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Technological spillovers and productivity in Italian manufacturing firms

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  • Giuseppe Medda
  • Claudio Piga

Abstract

We study whether a firm’s total factor productivity dynamics is positively influenced by its own R&D activity and by the technological spillovers generated at the intra- and inter-sectorial level. Our approach corrects simultaneously for the endogeneity and the selectivity biases introduced by the use of a firm’s own R&D as a regressor. The evidence suggests that a firm’s involvement in R&D activities accounts for significant productivity gains. Firms also benefit from spillovers originating from their own industries, as well as from innovative upstream sectors. Copyright Springer Science+Business Media New York 2014

Suggested Citation

  • 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.
    • Handle: RePEc:kap:jproda:v:41:y:2014:i:3:p:419-434
    DOI: 10.1007/s11123-013-0351-1
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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. Charbel Macdissi & Syoum Negassi, 2002. "International R&D Spillovers: An Empirical Study," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 11(2), pages 77-91.
    3. Zvi Griliches, 1998. "Productivity Growth and R&D at the Business Level: Results from the PIMS Data Base," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 134-156, National Bureau of Economic Research, Inc.
    4. Zvi Griliches, 1998. "Productivity, R&D, and Basic Research at the Firm Level in the 1970s," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 82-99, National Bureau of Economic Research, Inc.
    5. Zvi Griliches, 1998. "Interindustry Technology Flows and Productivity Growth: A Reexamination," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 241-250, National Bureau of Economic Research, Inc.
    6. Giuseppe Medda & Claudio Piga & Donald Siegel, 2006. "Assessing the returns to collaborative research: Firm-level evidence from Italy," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(1), pages 37-50.
    7. Wakelin, Katharine, 2001. "Productivity growth and R&D expenditure in UK manufacturing firms," Research Policy, Elsevier, vol. 30(7), pages 1079-1090, August.
    8. Jaffe, Adam B., 1989. "Characterizing the "technological position" of firms, with application to quantifying technological opportunity and research spillovers," Research Policy, Elsevier, vol. 18(2), pages 87-97, April.
    9. Claudio Cozza & Franco Malerba & Maria Luisa Mancusi & Giulio Perani & Andrea Vezzulli, 2012. "Innovation, profitability and growth in medium and high-tech manufacturing industries: evidence from Italy," Applied Economics, Taylor & Francis Journals, vol. 44(15), pages 1963-1976, May.
    10. 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.
    11. Claudio A. Piga & Marco Vivarelli, 2004. "Internal and External R&D: A Sample Selection Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(4), pages 457-482, September.
    12. Francesco Aiello & Paola Cardamone, 2008. "R&D spillovers and firms’ performance in Italy," Empirical Economics, Springer, vol. 34(1), pages 143-166, February.
    13. 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.
    14. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    15. Link, Albert N, 1981. "Basic Research and Productivity Increase in Manufacturing: Additional Evidence," American Economic Review, American Economic Association, vol. 71(5), pages 1111-1112, December.
    16. Lindström, Tomas, 1999. "External Economies at the Firm Level: Evidence from Swedish Manufacturing," Working Paper Series 89, Sveriges Riksbank (Central Bank of Sweden).
    17. Lichtenberg, Frank R & Siegel, Donald, 1991. "The Impact of R&D Investment on Productivity--New Evidence Using Linked R&D-LRD Data," Economic Inquiry, Western Economic Association International, vol. 29(2), pages 203-229, April.
    18. repec:rus:hseeco:278754 is not listed on IDEAS
    19. Piga, Claudio & Poyago-Theotoky, Joanna, 2005. "Endogenous R&D spillovers and locational choice," Regional Science and Urban Economics, Elsevier, vol. 35(2), pages 127-139, March.
    20. Bronwyn Hall & Francesca Lotti & Jacques Mairesse, 2009. "Innovation and productivity in SMEs: empirical evidence for Italy," Small Business Economics, Springer, vol. 33(1), pages 13-33, June.
    21. Zvi Griliches, 1998. "The Search for R&D Spillovers," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 251-268, National Bureau of Economic Research, Inc.
