IDEAS home Printed from https://ideas.repec.org/a/spr/italej/v9y2023i2d10.1007_s40797-022-00202-6.html
   My bibliography  Save this article

Urban Non-urban Agglomeration Divide: Is There a Gap in Productivity and Wages?

Author

Listed:
  • Eleonora Bartoloni

    (Italian National Institute of Statistics (ISTAT)
    Eurostat)

  • Andrea Marino

    (Italian National Institute of Statistics (ISTAT)
    University of Genoa)

  • Maurizio Baussola

    (Università Cattolica del Sacro Cuore)

  • Davide Romaniello

    (Università Cattolica del Sacro Cuore)

Abstract

This paper investigates the productivity–wage relation using a novel and integrated employer-employee database covering the entire population of non-financial firms’ plants in one of the most developed regions in Europe, i.e., the Italian Lombardy region. We suggest that although a growing literature shows that locating in urban areas yields substantial productivity gains due to agglomeration economies, the interaction between productivity and wages is ultimately the key to ascertaining the true advantage of the high densely populated areas. By adopting an empirical specification that allows us to explore interaction effects between localization and the sector of activity at the establishment level, we find that agglomeration economies play a significant but conditional role in affecting productivity and wage differentials while also controlling for firm-specific factors (in particular, job-related characteristics) and selection effects. The estimated impacts are heterogeneous across sectors, depending on their technological features. The effect of locating in High-density urban areas on the productive-wage gap is significantly positive only in highly knowledge-intensive services sectors; for firms supplying less technologically sophisticated services and for manufacturing plants, the impact is either not significant or negative. Locating in Rural areas generally exerts a downward (or not significant) impact on the productivity-wage gap.

