IDEAS home Printed from https://ideas.repec.org/p/ctc/serie2/dises1284.html
   My bibliography  Save this paper

The transatlantic productivity gap: Is R&D the main culprit?

Author

Listed:
  • Raquel Ortega-Argilés

    (Instituto Superior Técnico, Lisboa, Portugal)

  • Mariacristina Piva

    (DISCE, Università Cattolica)

  • Marco Vivarelli

    (DISCE, Università Cattolica)

Abstract

The literature has pointed to different causes to explain the productivity gap between Europe and United States in the last decades. This paper tests the hypothesis that the lower European productivity performance in comparison with the US can be explained not only by a lower level of corporate R&D investment, but also by a lower capacity to translate R&D investment into productivity gains. The proposed microeconometric estimates are based on a unique longitudinal database covering the period 1990-2008 and comprising 1,809 US and European companies for a total of 16,079 observations. Consistent with previous literature, we find robust evidence of a significant impact of R&D on productivity; however – using different estimation techniques - the R&D coefficients for the US firms always turn out to be significantly higher. To see to what extent these transatlantic differences may be related to the different sectoral structures in the US and the EU, we differentiated the analysis by sectors. The result is that both in manufacturing, services and high-tech sectors US firms are more efficient in translating their R&D investments into productivity increases.

Suggested Citation

  • Raquel Ortega-Argilés & Mariacristina Piva & Marco Vivarelli, 2012. "The transatlantic productivity gap: Is R&D the main culprit?," DISCE - Quaderni del Dipartimento di Scienze Economiche e Sociali dises1284, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
  • Handle: RePEc:ctc:serie2:dises1284
    as