    22. Robert Wieser, 2005. "Research And Development Productivity And Spillovers: Empirical Evidence At The Firm Level," Journal of Economic Surveys, Wiley Blackwell, vol. 19(4), pages 587-621, September.
    23. 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.
    24. Zvi Griliches, 1998. "Comparing Productivity Growth: An Exploration of French and U.S. Industrial and Firm Data," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 157-186, National Bureau of Economic Research, Inc.
    25. Crepon, B. & Duguet, E. & Mairesse, J., 1998. "Research Investment, Innovation and Productivity: An Econometric Analysis at the Firm Level," Papiers d'Economie Mathématique et Applications 98.15, Université Panthéon-Sorbonne (Paris 1).
    26. Zvi Griliches, 1998. "Productivity and R&D at the Firm Level," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 100-133, National Bureau of Economic Research, Inc.
    27. Angel de la Fuente & Rafael Doménech, 2006. "Human Capital in Growth Regressions: How Much Difference Does Data Quality Make?," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 1-36, March.
    28. Jeffrey I. Bernstein & M. Ishaq Nadiri, 1989. "Research and Development and Intra-industry Spillovers: An Empirical Application of Dynamic Duality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 56(2), pages 249-267.
    29. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    30. Anselin, Luc, 2007. "Spatial econometrics in RSUE: Retrospect and prospect," Regional Science and Urban Economics, Elsevier, vol. 37(4), pages 450-456, July.
    31. KWON Hyeog Ug & INUI Tomohiko, 2003. "R&D and Productivity Growth in Japanese Manufacturing Firms," ESRI Discussion paper series 044, Economic and Social Research Institute (ESRI).
    32. 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.
    33. Henri Capron & Michele Cincera, 1998. "Assessing the R&D determinants and productivity of world-wide manufacturing firms," ULB Institutional Repository 2013/849, ULB -- Universite Libre de Bruxelles.
    34. Keller, Wolfgang, 2002. "Trade and the Transmission of Technology," Journal of Economic Growth, Springer, vol. 7(1), pages 5-24, March.
    35. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    36. Harald Badinger & Peter Egger, 2008. "Intra- and Inter-Industry Productivity Spillovers in OECD Manufacturing: A Spatial Econometric Perspective," CESifo Working Paper Series 2181, CESifo.
    37. 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.
    38. Bart Los & Bart Verspagen, 2000. "R&D spillovers and productivity: Evidence from U.S. manufacturing microdata," Empirical Economics, Springer, vol. 25(1), pages 127-148.
    39. Claudio A. Piga & Gianfranco Atzeni, 2007. "R&D Investment, Credit Rationing And Sample Selection," Bulletin of Economic Research, Wiley Blackwell, vol. 59(2), pages 149-178, April.
    40. Raut, Lakshmi K., 1995. "R & D spillover and productivity growth: Evidence from Indian private firms," Journal of Development Economics, Elsevier, vol. 48(1), pages 1-23, October.
    41. Giovanni Peri, 2005. "Determinants of Knowledge Flows and Their Effect on Innovation," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 308-322, May.
    42. Pier P. Saviotti & Bart Nooteboom (ed.), 2000. "Technology and Knowledge," Books, Edward Elgar Publishing, number 1920.
    43. repec:taf:applec:44:y:2012:i:34:p:4421-4438 is not listed on IDEAS
    44. Parisi, Maria Laura & Schiantarelli, Fabio & Sembenelli, Alessandro, 2006. "Productivity, innovation and R&D: Micro evidence for Italy," European Economic Review, Elsevier, vol. 50(8), pages 2037-2061, November.
    45. 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.
    46. 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.
    47. Bartelsman, Eric J & Caballero, Ricardo J & Lyons, Richard K, 1994. "Customer- and Supplier-Driven Externalities," American Economic Review, American Economic Association, vol. 84(4), pages 1075-1084, September.
    48. R. Schmalensee & R. Willig (ed.), 1989. "Handbook of Industrial Organization," Handbook of Industrial Organization, Elsevier, edition 1, volume 2, number 2.
    49. repec:crs:wpaper:9833 is not listed on IDEAS
    50. David J. Teece, 2003. "Competition, Cooperation, and Innovation Organizational Arrangements for Regimes of Rapid Technological Progress," World Scientific Book Chapters, in: Essays In Technology Management And Policy Selected Papers of David J Teece, chapter 16, pages 447-474, World Scientific Publishing Co. Pte. Ltd..