Suggested Citation

  • Eleonora Bartoloni & Andrea Marino & Maurizio Baussola & Davide Romaniello, 2023. "Urban Non-urban Agglomeration Divide: Is There a Gap in Productivity and Wages?," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 9(2), pages 789-827, July.
  • Handle: RePEc:spr:italej:v:9:y:2023:i:2:d:10.1007_s40797-022-00202-6
    DOI: 10.1007/s40797-022-00202-6
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s40797-022-00202-6
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s40797-022-00202-6?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. David Card & Ana Rute Cardoso & Joerg Heining & Patrick Kline, 2018. "Firms and Labor Market Inequality: Evidence and Some Theory," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 13-70.
    2. Van Biesebroeck, Johannes., 2014. "How tight is the link between wages and productivity? : a survey of the literature," ILO Working Papers 994864443402676, International Labour Organization.
    3. Combes, Pierre-Philippe & Duranton, Gilles, 2006. "Labour pooling, labour poaching, and spatial clustering," Regional Science and Urban Economics, Elsevier, vol. 36(1), pages 1-28, January.
    4. Pierre‐Philippe Combes & Gilles Duranton & Laurent Gobillon & Diego Puga & Sébastien Roux, 2012. "The Productivity Advantages of Large Cities: Distinguishing Agglomeration From Firm Selection," Econometrica, Econometric Society, vol. 80(6), pages 2543-2594, November.
    5. Hellerstein, Judith K & Neumark, David, 1999. "Sex, Wages, and Productivity: An Empirical Analysis of Israeli Firm-Level Data," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(1), pages 95-123, February.
    6. Ciccone, Antonio, 2002. "Agglomeration effects in Europe," European Economic Review, Elsevier, vol. 46(2), pages 213-227, February.
    7. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    8. Garnero, Andrea & Kampelmann, Stephan & Rycx, François, 2013. "Part-time Work, Wages and Productivity: Evidence from Belgian Matched Panel Data," IZA Discussion Papers 7789, Institute of Labor Economics (IZA).
    9. Ahlfeldt, Gabriel M. & Pietrostefani, Elisabetta, 2019. "The economic effects of density: A synthesis," Journal of Urban Economics, Elsevier, vol. 111(C), pages 93-107.
    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. Helmut Fryges & Joachim Wagner, 2021. "Exports and Productivity Growth — First Evidence from a Continuous Treatment Approach," World Scientific Book Chapters, in: Joachim Wagner (ed.), MICROECONOMETRIC STUDIES OF FIRMS’ IMPORTS AND EXPORTS Advanced Methods of Analysis and Evidence from German Enterprises, chapter 6, pages 57-86, World Scientific Publishing Co. Pte. Ltd..
    12. Henderson, J V, 1974. "The Sizes and Types of Cities," American Economic Review, American Economic Association, vol. 64(4), pages 640-656, September.
    13. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    14. Philip Du Caju & Erwan Gautier & Daphne Momferatu & Melanie Ward-Warmedinger, 2009. "Institutional Features of Wage Bargaining in 23 European Countries, the US and Japan," Ekonomia, Cyprus Economic Society and University of Cyprus, vol. 12(2), pages 57-108, Winter.
    15. 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.
    16. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    17. Giuseppe BERTOLA & Tito BOERI & Sandrine CAZES, 2000. "Employment protection in industrialized countries: The case for new indicators," International Labour Review, International Labour Organization, vol. 139(1), pages 57-72, March.
    18. Cecile Gaubert, 2018. "Firm Sorting and Agglomeration," NBER Working Papers 24478, National Bureau of Economic Research, Inc.
    19. 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.
    20. Stefano Costa & Carmine Pappalardo & Claudio Vicarelli, 2017. "Internationalization choices and Italian firm performance during the crisis," Small Business Economics, Springer, vol. 48(3), pages 753-769, March.
    21. 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.
    22. 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.
    23. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    24. repec:zbw:bofrdp:2015_027 is not listed on IDEAS
    25. Rosenthal, Stuart S. & Strange, William C., 2001. "The Determinants of Agglomeration," Journal of Urban Economics, Elsevier, vol. 50(2), pages 191-229, September.
    26. 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.
    27. Lorraine Dearden & Howard Reed & John Van Reenen, 2006. "The Impact of Training on Productivity and Wages: Evidence from British Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(4), pages 397-421, August.
    28. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    29. Luigi Buzzacchi & Antonio De Marco & Marcello Pagnini, 2021. "Agglomeration and the Italian North-South divide," Questioni di Economia e Finanza (Occasional Papers) 637, Bank of Italy, Economic Research and International Relations Area.
    30. Jozef Konings & Stijn Vanormelingen, 2015. "The Impact of Training on Productivity and Wages: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 97(2), pages 485-497, May.