    Download full text from publisher

    File URL: http://www.unicatt.it/dipartimenti/DISES/allegati/dises1284.pdf
    File Function: First version, 2012
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Dale W. Jorgenson & Mun S. Ho & Kevin J. Stiroh, 2008. "A Retrospective Look at the U.S. Productivity Growth Resurgence," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 3-24, Winter.
    2. 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.
    3. Hulten, Charles R, 1992. "Growth Accounting When Technical Change Is Embodied in Capital," American Economic Review, American Economic Association, vol. 82(4), pages 964-980, September.
    4. 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.
    5. Laure Turner & Herve Boulhol, 2011. "Recent trends and structural breaks in the US and EU15 labour productivity growth," Applied Economics, Taylor & Francis Journals, vol. 43(30), pages 4769-4784.
    6. Ramon Gomez-Salvador & Alberto Musso & Marc Stocker & Jarkko Turunen, 2006. "Labour productivity developments in the euro area," Occasional Paper Series 53, European Central Bank.
    7. 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.
    8. Jorgenson, Dale W. & Ho, Mun S. & Stiroh, Kevin J., 2003. "Lessons from the US growth resurgence," Journal of Policy Modeling, Elsevier, vol. 25(5), pages 453-470, July.
    9. 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).
    10. Dale W. Jorgenson & Kevin J. Stiroh, 2000. "Raising the Speed Limit: U.S. Economic Growth in the Information Age," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 31(1), pages 125-236.
    11. Subal Kumbhakar & Raquel Ortega-Argilés & Lesley Potters & Marco Vivarelli & Peter Voigt, 2012. "Corporate R&D and firm efficiency: evidence from Europe’s top R&D investors," Journal of Productivity Analysis, Springer, vol. 37(2), pages 125-140, April.
    12. Francesco Crespi & Mario Pianta, 2009. "Diversity in innovation and productivity in Europe," Springer Books, in: Uwe Cantner & Jean-Luc Gaffard & Lionel Nesta (ed.), Schumpeterian Perspectives on Innovation, Competition and Growth, pages 259-275, Springer.
    13. Stephen D. Oliner & Daniel E. Sichel, 2000. "The Resurgence of Growth in the Late 1990s: Is Information Technology the Story?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 3-22, Fall.
    14. Robert J. Gordon, 2004. "Five Puzzles in the Behavior of Productivity, Investment, and Innovation," NBER Working Papers 10660, National Bureau of Economic Research, Inc.
    15. Nick Bloom & Raffaella Sadun & John Van Reenen, 2005. "It Ain't what You Do, It's the Way that You Do I.T," CentrePiece - The magazine for economic performance 188, Centre for Economic Performance, LSE.
    16. 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.
    17. Zoltan J. Acs & David B. Audretsch, 2008. "Innovation in Large and Small Firms: An Empirical Analysis," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 1, pages 3-15, Edward Elgar Publishing.
    18. Jacques Mairesse & Pierre Mohnen, 2001. "To Be or Not To Be Innovative: An Exercise in Measurement," NBER Working Papers 8644, National Bureau of Economic Research, Inc.
    19. Aghion, Philippe & Howitt, Peter, 1996. "The Observational Implications of Schumpeterian Growth Theory," Empirical Economics, Springer, vol. 21(1), pages 13-25.
    20. Zoltan J. Acs & David B. Audretsch & Maryann P. Feldman, 2008. "R&D Spillovers and Recipient Firm Size," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 8, pages 88-94, Edward Elgar Publishing.
    21. Turunen, Jarkko & Musso, Alberto & Stocker, Marc & Gómez-Salvador, Ramón, 2006. "Labour productivity developments in the euro area," Occasional Paper Series 53, European Central Bank.
    22. Timmer,Marcel P. & Inklaar,Robert & O'Mahony,Mary & Ark,Bart van, 2013. "Economic Growth in Europe," Cambridge Books, Cambridge University Press, number 9781107412446, September.
    23. Berndt, Ernst R. & Morrison, Catherine J., 1995. "High-tech capital formation and economic performance in U.S. manufacturing industries An exploratory analysis," Journal of Econometrics, Elsevier, vol. 65(1), pages 9-43, January.
    24. Bronwyn H. Hall, 2010. "Measuring the Returns to R&D: The Depreciation Problem," NBER Chapters, in: Contributions in Memory of Zvi Griliches, pages 341-381, National Bureau of Economic Research, Inc.
