelligences, Education, And Agglomeration," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 245-280, February.
    33. Lex Borghans & Bas Weel, 2006. "The Division of Labour, Worker Organisation, and Technological Change," Economic Journal, Royal Economic Society, vol. 116(509), pages 45-72, February.
    34. Edward L. Glaeser & Giacomo A. M. Ponzetto & Kristina Tobio, 2014. "Cities, Skills and Regional Change," Regional Studies, Taylor & Francis Journals, vol. 48(1), pages 7-43, January.
    35. Glaeser, Edward L & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1992. "Growth in Cities," Journal of Political Economy, University of Chicago Press, vol. 100(6), pages 1126-1152, December.
      • Edward L. Glaeser & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1991. "Growth in Cities," NBER Working Papers 3787, National Bureau of Economic Research, Inc.
      • Glaeser, Edward Ludwig & Kallal, Hedi D. & Scheinkman, Jose A. & Shleifer, Andrei, 1992. "Growth in Cities," Scholarly Articles 3451309, Harvard University Department of Economics.
    36. Firpo, Sergio & Fortin, Nicole M. & Lemieux, Thomas, 2011. "Occupational Tasks and Changes in the Wage Structure," IZA Discussion Papers 5542, Institute of Labor Economics (IZA).
    37. J. Bradford Jensen & Lori G. Kletzer, 2005. "Tradable Services: Understanding the Scope and Impact of Services Outsourcing," Working Paper Series WP05-9, Peterson Institute for International Economics.
    38. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    39. Anthony J. Venables, 2011. "Productivity in cities: self-selection and sorting," Journal of Economic Geography, Oxford University Press, vol. 11(2), pages 241-251, March.
    40. Borghans, Lex & ter Weel, Bas, 2004. "What happens when agent T gets a computer?: The labor market impact of cost efficient computer adoption," Journal of Economic Behavior & Organization, Elsevier, vol. 54(2), pages 137-151, June.
    41. Baumgardner, James R, 1988. "Physicians' Services and the Division of Labor across Local Markets," Journal of Political Economy, University of Chicago Press, vol. 96(5), pages 948-982, October.
    42. Gene M. Grossman & Esteban Rossi-Hansberg, 2008. "Trading Tasks: A Simple Theory of Offshoring," American Economic Review, American Economic Association, vol. 98(5), pages 1978-1997, December.
    43. Lex Borghans & Bas ter Weel & Bruce A. Weinberg, 2008. "Interpersonal Styles and Labor Market Outcomes," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    44. 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.
    45. Elvery, Joel A., 2010. "City size and skill intensity," Regional Science and Urban Economics, Elsevier, vol. 40(6), pages 367-379, November.
    46. Timothy Besley & Torsten Persson & Daniel M. Sturm, 2010. "Political Competition, Policy and Growth: Theory and Evidence from the US," Review of Economic Studies, Oxford University Press, vol. 77(4), pages 1329-1352.
    47. Eric von Hippel, 1994. ""Sticky Information" and the Locus of Problem Solving: Implications for Innovation," Management Science, INFORMS, vol. 40(4), pages 429-439, April.
    48. 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.
    49. Rappaport, Jordan, 2007. "Moving to nice weather," Regional Science and Urban Economics, Elsevier, vol. 37(3), pages 375-398, May.
    50. Chiara Criscuolo & Luis Garicano, 2010. "Offshoring and Wage Inequality: Using Occupational Licensing as a Shifter of Offshoring Costs," American Economic Review, American Economic Association, vol. 100(2), pages 439-443, May.
    51. 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.
    52. Baldwin, Richard & Robert-Nicoud, Frédéric, 2014. "Trade-in-goods and trade-in-tasks: An integrating framework," Journal of International Economics, Elsevier, vol. 92(1), pages 51-62.
    53. Edward L. Glaeser & Matthew G. Resseger, 2010. "The Complementarity Between Cities And Skills," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 221-244, February.
    54. 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.
    55. 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.
    56. Richard Florida & Charlotta Mellander & Kevin Stolarick & Adrienne Ross, 2012. "Cities, skills and wages," Journal of Economic Geography, Oxford University Press, vol. 12(2), pages 355-377, March.
    57. Autor, David H., 2013. "The "task approach" to labor markets : an overview," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(3), pages 185-199.