    31. Stephan Kampelmann & François Rycx & Yves Saks & Ilan Tojerow, 2018. "Does education raise productivity and wages equally? The moderating role of age and gender," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-37, December.
    32. Jan Ours & Lenny Stoeldraijer, 2011. "Age, Wage and Productivity in Dutch Manufacturing," De Economist, Springer, vol. 159(2), pages 113-137, June.
    33. Torbjørn Haegeland & Tor Jakob Klette & Kjell G. Salvanes, 1999. "Declining Returns to Education in Norway? Comparing Estimates across Cohorts, Sectors and over Time," Scandinavian Journal of Economics, Wiley Blackwell, vol. 101(4), pages 555-576, December.
    34. Valter Di Giacinto & Matteo Gomellini & Giacinto Micucci & Marcello Pagnini, 2014. "Mapping local productivity advantages in Italy: industrial districts, cities or both?," Journal of Economic Geography, Oxford University Press, vol. 14(2), pages 365-394.
    35. Rudiger Ahrend & Emily Farchy & Ioannis Kaplanis & Alexander C. Lembcke, 2014. "What Makes Cities More Productive? Evidence on the Role of Urban Governance from Five OECD Countries," OECD Regional Development Working Papers 2014/5, OECD Publishing.
    36. 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.
    37. repec:zbw:bofrdp:urn:nbn:fi:bof-201512111472 is not listed on IDEAS
    38. J. Vernon Henderson, 2001. "Marshall's Scale Economies," Working Papers 2001-46, Brown University, Department of Economics.
    39. Valter Giacinto & Giacinto Micucci & Alessandro Tosoni, 2020. "The agglomeration of knowledge-intensive business services firms," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 65(3), pages 557-590, December.
    40. Gaubert, Cécile, 2018. "Firm Sorting and Agglomeration," CEPR Discussion Papers 12835, C.E.P.R. Discussion Papers.
    41. Alessandra Cataldi & Stephan Kampelmann & François Rycx, 2011. "Productivity-Wage Gaps Among Age Groups: Does the ICT Environment Matter?," De Economist, Springer, vol. 159(2), pages 193-221, June.
    42. 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.
    43. Hellerstein, Judith K & Neumark, David & Troske, Kenneth R, 1999. "Wages, Productivity, and Worker Characteristics: Evidence from Plant-Level Production Functions and Wage Equations," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 409-446, July.
    44. Bosio, Giulio, 2009. "Temporary employment and wage gap with permanent jobs: evidence from quantile regression," MPRA Paper 16055, University Library of Munich, Germany.
    45. Sarah Brown & John G. Sessions, 2003. "Earnings, Education, and Fixed‐Term Contracts," Scottish Journal of Political Economy, Scottish Economic Society, vol. 50(4), pages 492-506, September.
    46. repec:hal:wpspec:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    47. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    48. Don Webber & Nigel Curry & Anthony Plumridge, 2009. "Business Productivity and Area Productivity in Rural England," Regional Studies, Taylor & Francis Journals, vol. 43(5), pages 661-675.
    49. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    50. 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.
    51. François Rycx & Andrea Garnero & Stephan Kampelmann, 2014. "part-time work, Wages and Productivity :Evidence from Matched panel data," ULB Institutional Repository 2013/245672, ULB -- Universite Libre de Bruxelles.
    52. Spyridon Stavropoulos & Dimitris Skuras, 2016. "Firm Profitability and Agglomeration Economies: An Elusive Relationship," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 107(1), pages 66-80, February.
    53. Henderson, J. Vernon, 2003. "Marshall's scale economies," Journal of Urban Economics, Elsevier, vol. 53(1), pages 1-28, January.
    54. John Baldwin & Desmond Beckstead & W. Mark Brown & David Rigby, 2008. "Agglomeration and the Geography of Localization Economies in Canada," Regional Studies, Taylor & Francis Journals, vol. 42(1), pages 117-132.
    55. 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.
    56. Andrea Garnero & Stephan Kampelmann & François Rycx, 2014. "Part-Time Work, Wages, and Productivity," ILR Review, Cornell University, ILR School, vol. 67(3), pages 926-954, July.
    57. Zheng, Xiao-Ping, 2001. "Determinants of agglomeration economies and diseconomies: : empirical evidence from Tokyo," Socio-Economic Planning Sciences, Elsevier, vol. 35(2), pages 131-144.
    58. Cecile Gaubert, 2018. "Firm Sorting and Agglomeration," American Economic Review, American Economic Association, vol. 108(11), pages 3117-3153, November.
    59. Eleonora Bartoloni & Maurizio Baussola, 2021. "Productivity and earnings at the firm-plant level: the case of Lombardy’s urban and non-urban agglomerations," Spatial Economic Analysis, Taylor & Francis Journals, vol. 16(3), pages 333-354, July.
    60. repec:ilo:ilowps:486444 is not listed on IDEAS
    61. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
    62. Michael Rusinek & Ilan Tojerow, 2014. "The Regional Dimension of Collective Wage Bargaining: The Case of Belgium," Regional Studies, Taylor & Francis Journals, vol. 48(2), pages 301-317, February.
