IDEAS home Printed from https://ideas.repec.org/p/clb/wpaper/201010.html
   My bibliography  Save this paper

Regional Economic Divide And The Role Of Technological Spillovers In Italy. Evidence From Microdata

Author

Listed:
  • Francesco Aiello
  • Paola Cardamone

    (Dipartimento di Economia e Statistica, Università della Calabria)

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.

Suggested Citation

  • Francesco Aiello & Paola Cardamone, 2010. "Regional Economic Divide And The Role Of Technological Spillovers In Italy. Evidence From Microdata," Working Papers 201010, Università della Calabria, Dipartimento di Economia, Statistica e Finanza "Giovanni Anania" - DESF.
  • Handle: RePEc:clb:wpaper:201010
    as

    Download full text from publisher

    File URL: http://www.ecostat.unical.it/RePEc/WorkingPapers/WP10_2010.pdf
    File Function: First version, 2010-05
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    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. 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.
    4. 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.
    5. 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.
    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. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    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. 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.
    23. Wakelin, Katharine, 2001. "Productivity growth and R&D expenditure in UK manufacturing firms," Research Policy, Elsevier, vol. 30(7), pages 1079-1090, August.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. Francesco Aiello & Paola Cardamone, 2008. "R&D spillovers and firms’ performance in Italy," Empirical Economics, Springer, vol. 34(1), pages 143-166, February.
    30. 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.
    31. 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.
    32. 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.
    33. 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.
    34. 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.
    35. 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.
    36. 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.
    37. 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.
    38. 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.
    39. 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.
    40. 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.
    41. 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.
    42. 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.
    43. 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.
    44. 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.
    45. 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.
    46. 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.
    47. 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.
    48. Mita Bhattacharya & Harry Bloch, 2004. "Determinants of Innovation," Small Business Economics, Springer, vol. 22(2), pages 155-162, March.
    49. 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.
    50. Deepika Goel, 2002. "Impact of Infrastructure on Productivity: Case of Indian Registered Manufacturing," Working papers 106, Centre for Development Economics, Delhi School of Economics.
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Anna M. Ferragina & Giulia Nunziante, 2018. "Are Italian firms performances influenced by innovation of domestic and foreign firms nearby in space and sectors?," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 45(3), pages 335-360, September.
    2. 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.
    3. 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.
    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. 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.
    6. 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.
    7. 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.
    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.

    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. 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.
    2. Cardamone, Paola, 2014. "R&D, spatial proximity and productivity at firm level: evidence from Italy," MPRA Paper 57149, University Library of Munich, Germany.
    3. 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.
    4. 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.
    5. Carter Bloch, 2013. "R&D spillovers and productivity: an analysis of geographical and technological dimensions," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(5), pages 447-460, July.
    6. Pedro de Faria & Francisco Lima, 2012. "Interdependence and spillovers: is firm performance affected by others’ innovation activities?," Applied Economics, Taylor & Francis Journals, vol. 44(36), pages 4765-4775, December.
    7. Ugur, Mehmet & Trushin, Eshref & Solomon, Edna & Guidi, Francesco, 2016. "R&D and productivity in OECD firms and industries: A hierarchical meta-regression analysis," Research Policy, Elsevier, vol. 45(10), pages 2069-2086.
    8. 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.
    9. Raquel Ortega-Argilés & Lesley Potters & Marco Vivarelli, 2011. "R&D and productivity: testing sectoral peculiarities using micro data," Empirical Economics, Springer, vol. 41(3), pages 817-839, December.
    10. Ana Lara GÓMEZ, 2015. "Technological Spillovers of Research Infrastructures," Departmental Working Papers 2015-18, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
    11. Esther Goya & Esther Vayá & Jordi Suriñach, 2011. "Productivity and innovation spillovers: Micro evidence from Spain," IREA Working Papers 201126, University of Barcelona, Research Institute of Applied Economics, revised Dec 2011.
    12. Paola Cardamone, 2018. "Firm innovation and spillovers in Italy: Does geographical proximity matter?," Letters in Spatial and Resource Sciences, Springer, vol. 11(1), pages 1-16, March.
    13. 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.
    14. Richard Harris, 2011. "Models Of Regional Growth: Past, Present And Future," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 913-951, December.
    15. Francesco Aiello & Camilla Mastromarco & Angelo Zago, 2011. "Be productive or face decline. On the sources and determinants of output growth in Italian manufacturing firms," Empirical Economics, Springer, vol. 41(3), pages 787-815, December.
    16. 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.
    17. Kafouros, Mario I. & Buckley, Peter J., 2008. "Under what conditions do firms benefit from the research efforts of other organizations?," Research Policy, Elsevier, vol. 37(2), pages 225-239, March.
    18. O'Mahony, Mary & Vecchi, Michela, 2009. "R&D, knowledge spillovers and company productivity performance," Research Policy, Elsevier, vol. 38(1), pages 35-44, February.
    19. Anna M. Ferragina & Giulia Nunziante, 2018. "Are Italian firms performances influenced by innovation of domestic and foreign firms nearby in space and sectors?," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 45(3), pages 335-360, September.
    20. Emanuela Marrocu & Raffaele Paci & Marco Pontis, 2012. "Intangible capital and firms' productivity," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 21(2), pages 377-402, April.

    More about this item

    Keywords

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

    JEL classification:

    • 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
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:clb:wpaper:201010. 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: Giovanni Dodero (email available below). General contact details of provider: https://edirc.repec.org/data/decalit.html .

    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.