    25. Robert J. Gordon, 2000. "Does the "New Economy" Measure Up to the Great Inventions of the Past?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 49-74, Fall.
    26. Greenwood, Jeremy & Hercowitz, Zvi & Krusell, Per, 1997. "Long-Run Implications of Investment-Specific Technological Change," American Economic Review, American Economic Association, vol. 87(3), pages 342-362, June.
    27. Francesco Daveri, 2002. "The New Economy in Europe, 1992--2001," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(3), pages 345-362.
    28. Winter, Sidney G., 1984. "Schumpeterian competition in alternative technological regimes," Journal of Economic Behavior & Organization, Elsevier, vol. 5(3-4), pages 287-320.
    29. repec:dgr:rugggd:200363 is not listed on IDEAS
    30. Marcel P. Timmer & Bart van Ark, 2005. "Does information and communication technology drive EU-US productivity growth differentials?," Oxford Economic Papers, Oxford University Press, vol. 57(4), pages 693-716, October.
    31. Hans Loof & Almas Heshmati, 2006. "On the relationship between innovation and performance: A sensitivity analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(4-5), pages 317-344.
    32. Kevin J. Stiroh, 2002. "Information Technology and the U.S. Productivity Revival: What Do the Industry Data Say?," American Economic Review, American Economic Association, vol. 92(5), pages 1559-1576, December.
    33. Corrado Carol & Lengermann Paul & Beaulieu J. Joseph & Bartelsman Eric J., 2007. "Sectoral Productivity in the United States: Recent Developments and the Role of IT," German Economic Review, De Gruyter, vol. 8(2), pages 188-210, May.
    34. Olivier Blanchard, 2004. "The Economic Future of Europe," Journal of Economic Perspectives, American Economic Association, vol. 18(4), pages 3-26, Fall.
    35. 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.
    36. Zvi Griliches, 1992. "Output Measurement in the Service Sectors," NBER Books, National Bureau of Economic Research, Inc, number gril92-1.
    37. Stephen D. Oliner & Daniel E. Sichel, 1994. "Computers and Output Growth Revisited: How Big Is the Puzzle?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 25(2), pages 273-334.
    38. Charles I. Jones, 2002. "Sources of U.S. Economic Growth in a World of Ideas," American Economic Review, American Economic Association, vol. 92(1), pages 220-239, March.
    39. Nadiri, M Ishaq & Prucha, Ingmar R, 1996. "Estimation of the Depreciation Rate of Physical and R&D Capital in the U.S. Total Manufacturing Sector," Economic Inquiry, Western Economic Association International, vol. 34(1), pages 43-56, January.
    40. Giovanni Dosi, 2000. "Opportunities, Incentives and the Collective Patterns of Technological Change," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 4, pages 145-162, Edward Elgar Publishing.
    41. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
    42. Bogliacino, Francesco & Pianta, Mario, 2011. "Engines of growth. Innovation and productivity in industry groups," Structural Change and Economic Dynamics, Elsevier, vol. 22(1), pages 41-53, February.
    43. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    44. Peters, Bettina & Lööf, Hans & Janz, Norbert, 2003. "Firm Level Innovation and Productivity: Is there a Common Story Across Countries?," ZEW Discussion Papers 03-26, ZEW - Leibniz Centre for European Economic Research.
    45. Timmer, Marcel P. & Ypma, Gerard & Ark, Bart van der, 2003. "IT in the European Union: driving productivity divergence?," GGDC Research Memorandum 200363, Groningen Growth and Development Centre, University of Groningen.
    46. Tor Jakob Klette & Samuel Kortum, 2004. "Innovating Firms and Aggregate Innovation," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 986-1018, October.
    47. Dale W. Jorgenson, 1966. "The Embodiment Hypothesis," Journal of Political Economy, University of Chicago Press, vol. 74(1), pages 1-1.
    48. Conte, Andrea & Vivarelli, Marco, 2005. "One or Many Knowledge Production Functions? Mapping Innovative Activity Using Microdata," IZA Discussion Papers 1878, Institute of Labor Economics (IZA).
    49. 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.
    50. Jacques Mairesse & Mohamed Sassenou, 1991. "R&D Productivity: A Survey of Econometric Studies at the Firm Level," NBER Working Papers 3666, National Bureau of Economic Research, Inc.
    51. repec:bla:scotjp:v:48:y:2001:i:3:p:260-82 is not listed on IDEAS
