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R&D, spatial proximity and productivity at firm level: evidence from Italy

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  • Cardamone, Paola

Abstract

The aim of this paper is to evaluate the effect of research and development (R&D) on productivity by taking into account productivity spillovers. To this end, by using a sample of Italian manufacturing firms provided by the Xth UniCredit-Capitalia survey (2008), which covers the period 2004-2006, we have analyzed the role of R&D in firm productivity by using a spatial autoregressive model. In so doing, we have allowed the total factor productivity (TFP) of each firm to be affected by the TFP of nearby firms. Results show that R&D play an important role in Italian firm productivity. Moreover, we find evidence in favor of productivity spillovers across firms due to spatial proximity. In addition, intrasectoral R&D spillovers seem to have a relevant effect on firm productivity, while intersectoral R&D spillovers do not have a significant effect.

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  • Cardamone, Paola, 2014. "R&D, spatial proximity and productivity at firm level: evidence from Italy," MPRA Paper 57149, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:57149
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    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Giuseppe Medda & Claudio Piga, 2014. "Technological spillovers and productivity in Italian manufacturing firms," Journal of Productivity Analysis, Springer, vol. 41(3), pages 419-434, June.
    3. Luigi Aldieri & Michele Cincera, 2009. "Geographic and technological R&D spillovers within the triad: micro evidence from US patents," The Journal of Technology Transfer, Springer, vol. 34(2), pages 196-211, April.
    4. Antonio Bassanetti & Massimiliano Iommi & Cecilia Jona-Lasinio & Francesco Zollino, 2004. "La crescita dell'economia italiana negli anni novanta tra ritardo tecnologico e rallentamento della produttivit�," Temi di discussione (Economic working papers) 539, Bank of Italy, Economic Research and International Relations Area.
    5. Corinne Autant-Bernard, 2012. "Spatial Econometrics of Innovation: Recent Contributions and Research Perspectives," Spatial Economic Analysis, Taylor & Francis Journals, vol. 7(4), pages 403-419, December.
    6. Dietmar Harhoff, 1998. "R&D and Productivity in German Manufacturing Firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 6(1), pages 29-50.
    7. Enrico Saltari & Giuseppe Travaglini, 2008. "Il rallentamento della produttività del lavoro e la crescita dell'occupazione. Il ruolo del progresso tecnologico e della flessibilità del lavoro," Rivista italiana degli economisti, Società editrice il Mulino, issue 1, pages 3-38.
    8. Oliviero Carboni, 2013. "Spatial and industry proximity in collaborative research: evidence from Italian manufacturing firms," The Journal of Technology Transfer, Springer, vol. 38(6), pages 896-910, December.
    9. Anselin, Luc & Bera, Anil K. & Florax, Raymond & Yoon, Mann J., 1996. "Simple diagnostic tests for spatial dependence," Regional Science and Urban Economics, Elsevier, vol. 26(1), pages 77-104, February.
    10. Audretsch, David B. & Feldman, Maryann P., 2004. "Knowledge spillovers and the geography of innovation," 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 61, pages 2713-2739, Elsevier.
    11. Francesco Aiello & Paola Cardamone & Valeria Pupo, 2005. "Produttività e capitale tecnologico nel settore manifatturiero italiano," L'industria, Società editrice il Mulino, issue 1, pages 119-146.
    12. Aiello, Francesco & Cardamone, Paola, 2012. "Regional economic divide and the role of technological spillovers in Italy. Evidence from microdata," Structural Change and Economic Dynamics, Elsevier, vol. 23(3), pages 205-220.
    13. Emanuela Marrocu & Raffaele Paci & Stefano Usai, 2013. "Productivity Growth In The Old And New Europe: The Role Of Agglomeration Externalities," Journal of Regional Science, Wiley Blackwell, vol. 53(3), pages 418-442, August.
    14. Barbara Dettori & Emanuela Marrocu & Raffaele Paci, 2012. "Total Factor Productivity, Intangible Assets and Spatial Dependence in the European Regions," Regional Studies, Taylor & Francis Journals, vol. 46(10), pages 1401-1416, November.
    15. Bottazzi, Laura & Peri, Giovanni, 2003. "Innovation and spillovers in regions: Evidence from European patent data," European Economic Review, Elsevier, vol. 47(4), pages 687-710, August.
    16. Giuseppe Medda & Claudio Piga & Donald S Siegel, 2005. "University R&D and Firm Productivity: Evidence from Italy," The Journal of Technology Transfer, Springer, vol. 30(2_2), pages 199-205, January.
    17. Hall, Bronwyn H. & Mairesse, Jacques, 1995. "Exploring the relationship between R&D and productivity in French manufacturing firms," Journal of Econometrics, Elsevier, vol. 65(1), pages 263-293, January.