    63. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    64. Shapiro, Carl & Stiglitz, Joseph E, 1984. "Equilibrium Unemployment as a Worker Discipline Device," American Economic Review, American Economic Association, vol. 74(3), pages 433-444, June.
    65. Bruno Crépon & Nicolas Deniau & Sébastien Pérez-Duarte, 2003. "Wages, Productivity and Worker Characteristics : A French Perspective," Working Papers 2003-04, Center for Research in Economics and Statistics.
    66. Antonio Accetturo & Alberto Dalmazzo & Guido de Blasio, 2019. "Spatial equilibrium in deviations: An application to skill‐premium and skill‐mix heterogeneity," Journal of Regional Science, Wiley Blackwell, vol. 59(4), pages 615-632, September.
    67. Paul Cheshire, 2019. "The Costs of Containment: Or the Need to Plan for Urban Growth," CESifo Forum, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 20(03), pages 10-14, October.
    68. Walter Y. Oi, 1962. "Labor as a Quasi-Fixed Factor," Journal of Political Economy, University of Chicago Press, vol. 70, pages 538-538.
    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. repec:hal:spmain:info:hdl:2441/1kv8mtgl748r0ahh12air9erdc is not listed on IDEAS
    3. Luigi Buzzacchi & Antonio De Marco & Marcello Pagnini, 2021. "Agglomeration and the Italian North-South divide," Questioni di Economia e Finanza (Occasional Papers) 637, Bank of Italy, Economic Research and International Relations Area.
    4. Gilles Duranton & Diego Puga, 2020. "The Economics of Urban Density," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 3-26, Summer.
    5. 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.
    6. Giulio Cainelli & Andrea Fracasso & Giuseppe Vittucci Marzetti, 2015. "Spatial agglomeration and productivity in Italy: A panel smooth transition regression approach," Papers in Regional Science, Wiley Blackwell, vol. 94, pages 39-67, November.
    7. Wang, Jian & Sun, Furong & Lv, Kangjuan & Wang, Lisha, 2022. "Industrial agglomeration and firm energy intensity: How important is spatial proximity?," Energy Economics, Elsevier, vol. 112(C).
    8. Grover, Arti & Lall, Somik & Timmis, Jonathan, 2023. "Agglomeration economies in developing countries: A meta-analysis," Regional Science and Urban Economics, Elsevier, vol. 101(C).
    9. Hoang, Manh Cuong & Schiller, Daniel, 2023. "Which firms benefit the most from agglomeration? New evidence from an emerging country with consistent measure of productivity," Journal of Asian Economics, Elsevier, vol. 86(C).
    10. Ehrl, Philipp, 2013. "Agglomeration economies with consistent productivity estimates," Regional Science and Urban Economics, Elsevier, vol. 43(5), pages 751-763.
    11. Ming He & Yang Chen & Ron Schramm, 2018. "Technological spillovers in space and firm productivity: Evidence from China’s electric apparatus industry," Urban Studies, Urban Studies Journal Limited, vol. 55(11), pages 2522-2541, August.
    12. 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.
    13. Ricardo A. López & Jens Südekum, 2009. "Vertical Industry Relations, Spillovers, And Productivity: Evidence From Chilean Plants," Journal of Regional Science, Wiley Blackwell, vol. 49(4), pages 721-747, October.
    14. Roberto Ganau & Andrés Rodríguez†Pose, 2018. "Industrial clusters, organized crime, and productivity growth in Italian SMEs," Journal of Regional Science, Wiley Blackwell, vol. 58(2), pages 363-385, March.
    15. 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.
    16. Ana Gouveia & Sílvia Santos & Marli Fernandes, 2017. "The empirics of agglomeration economies: the link with productivity," GEE Papers 0067, Gabinete de Estratégia e Estudos, Ministério da Economia, revised Feb 2017.
    17. Ahlfeldt, Gabriel M. & Pietrostefani, Elisabetta, 2019. "The economic effects of density: A synthesis," Journal of Urban Economics, Elsevier, vol. 111(C), pages 93-107.
    18. Rycx, François & Saks, Yves & Tojerow, Ilan, 2016. "Misalignment of Productivity and Wages across Regions? Evidence from Belgian Matched Panel Data," IZA Discussion Papers 10336, Institute of Labor Economics (IZA).
    19. Arimoto, Yutaka & Nakajima, Kentaro & Okazaki, Tetsuji, 2014. "Sources of productivity improvement in industrial clusters: The case of the prewar Japanese silk-reeling industry," Regional Science and Urban Economics, Elsevier, vol. 46(C), pages 27-41.
    20. Quintero, Luis E. & Roberts, Mark, 2023. "Cities and productivity: Evidence from 16 Latin American and Caribbean countries," Journal of Urban Economics, Elsevier, vol. 136(C).
    21. Yoshihiro Hashiguchi & Kiyoyasu Tanaka, 2015. "Agglomeration and firm-level productivity: A Bayesian spatial approach," Papers in Regional Science, Wiley Blackwell, vol. 94, pages 95-114, November.

    More about this item

    Keywords

    Labour productivity; Productivity–wage gap; Agglomeration divide; Knowledge intensive sectors;
    All these keywords.

    JEL classification:

    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • R10 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General
    • 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

    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:spr:italej:v:9:y:2023:i:2:d:10.1007_s40797-022-00202-6. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.