    52. Wilson, Daniel J., 2009. "IT and Beyond: The Contribution of Heterogeneous Capital to Productivity," Journal of Business & Economic Statistics, American Statistical Association, vol. 27, pages 52-70.
    53. Zoltan Acs & David Audretsch, 1990. "Innovation and Small Firms," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011131, April.
    54. Baldwin, John R. Harchaoui, Tarek, 2002. "Productivity Growth in Canada," Productivity Growth in Canada, Statistics Canada, Economic Analysis Division, number stcb6e, March.
    55. Bart van Ark & Mary O'Mahoney & Marcel P. Timmer, 2008. "The Productivity Gap between Europe and the United States: Trends and Causes," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 25-44, Winter.
    56. Turrini, Alessandro & Röger, Werner & Mc Morrow, Kieran, 2009. "The EU-US total factor productivity gap : An industry-level perspective," CEPR Discussion Papers 7237, C.E.P.R. Discussion Papers.
    57. Philippe Cuneo & Jacques Mairesse, 1984. "Productivity and R&D at the Firm Level in French Manufacturing," NBER Chapters, in: R&D, Patents, and Productivity, pages 375-392, National Bureau of Economic Research, Inc.
    58. Raquel Ortega‐Argilés & Mariacristina Piva & Lesley Potters & Marco Vivarelli, 2010. "Is Corporate R&D Investment In High‐Tech Sectors More Effective?," Contemporary Economic Policy, Western Economic Association International, vol. 28(3), pages 353-365, July.
    59. Donald Siegel & Zvi Griliches, 1992. "Purchased Services, Outsourcing, Computers, and Productivity in Manufacturing," NBER Chapters, in: Output Measurement in the Service Sectors, pages 429-460, National Bureau of Economic Research, Inc.
    60. 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.
    61. Santamara, Llus & Nieto, Mara Jess & Barge-Gil, Andrs, 2009. "Beyond formal R&D: Taking advantage of other sources of innovation in low- and medium-technology industries," Research Policy, Elsevier, vol. 38(3), pages 507-517, April.
    62. Azele Mathieu & Bruno van Pottelsberghe de la Potterie, 2010. "A Note on the Drivers of R&D Intensity," Research in World Economy, Research in World Economy, Sciedu Press, vol. 1(1), pages 56-65, November.
    63. Maria Laura Parisi & Fabio Schiantarelli & Alessandro Sembenelli, 2002. "Productivity, Innovation Creation and Absorption, and R&D: Micro Evidence for Italy," Boston College Working Papers in Economics 526, Boston College Department of Economics.
    64. Ian Dew-Becker & Robert J. Gordon, 2005. "Why did Europe’s productivity catch-up sputter out? a tale of tigers and tortoises," Proceedings, Federal Reserve Bank of San Francisco.
    65. Abowd, John M. & Haltiwanger, John C. & Lane, Julia & McKinney, Kevin Lee & Sandusky, L. Kristin, 2007. "Technology and the Demand for Skill: An Analysis of Within and Between Firm Differences," IZA Discussion Papers 2707, Institute of Labor Economics (IZA).
    66. Hercowitz, Zvi, 1998. "The 'embodiment' controversy: A review essay," Journal of Monetary Economics, Elsevier, vol. 41(1), pages 217-224, February.
    67. 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.
    68. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    69. repec:fth:harver:1487 is not listed on IDEAS
    70. Mark Rogers, 2006. "R&D and Productivity in the UK: evidence from firm-level data in the 1990s," Economics Series Working Papers 255, University of Oxford, Department of Economics.
    71. Charles R. Hulten, 1992. "Growth Accounting When Technical Change is Embodied in Capital," NBER Working Papers 3971, National Bureau of Economic Research, Inc.
    72. Dale W Jorgenson & Mun S Ho & Kevin J Stiroh, 2003. "Lessons for Europe from the U.S. Growth Resurgence," CESifo Economic Studies, CESifo Group, vol. 49(1), pages 27-47.
    73. Almas Heshmati & Hyesung Kim, 2011. "The R&D and productivity relationship of Korean listed firms," Journal of Productivity Analysis, Springer, vol. 36(2), pages 125-142, October.
    74. repec:crs:wpaper:9833 is not listed on IDEAS
    75. repec:bla:germec:v:8:y:2007:i::p:188-210 is not listed on IDEAS
    76. Dale W. Jorgenson & Mun S. Ho & Kevin J. Stiroh, 2005. "Productivity, Volume 3: Information Technology and the American Growth Resurgence," MIT Press Books, The MIT Press, edition 1, volume 3, number 0262101114, April.
    Full references (including those not matched with items on IDEAS)

