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Regional economic divide and the role of technological spillovers in Italy. Evidence from microdata

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  • Aiello, Francesco
  • Cardamone, Paola

Abstract

This paper assesses the impact of R&D efforts on production in the North and Centre-South of Italy by using a panel of 1203 manufacturing firms over the period 1998-2003. The estimations are based on a nonlinear translog production function augmented by a measure of R&D spillovers. This measure combines the geographical distance between firms, the technological similarity within each pair of firms and the technical efficiency of each firm. The estimation method takes into account the endogeneity of regressors and the potential sample selection issue regarding firms’ decision to invest in R&D. Results show that the external stock of technology exerts a higher impact in the Centre-South of Italy. Finally, it emerges that R&D capital and R&D spillovers are substitutes for Northern firms and complements for Centre-Southern firms.

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  • Aiello, Francesco & Cardamone, Paola, 2010. "Regional economic divide and the role of technological spillovers in Italy. Evidence from microdata," MPRA Paper 22572, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:22572
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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. 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.
    3. 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.
    4. Jacques Mairesse & Bronwyn H. Hall, 1996. "Estimating the Productivity of Research and Development: An Exploration of GMM Methods Using Data on French & United States Manufacturing Firms," NBER Working Papers 5501, National Bureau of Economic Research, Inc.
    5. Francesco Aiello & Vincenzo Scoppa, 2000. "Uneven Regional Development in Italy: Explaining Differences in Productivity Levels," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 59(2), pages 270-298, September.
    6. 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.
    7. 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.
    8. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    9. Kim, H Youn, 1992. "The Translog Production Function and Variable Returns to Scale," The Review of Economics and Statistics, MIT Press, vol. 74(3), pages 546-552, August.
    10. Rinaldo Evangelista & Simona Iammarino & Valeria Mastrostefano & Alberto Silvani, 2002. "Looking for Regional Systems of Innovation: Evidence from the Italian Innovation Survey," Regional Studies, Taylor & Francis Journals, vol. 36(2), pages 173-186.
    11. 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.
    12. Wakelin, Katharine, 2001. "Productivity growth and R&D expenditure in UK manufacturing firms," Research Policy, Elsevier, vol. 30(7), pages 1079-1090, August.
    13. Bettina Becker & Nigel Pain, 2008. "What Determines Industrial R&D Expenditure In The Uk?," Manchester School, University of Manchester, vol. 76(1), pages 66-87, January.
    14. 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.
    15. Francesco Aiello & Paola Cardamone, 2008. "R&D spillovers and firms’ performance in Italy," Empirical Economics, Springer, vol. 34(1), pages 143-166, February.
    16. 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.
    17. 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.
    18. G Medda & C. Piga, 2004. "R&S e spillover industriali: un'analisi sulle imprese italiane," Working Paper CRENoS 200406, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    19. Jaffe, Adam B, 1988. "Demand and Supply Influences in R&D Intensity and Productivity Growth," The Review of Economics and Statistics, MIT Press, vol. 70(3), pages 431-437, August.
    20. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    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. May, J D & Denny, M, 1979. "Factor-Augmenting Technical Progress and Productivity in U.S. Manufacturing," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 20(3), pages 759-774, October.
    23. Michele Cincera, 2005. "Firms' productivity growth and R&D spillovers: An analysis of alternative technological proximity measures," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(8), pages 657-682.
    24. Kaiser, Ulrich, 2002. "Measuring knowledge spillovers in manufacturing and services: an empirical assessment of alternative approaches," Research Policy, Elsevier, vol. 31(1), pages 125-144, January.
    25. Del Monte, Alfredo & Papagni, Erasmo, 2003. "R&D and the growth of firms: empirical analysis of a panel of Italian firms," Research Policy, Elsevier, vol. 32(6), pages 1003-1014, June.
    26. Gianfranco E. Atzeni & Oliviero A. Carboni, 2006. "The Effects of Subsidies on Investment: an Empirical Evaluation on ICT in Italy," Revue de l'OFCE, Presses de Sciences-Po, vol. 97(5), pages 279-302.
    27. 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.
    28. Edward Feser, 2004. "A Flexible Test for Agglomeration Economies in Two U.S. Manufacturing Industries," Working Papers 04-14, Center for Economic Studies, U.S. Census Bureau.
    29. Deepika Goel, 2002. "Impact of Infrastructure on Productivity: Case of Indian Registered Manufacturing," Working papers 106, Centre for Development Economics, Delhi School of Economics.