    58. Baumgardner, James R, 1988. "The Division of Labor, Local Markets, and Worker Organization," Journal of Political Economy, University of Chicago Press, vol. 96(3), pages 509-527, June.
    59. Christopher R. Berry & Edward L. Glaeser, 2005. "The divergence of human capital levels across cities," Papers in Regional Science, Wiley Blackwell, vol. 84(3), pages 407-444, August.
    60. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1169-1213.
    61. Edward L Glaeser & Jesse M Shapiro, 2003. "Urban Growth in the 1990s: Is City Living Back?," Journal of Regional Science, Wiley Blackwell, vol. 43(1), pages 139-165, February.
    62. Nicole Bosch & Bas ter Weel, 2013. "Labour-market outcomes of older workers in the Netherlands: Measuring job prospects using the occupational age structure," CPB Discussion Paper 234, CPB Netherlands Bureau for Economic Policy Analysis.
    63. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels across Cities," Harvard Institute of Economic Research Working Papers 2091, Harvard - Institute of Economic Research.
    64. Mueser Peter R. & Graves Philip E., 1995. "Examining the Role of Economic Opportunity and Amenities in Explaining Population Redistribution," Journal of Urban Economics, Elsevier, vol. 37(2), pages 176-200, March.
    65. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels Across Cities," NBER Working Papers 11617, National Bureau of Economic Research, Inc.
    66. Bacolod, Marigee & Blum, Bernardo S. & Strange, William C., 2009. "Skills in the city," Journal of Urban Economics, Elsevier, vol. 65(2), pages 136-153, March.
    67. Luis Garicano & Esteban Rossi-Hansberg, 2006. "Organization and Inequality in a Knowledge Economy," The Quarterly Journal of Economics, Oxford University Press, vol. 121(4), pages 1383-1435.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ayaka Nakamura, 2019. "The Effect of Employer Tenure on Wages in Japan," OSIPP Discussion Paper 19E007, Osaka School of International Public Policy, Osaka University.
    2. Simona Iammarino, 2018. "FDI and regional development policy," Journal of International Business Policy, Palgrave Macmillan, vol. 1(3), pages 157-183, December.
    3. Luisa Gagliardi & Simona Iammarino & Andres Rodriguez-Pose, 2021. "Exposure to OFDI and regional labour markets: Evidence for routine and non-routine jobs in Great Britain," Papers in Evolutionary Economic Geography (PEEG) 2101, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2021.
    4. Jorge Díaz-Lanchas & Carlos Llano & Asier Minondo & Francisco Requena, 2018. "Cities export specialization," Applied Economics Letters, Taylor & Francis Journals, vol. 25(1), pages 38-42, January.
    5. Weipan Xu & Xiaozhen Qin & Xun Li & Haohui Chen & Morgan Frank & Alex Rutherford & Andrew Reeson & Iyad Rahwan, 2021. "Developing China’s workforce skill taxonomy reveals extent of labor market polarization," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-10, December.
    6. Philipp Ehrl & Leonardo Monasterio, 2021. "Spatial skill concentration agglomeration economies," Journal of Regional Science, Wiley Blackwell, vol. 61(1), pages 140-161, January.
    7. Ron Martin & Peter Sunley & Peter Tyler & Ben Gardiner, 2016. "Editor's choice Divergent cities in post-industrial Britain," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 9(2), pages 269-299.
    8. Galetti, Jefferson Ricardo Bretas & Tessarin, Milene Simone & Morceiro, Paulo César, 2020. "Local, Complementarity and Similarity Relatedness in Different Regional and Sectoral Contexts," TD NEREUS 12-2020, Núcleo de Economia Regional e Urbana da Universidade de São Paulo (NEREUS).
    9. Sabien Dobbelaere & Mark Vancauteren, 2014. "Market imperfections, skills and total factor productivity : Firm-level evidence on Belgium and the Netherlands," Working Paper Research 267, National Bank of Belgium.
    10. Juan Soto & Dusan Paredes, 2016. "Cities, Wages, And The Urban Hierarchy," Journal of Regional Science, Wiley Blackwell, vol. 56(4), pages 596-614, September.
    11. Berger, Thor & Frey, Carl Benedikt, 2016. "Did the Computer Revolution shift the fortunes of U.S. cities? Technology shocks and the geography of new jobs," Regional Science and Urban Economics, Elsevier, vol. 57(C), pages 38-45.
    12. Irene Brunetti & Valerio Intraligi & Andrea Ricci & Valeria Cirillo, 2020. "Low‐skill jobs and routine tasks specialization: New insights from Italian provinces," Papers in Regional Science, Wiley Blackwell, vol. 99(6), pages 1561-1581, December.