    51. Vella, Francis & Verbeek, Marno, 1999. "Estimating and Interpreting Models with Endogenous Treatment Effects," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(4), pages 473-478, October.
    52. 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.
    53. Robert Wieser, 2001. "R&D and Productivity: Empirical Evidence at the Firm Level," WIFO Working Papers 158, WIFO.
    54. Bianco, Magda & Nicodano, Giovanna, 2006. "Pyramidal groups and debt," European Economic Review, Elsevier, vol. 50(4), pages 937-961, May.
    55. Sung-Bae Mun & M. Ishaq Nadiri, 2002. "Information Technology Externalities: Empirical Evidence from 42 U.S. Industries," NBER Working Papers 9272, National Bureau of Economic Research, Inc.
    56. N. Domeque Claver & C. Fillat Castej & F. Sanz Gracia, 2012. "External economies as a mechanism of agglomeration in EU manufacturing," Applied Economics, Taylor & Francis Journals, vol. 44(34), pages 4421-4438, December.
    57. Bruno Crepon & Emmanuel Duguet & Jacques Mairesse, 1998. "Research, Innovation And Productivity: An Econometric Analysis At The Firm Level," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 7(2), pages 115-158.
    58. 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.
    59. Mun, S-B. & Nadiri, M.I., 2002. "Information Technology Externalities: Empirical Evidence from 42 U.S. Industries," Working Papers 02-03, C.V. Starr Center for Applied Economics, New York University.
    60. Link, Albert N., 1983. "Inter-firm technology flows and productivity growth," Economics Letters, Elsevier, vol. 11(1-2), pages 179-184.
    61. Morrison Paul, Catherine J., 2002. "Supply and demand-driven spillovers and productivity growth," Japan and the World Economy, Elsevier, vol. 14(3), pages 285-304, August.
    62. R. Schmalensee & R. Willig (ed.), 1989. "Handbook of Industrial Organization," Handbook of Industrial Organization, Elsevier, edition 1, volume 1, number 1.
    63. Wesley M. Cohen & Richard C. Levin & David C. Mowery, 1987. "Firm Size and R&D Intensity: A Re-Examination," NBER Working Papers 2205, National Bureau of Economic Research, Inc.
    64. Van Reenen, John, 1997. "Employment and Technological Innovation: Evidence from U.K. Manufacturing Firms," Journal of Labor Economics, University of Chicago Press, vol. 15(2), pages 255-284, April.
    65. Zvi Griliches, 1984. "R&D, Patents, and Productivity," NBER Books, National Bureau of Economic Research, Inc, number gril84-1, March.
    66. Mansfield, Edwin, 1980. "Basic Research and Productivity Increase in Manufacturing," American Economic Review, American Economic Association, vol. 70(5), pages 863-873, December.
    67. Branstetter, Lee G., 2001. "Are knowledge spillovers international or intranational in scope?: Microeconometric evidence from the U.S. and Japan," Journal of International Economics, Elsevier, vol. 53(1), pages 53-79, February.
    68. Zvi Griliches & Jacques Mairesse, 1981. "Productivity and R and D at the Firm Level," NBER Working Papers 0826, National Bureau of Economic Research, Inc.
    69. Cohen, Wesley M & Levin, Richard C & Mowery, David C, 1987. "Firm Size and R&D Intensity: A Re-examination," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 543-565, June.
    70. Michael J. Orlando, 2004. "Measuring Spillovers from Industrial R&D: On the Importance of Geographic and Technological Proximity," RAND Journal of Economics, The RAND Corporation, vol. 35(4), pages 777-786, Winter.
    71. Donald S. Siegel & Catherine J. Morrison Paul, 1999. "Scale Economies and Industry Agglomeration Externalities: A Dynamic Cost Function Approach," American Economic Review, American Economic Association, vol. 89(1), pages 272-290, March.
    72. Robert Wieser, 2001. "R&D and Productivity: Evidence for European and U.S. Firms in the 1990s," WIFO Working Papers 159, WIFO.
    73. Odagiri, Hiroyuki & Iwata, Hitoshi, 1986. "The impact of R&D on productivity increase in Japanese manufacturing companies," Research Policy, Elsevier, vol. 15(1), pages 13-19, February.
    74. repec:rus:hseman:278754 is not listed on IDEAS
    75. Luuk Klomp & George Van Leeuwen, 2001. "Linking Innovation and Firm Performance: A New Approach," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 8(3), pages 343-364.
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    More about this item

    Keywords

    R&D; TFP; Selectivity; Treatment effect; C21; C80; D24; O30;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C80 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - General
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General

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