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Spatial Agglomeration, Technology and Outsourcing of Knowledge Intensive Business Services. Empirical Insights from Italy

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  • Antonietti, Roberto
  • Cainelli, Giulio

Abstract

Aim of this paper is to explore the main drivers of outsourcing of knowledge intensive business services by Italian manufacturing firms. While anecdotal and empirical evidence has emphasized labour cost and scale economies as behind firms' choices to outsource production or service activities, here we focus on spatial agglomeration and technology as important factors. Using microeconomic data on a repeated cross-section of Italian manufacturing firms for the period 1998-2003, we develop a two-stage model in order to avoid selection bias: first, we estimate the determinants of the firm's decision to outsource business-related services; second, we estimate the main factors underlying the intensity and complexity of KIBS outsourcing, expressed by the number of service activities that are externalized. Our results show that labour cost-savings are not relevant in driving the decision to outsource KIBS, but ICT, R&D and location within a dense and technologically developed industrial district have very positive effects.

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  • Antonietti, Roberto & Cainelli, Giulio, 2007. "Spatial Agglomeration, Technology and Outsourcing of Knowledge Intensive Business Services. Empirical Insights from Italy," Knowledge, Technology, Human Capital Working Papers 8221, Fondazione Eni Enrico Mattei (FEEM).
    • Handle: RePEc:ags:feemkt:8221
    DOI: 10.22004/ag.econ.8221
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    1. 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.
    2. Sourafel Girma & Holger Görg, 2004. "Outsourcing, Foreign Ownership, and Productivity: Evidence from UK Establishment‐level Data," Review of International Economics, Wiley Blackwell, vol. 12(5), pages 817-832, November.
    3. McCarthy, Ian & Anagnostou, Angela, 2004. "The impact of outsourcing on the transaction costs and boundaries of manufacturing," International Journal of Production Economics, Elsevier, vol. 88(1), pages 61-71, March.
    4. Giulio Cainelli, 2007. "Agglomeration, Technology and Business Groups," Books, Edward Elgar Publishing, number 3890.
    5. Raffaello Bronzini, 2004. "Foreign direct investment and agglomeration: evidence from Italy," Temi di discussione (Economic working papers) 526, Bank of Italy, Economic Research and International Relations Area.
    6. Marina Doroshenko & Ian Miles & Dmitry Vinogradov, 2014. "Knowledge Intensive Business Services: The Russian Experience," Foresight and STI Governance (Foresight-Russia till No. 3/2015), National Research University Higher School of Economics, vol. 8(4), pages 24-39.
      • Marina Doroshenko & Ian Miles & Dmitry Vinogradov, 2014. "Knowledge Intensive business services: the Russian experience," Foresight-Russia Форсайт, CyberLeninka;Федеральное государственное автономное образовательное учреждение высшего образования «Национальный исследовательский университет «Высшая школа экономики», vol. 8(4 (eng)), pages 24-39.
    7. James J. Heckman, 1976. "The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 475-492, National Bureau of Economic Research, Inc.
    8. Ann Bartel & Saul Lach & Nachum Sicherman, 2005. "Outsourcing and Technological Change," NBER Working Papers 11158, National Bureau of Economic Research, Inc.
    9. Head, Keith & Ries, John & Swenson, Deborah, 1995. "Agglomeration benefits and location choice: Evidence from Japanese manufacturing investments in the United States," Journal of International Economics, Elsevier, vol. 38(3-4), pages 223-247, May.
    10. Feenstra, Robert C & Hanson, Gordon H, 1996. "Globalization, Outsourcing, and Wage Inequality," American Economic Review, American Economic Association, vol. 86(2), pages 240-245, May.
    11. Mary Amiti & Shang-Jin Wei, 2004. "Fear of Service Outsourcing; Is It Justified?," IMF Working Papers 2004/186, International Monetary Fund.
    12. Holger Görg & Aoife Hanley, 2004. "Does Outsourcing Increase Profitability?," The Economic and Social Review, Economic and Social Studies, vol. 35(3), pages 267-288.
    13. 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.
    14. Giulio Cainelli & Rinaldo Evangelista & Maria Savona, 2006. "Innovation and economic performance in services: a firm-level analysis," Cambridge Journal of Economics, Oxford University Press, vol. 30(3), pages 435-458, May.
    15. Muller, Emmanuel & Zenker, Andrea, 2001. "Business services as actors of knowledge transformation: the role of KIBS in regional and national innovation systems," Research Policy, Elsevier, vol. 30(9), pages 1501-1516, December.
    16. Ottati, Gabi Dei, 1994. "Trust, Interlinking Transactions and Credit in the Industrial District," Cambridge Journal of Economics, Oxford University Press, vol. 18(6), pages 529-546, December.
    17. Sandro Montresor & Giuseppe Vittucci Marzetti, 2007. "Outsourcing and Structural Change: What Can Input-Output Analysis Say About It?," Economia politica, Società editrice il Mulino, issue 1, pages 43-78.
    18. Cainelli, Giulio & Mancinelli, Susanna & Mazzanti, Massimiliano, 2007. "Social capital and innovation dynamics in district-based local systems," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 36(6), pages 932-948, December.
    19. Abraham, Katharine G & Taylor, Susan K, 1996. "Firms' Use of Outside Contractors: Theory and Evidence," Journal of Labor Economics, University of Chicago Press, vol. 14(3), pages 394-424, July.
    20. Giulio Cainelli & Riccardo Leoncini & Anna Montini, 2007. "Spatial knowledge spillovers and regional productivity growth in Europe," Revue d'économie régionale et urbaine, Armand Colin, vol. 0(2), pages 201-221.
    21. Giulio Cainelli & Riccardo Leoncini, 1999. "Externalities and long-term local industrial development. Some empirical evidence from Italy," Revue d'Économie Industrielle, Programme National Persée, vol. 90(1), pages 25-39.
    22. Stefano Federico, 2006. "The internationalization of Italian production and industrial districts: an analysis of direct investment abroad," Temi di discussione (Economic working papers) 592, Bank of Italy, Economic Research and International Relations Area.
    23. Wheeler, David & Mody, Ashoka, 1992. "International investment location decisions : The case of U.S. firms," Journal of International Economics, Elsevier, vol. 33(1-2), pages 57-76, August.
    24. 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.
    25. Brusco, Sebastiano, 1982. "The Emilian Model: Productive Decentralisation and Social Integration," Cambridge Journal of Economics, Oxford University Press, vol. 6(2), pages 167-184, June.
    26. 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.
    27. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, September.
    28. Mary Amiti & Shang-Jin Wei, 2004. "Fear of Service Outsourcing: Is It Justified?," NBER Working Papers 10808, National Bureau of Economic Research, Inc.
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    Cited by:

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    2. Paul L. Robertson & David Jacobson & Richard N. Langlois, 2009. "Innovation Processes and Industrial Districts," Chapters, in: Giacomo Becattini & Marco Bellandi & Lisa De Propis (ed.), A Handbook of Industrial Districts, chapter 21, Edward Elgar Publishing.
    3. Antonietti, Roberto & Cainelli, Giulio & Lupi, Claudio, 2013. "Vertical disintegration and spatial co-localization: The case of Kibs in the metropolitan region of Milan," Economics Letters, Elsevier, vol. 118(2), pages 360-363.
    4. Roberto Antonietti & Maria Rosaria Ferrante & Riccardo Leoncini, 2016. "Local market size, social capital and outsourcing: evidence from Emilia Romagna," Small Business Economics, Springer, vol. 47(1), pages 243-260, June.
    5. Pinuccia Calia & Maria Ferrante, 2013. "How do firms combine different internationalisation modes? A multivariate probit approach," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 149(4), pages 663-696, December.
    6. Timmermans, Bram & Fitjar, Rune Dahl, 2015. "Skill Relatedness in Norway by Bram Timmermans and Rune Dahl Fitjar," UiS Working Papers in Economics and Finance 2015/20, University of Stavanger.
    7. Charlie Karlsson & Urban Gråsjö & Sofia Wixe (ed.), 2015. "Innovation and Entrepreneurship in the Global Economy," Books, Edward Elgar Publishing, number 15906.
    8. Roberto Antonietti & Maria Rosaria Ferrante & Riccardo Leoncini, 2014. "Trust your neighbour. Industrial relatedness, social capital and outsourcing," Papers in Evolutionary Economic Geography (PEEG) 1403, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2014.
    9. Roberto Antonietti & Giulio Cainelli, 2011. "Geographic concentration and vertical disintegration in KIBS: evidence from the metropolitan area of Milan," Openloc Working Papers 1105, Public policies and local development.
    10. García-Quevedo, José & Mas-Verdú, Francisco & Montolio, Daniel, 2011. "What type of innovative firms acquire knowledge intensive services and from which suppliers?," INGENIO (CSIC-UPV) Working Paper Series 201108, INGENIO (CSIC-UPV).
    11. Valentina Meliciani & Maria Savona, 2015. "The determinants of regional specialisation in business services: agglomeration economies, vertical linkages and innovation," Journal of Economic Geography, Oxford University Press, vol. 15(2), pages 387-416.
    12. Ohnemus, Jörg, 2009. "Productivity effects of business process outsourcing: a firm-level investigation based on panel data," ZEW Discussion Papers 09-088, ZEW - Leibniz Centre for European Economic Research.
    13. Lars Bengtsson & Mandar Dabhilkar, 2009. "Manufacturing outsourcing and its effect on plant performance—lessons for KIBS outsourcing," Journal of Evolutionary Economics, Springer, vol. 19(2), pages 231-257, April.
    14. Roberto Antonietti & Giulio Cainelli, 2012. "Urban size and KIBS vertical disintegration: Evidence from Lombardy," ERSA conference papers ersa12p666, European Regional Science Association.
    15. Roberto Antonietti & Maria Rosaria Ferrante & Riccardo Leoncini, 2015. "Infrastructure endowment, social capital and outsourcing: evidence from Emilia Romagna, Italy," Chapters, in: Charlie Karlsson & Urban Gråsjö & Sofia Wixe (ed.), Innovation and Entrepreneurship in the Global Economy, chapter 13, pages 310-330, Edward Elgar Publishing.
    16. Daria Ciriaci & Sandro Montresor & Daniela Palma, 2013. "Do KIBS make manufacturing more innovative? An empirical investigation for four European countries," JRC Working Papers on Corporate R&D and Innovation 2013-04, Joint Research Centre (Seville site).
    17. Mauro Capestro & Elisabetta Tarantino & Fabrizio Morgangni & Eleonora Tricarico & Gianluigi Guido, 2014. "Distretti calzaturieri in crisi: cause del declino e strategie di rinnovamento," ECONOMIA E SOCIET REGIONALE, FrancoAngeli Editore, vol. 2014(1), pages 187-212.

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    More about this item

    Keywords

    Labor and Human Capital;

    JEL classification:

    • L24 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Contracting Out; Joint Ventures
    • L84 - Industrial Organization - - Industry Studies: Services - - - Personal, Professional, and Business Services
    • R32 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Other Spatial Production and Pricing Analysis
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

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