    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. Suzanne Kok & Bas ter Weel, 2014. "Cities, Tasks and Skills," CPB Discussion Paper 269, CPB Netherlands Bureau for Economic Policy Analysis.
    2. Suzanne Kok & Bas ter Weel, 2014. "Cities, Tasks and Skills," CPB Discussion Paper 269.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    3. Kok, Suzanne, 2014. "Town and city jobs: How your job is different in another location," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 58-67.
    4. İ. Akçomak & Lex Borghans & Bas Weel, 2011. "Measuring and Interpreting Trends in the Division of Labour in the Netherlands," De Economist, Springer, vol. 159(4), pages 435-482, December.
    5. Antonio Accetturo & Alberto Dalmazzo & Guido Blasio, 2014. "Skill Polarization In Local Labor Markets Under Share-Altering Technical Change," Journal of Regional Science, Wiley Blackwell, vol. 54(2), pages 249-272, March.
    6. Suzanne Kok, 2013. "Town and city jobs: Your job is different in another location," CPB Discussion Paper 246, CPB Netherlands Bureau for Economic Policy Analysis.
    7. İ. Akçomak & Lex Borghans & Bas Weel, 2011. "Measuring and Interpreting Trends in the Division of Labour in the Netherlands," De Economist, Springer, vol. 159(4), pages 435-482, December.
    8. 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.
    9. 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.
    10. 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.
    11. Liao, Wen-Chi, 2012. "Inshoring: The geographic fragmentation of production and inequality," Journal of Urban Economics, Elsevier, vol. 72(1), pages 1-16.
    12. Diego Puga, 2017. "The changing distribution of firms and workers across cities," Development Working Papers 418, Centro Studi Luca d'Agliano, University of Milano.
    13. Edward L. Glaeser & Joshua D. Gottlieb, 2009. "The Wealth of Cities: Agglomeration Economies and Spatial Equilibrium in the United States," Journal of Economic Literature, American Economic Association, vol. 47(4), pages 983-1028, December.
    14. Aurélie LALANNE & Guillaume POUYANNE, 2012. "Ten years of metropolization in economics: a bibliometric approach (In French)," Cahiers du GREThA (2007-2019) 2012-11, Groupe de Recherche en Economie Théorique et Appliquée (GREThA).
    15. 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.
    16. Berger, Thor & Frey, Carl Benedikt, 2016. "Did the Computer Revolution shift the fortunes of U.S. cities? Technology shocks and the geography of new jobs," Regional Science and Urban Economics, Elsevier, vol. 57(C), pages 38-45.
    17. 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.
    18. Marigee Bacolod & Bernardo S. Blum & William C. Strange, 2010. "Elements Of Skill: Traits, Intelligences, Education, And Agglomeration," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 245-280, February.
    19. Ehrl, Philipp & Monteiro Monasterio, Leonardo, 2016. "Historical trades, skills and agglomeration economies," MPRA Paper 69829, University Library of Munich, Germany.
    20. Mikaela Backman & Pia Nilsson, 2018. "The role of cultural heritage in attracting skilled individuals," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 42(1), pages 111-138, February.

    More about this item

    Keywords

    cities; tasks; occupations; employment;
    All these keywords.

    JEL classification:

    • J20 - Labor and Demographic Economics - - Demand and Supply of Labor - - - General
    • J30 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - General
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General

    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:iza:izadps:dp8053. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: . General contact details of provider: https://edirc.repec.org/data/izaaade.html .

    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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.