    18. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    19. James D. Adams & Adam B. Jaffe, 1996. "Bounding the Effects of R&D: An Investigation Using Matched Establishment-Firm Data," RAND Journal of Economics, The RAND Corporation, vol. 27(4), pages 700-721, Winter.
    20. Cristiano Antonelli & Pier Paolo Patrucco & Francesco Quatraro, 2011. "Productivity Growth and Pecuniary Knowledge Externalities: An Empirical Analysis of Agglomeration Economies in European Regions," Economic Geography, Taylor & Francis Journals, vol. 87(1), pages 23-50, January.
    21. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    22. Marco Cucculelli & Lidia Mannarino & Valeria Pupo & Fernanda Ricotta, 2014. "Owner‐Management, Firm Age, and Productivity in Italian Family Firms," Journal of Small Business Management, Taylor & Francis Journals, vol. 52(2), pages 325-343, April.
    23. Francesco Daveri & Cecilia Jona-Lasinio, 2005. "Italy's Decline: Getting the Facts Right," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 64(4), pages 365-410, December.
    24. Oliviero A. Carboni, 2013. "A spatial analysis of R&D: the role of industry proximity," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(8), pages 820-839, November.
    25. Andrea Caragliu & Peter Nijkamp, 2012. "The impact of regional absorptive capacity on spatial knowledge spillovers: the Cohen and Levinthal model revisited," Applied Economics, Taylor & Francis Journals, vol. 44(11), pages 1363-1374, April.
    26. Jeffrey I. Bernstein, 1988. "Costs of Production, Intra- and Interindustry R&D Spillovers: Canadian Evidence," Canadian Journal of Economics, Canadian Economics Association, vol. 21(2), pages 324-347, May.
    27. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    28. David M. Drukker & Hua Peng & Ingmar Prucha & Rafal Raciborski, 2013. "Creating and managing spatial-weighting matrices with the spmat command," Stata Journal, StataCorp LP, vol. 13(2), pages 242-286, June.
    29. Wixe, Sofia, 2013. "The Impact of Spatial Externalities: Skills, Education and Firm Productivity," Working Paper Series in Economics and Institutions of Innovation 306, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies.
    30. Francesco Aiello & Paola Cardamone, 2005. "R&D spillovers and productivity growth: evidence from Italian manufacturing microdata," Applied Economics Letters, Taylor & Francis Journals, vol. 12(10), pages 625-631.
    31. Wolff, Edward N. & Ishaq Nadiri, M., 1993. "Spillover effects, linkage structure, and research and development," Structural Change and Economic Dynamics, Elsevier, vol. 4(2), pages 315-331, December.
    32. Francesco Serti & Chiara Tomasi, 2008. "Self-Selection and Post-Entry Effects of Exports: Evidence from Italian Manufacturing Firms," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 144(4), pages 660-694, December.
    33. Corinne Autant‐Bernard & James P. LeSage, 2011. "Quantifying Knowledge Spillovers Using Spatial Econometric Models," Journal of Regional Science, Wiley Blackwell, vol. 51(3), pages 471-496, August.
    34. de Lucio, Juan J. & Herce, Jose A. & Goicolea, Ana, 2002. "The effects of externalities on productivity growth in Spanish industry," Regional Science and Urban Economics, Elsevier, vol. 32(2), pages 241-258, March.
    35. Scherer, F M, 1982. "Inter-Industry Technology Flows and Productivity Growth," The Review of Economics and Statistics, MIT Press, vol. 64(4), pages 627-634, November.
    36. Francesco Aiello & Valeria Pupo, 2004. "Il tasso di rendimento degli investimenti in ricerca e sviluppo delle imprese innovatrici italiane," Rivista di Politica Economica, SIPI Spa, vol. 94(3), pages 81-118, May-June.
    37. Francesco Aiello & Valeria Pupo & Fernanda Ricotta, 2014. "Explaining Total Factor Productivity at Firm Level in Italy: Does Location Matter?," Spatial Economic Analysis, Taylor & Francis Journals, vol. 9(1), pages 51-70, March.
    38. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    39. Corinne Autant-Bernard & James Lesage, 2011. "Quantifying knowledge spillovers using spatial econometric tools," Post-Print halshs-00617709, HAL.
    40. Michael J. Orlando, 2000. "On the importance of geographic and technological proximity for R&D spillovers : an empirical investigation," Research Working Paper RWP 00-02, Federal Reserve Bank of Kansas City.
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    Cited by:

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    2. Edoardo Baldoni & Roberto Esposti, 2021. "Agricultural Productivity in Space: an Econometric Assessment Based on Farm‐Level Data," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(4), pages 1525-1544, August.

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    More about this item

    Keywords

    R&D; TFP; spillovers; spatial econometrics; Italian manufacturing firms;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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