    30. Maffezzoli Marco, 2006. "Convergence Across Italian Regions and the Role of Technological Catch-Up," The B.E. Journal of Macroeconomics, De Gruyter, vol. 6(1), pages 1-43, August.
    31. 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.
    32. Gianfranco E. Atzeni & OA Carboni, 2006. "Regional Disparity in ICT Adoption: an Empirical Evaluation of The Effects of Subsidies in Italy," Working Paper CRENoS 200608, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    33. Gustavsson, Patrik & Poldahl, Andreas, 2003. "Determinants of Firm R&D: Evidence from Swedish Firm Level Data," Working Paper Series 190, Trade Union Institute for Economic Research.
    34. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    35. Chan, M W Luke & Mountain, Dean C, 1983. "Economies of Scale and the Tornqvist Discrete Measure of Productivity Growth," The Review of Economics and Statistics, MIT Press, vol. 65(4), pages 663-667, November.
    36. 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.
    37. Adriana Di Liberto & Francesco Pigliaru & Roberto Mura, 2008. "How to measure the unobservable: a panel technique for the analysis of TFP convergence," Oxford Economic Papers, Oxford University Press, vol. 60(2), pages 343-368, April.
    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. Simona Iammarino, 2005. "An evolutionary integrated view of Regional Systems of Innovation: Concepts, measures and historical perspectives," European Planning Studies, Taylor & Francis Journals, vol. 13(4), pages 497-519, June.
    40. Fabiani, S. & Pellegrini, G., 1997. "Education, Infrastructure, Geography and Growth: An Empirical Analysis of the Development of Italian Provinces," Papers 323, Banca Italia - Servizio di Studi.
    41. Paola Cardamone, 2012. "A micro-econometric analysis of the role of R&D spillovers using a nonlinear translog specification," Journal of Productivity Analysis, Springer, vol. 37(1), pages 41-58, February.
    42. Gaetano Carmeci & Luciano Mauro, 2002. "TheConvergence of the Italian Regions and Unemployment: Theory and Evidence," Journal of Regional Science, Wiley Blackwell, vol. 42(3), pages 509-532, August.
    43. Valter Di Giacinto & Giorgio Nuzzo, 2006. "Explaining labour productivity differentials across Italian regions: the role of socio‐economic structure and factor endowments," Papers in Regional Science, Wiley Blackwell, vol. 85(2), pages 299-320, June.
    44. Lall, Somik V. & Shalizi, Zmarak & Deichmann, Uwe, 2004. "Agglomeration economies and productivity in Indian industry," Journal of Development Economics, Elsevier, vol. 73(2), pages 643-673, April.
    45. Riccardo Crescenzi, 2005. "Innovation and Regional Growth in the Enlarged Europe: The Role of Local Innovative Capabilities, Peripherality, and Education," Growth and Change, Wiley Blackwell, vol. 36(4), pages 471-507, September.
    46. 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.
    47. 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.
    48. Dietmar Harhoff, 2000. "R&D Spillovers, Technological Proximity, And Productivity Growth – Evidence From German Panel Data," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 52(3), pages 238-260, July.
    49. Berndt, Ernst R. & Christensen, Laurits R., 1973. "The translog function and the substitution of equipment, structures, and labor in U.S. manufacturing 1929-68," Journal of Econometrics, Elsevier, vol. 1(1), pages 81-113, March.
    50. Mita Bhattacharya & Harry Bloch, 2004. "Determinants of Innovation," Small Business Economics, Springer, vol. 22(2), pages 155-162, March.
    51. 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. Prakash, Navendu & Singh, Shveta & Sharma, Seema, 2021. "Technological diffusion, banking efficiency and Solow's paradox: A frontier-based parametric and non-parametric analysis," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 534-551.
    3. Aiello, Francesco & Castiglione, Concetta, 2014. "Being efficient to stay strong in a weak economy. The case of calabrian manufacturing firms," MPRA Paper 54366, University Library of Munich, Germany.
    4. Cardamone, Paola, 2014. "R&D, spatial proximity and productivity at firm level: evidence from Italy," MPRA Paper 57149, University Library of Munich, Germany.
    5. Ascani, Andrea & Balland, Pierre-Alexandre & Morrison, Andrea, 2020. "Heterogeneous foreign direct investment and local innovation in Italian Provinces," Structural Change and Economic Dynamics, Elsevier, vol. 53(C), pages 388-401.
    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. Paola Cardamone, 2017. "A Spatial Analysis of the R&D-Productivity Nexus at Firm Level," Growth and Change, Wiley Blackwell, vol. 48(3), pages 313-335, September.
    8. Qureshi, Mahvash Saeed & Tsangarides, Charalambos G., 2012. "Hard or Soft Pegs? Choice of Exchange Rate Regime and Trade in Africa," World Development, Elsevier, vol. 40(4), pages 667-680.
    9. Succurro, Marianna, 2014. "Intangible assets finance: a complementary or substitution effect between external and internal channels? Evidence from the Italian divide," MPRA Paper 57247, University Library of Munich, Germany.

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    More about this item

    Keywords

    R&D spillovers; Italian economic divide; translog production function; technical efficiency;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • L29 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Other

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