    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. Raquel Ortega-Argilés, 2012. "The Transatlantic Productivity Gap: A Survey Of The Main Causes," Journal of Economic Surveys, Wiley Blackwell, vol. 26(3), pages 395-419, July.
    2. Ortega-Argilés, Raquel & Piva, Mariacristina & Vivarelli, Marco, 2011. "Productivity Gains from R&D Investment: Are High-Tech Sectors Still Ahead?," IZA Discussion Papers 5975, Institute of Labor Economics (IZA).
    3. 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.
    4. Castellani, Davide & Piva, Mariacristina & Schubert, Torben & Vivarelli, Marco, 2019. "R&D and productivity in the US and the EU: Sectoral specificities and differences in the crisis," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 279-291.
    5. Subal Kumbhakar & Raquel Ortega-Argilés & Lesley Potters & Marco Vivarelli & Peter Voigt, 2012. "Corporate R&D and firm efficiency: evidence from Europe’s top R&D investors," Journal of Productivity Analysis, Springer, vol. 37(2), pages 125-140, April.
    6. Ortega-Argilés, Raquel & Piva, Mariacristina & Potters, Lesley & Vivarelli, Marco, 2009. "Is Corporate R&D Investment in High-Tech Sectors More Effective? Some Guidelines for European Research Policy," IZA Discussion Papers 3945, Institute of Labor Economics (IZA).
    7. Castellani, Davide & Piva, Mariacristina & Schubert, Torben & Vivarelli, Marco, 2016. "The Productivity Impact of R&D Investment: A Comparison between the EU and the US," IZA Discussion Papers 9937, Institute of Labor Economics (IZA).
    8. Raquel Ortega-Argilés, 2013. "R&D, knowledge, economic growth and the transatlantic productivity gap," Chapters, in: Frank Giarratani & Geoffrey J.D. Hewings & Philip McCann (ed.), Handbook of Industry Studies and Economic Geography, chapter 11, pages 271-302, Edward Elgar Publishing.
    9. Davide Castellani & Mariacristina Piva & Torben Schubert & Marco Vivarelli, 2018. "The source of the US /EU Productivity Gap:Less and less effective R&D," LEM Papers Series 2018/16, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    10. Yvonne McNulty & Chris Brewster, 2016. "Theorizing the Meaning(s) of 'Expatriate': Establishing Boundary Conditions," John H Dunning Centre for International Business Discussion Papers jhd-dp2016-05, Henley Business School, University of Reading.
    11. Pellegrino, Gabriele & Piva, Mariacristina & Vivarelli, Marco, 2012. "Young firms and innovation: A microeconometric analysis," Structural Change and Economic Dynamics, Elsevier, vol. 23(4), pages 329-340.
    12. Raquel Ortega‐Argilés & Mariacristina Piva & Lesley Potters & Marco Vivarelli, 2010. "Is Corporate R&D Investment In High‐Tech Sectors More Effective?," Contemporary Economic Policy, Western Economic Association International, vol. 28(3), pages 353-365, July.
    13. Marco Vivarelli, 2013. "Technology, Employment and Skills: An Interpretative Framework," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 3(1), pages 66-89, June.
    14. Bogliacino, Francesco & Pianta, Mario, 2011. "Engines of growth. Innovation and productivity in industry groups," Structural Change and Economic Dynamics, Elsevier, vol. 22(1), pages 41-53, February.
    15. Gabriele Pellegrino & Mariacristina Piva & Marco Vivarelli, 2015. "How do new entrepreneurs innovate?," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 42(3), pages 323-341, September.
    16. Pellegrino, Gabriele & Piva, Mariacristina & Vivarelli, Marco, 2009. "How Do Young Innovative Companies Innovate?," IZA Discussion Papers 4301, Institute of Labor Economics (IZA).
    17. Gabriele Pellegrino & Mariacristina Piva & Marco Vivarelli, 2019. "Beyond R&D: the role of embodied technological change in affecting employment," Journal of Evolutionary Economics, Springer, vol. 29(4), pages 1151-1171, September.
    18. 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.
    19. Andrea Conte & Marco Vivarelli, 2014. "Succeeding in innovation: key insights on the role of R&D and technological acquisition drawn from company data," Empirical Economics, Springer, vol. 47(4), pages 1317-1340, December.
    20. Laura Barbieri & Mariacristina Piva & Marco Vivarelli, 2019. "R&D, embodied technological change, and employment: evidence from Italian microdata," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(1), pages 203-218.

    More about this item

    Keywords

    R&D; productivity; embodied technological change; US; EU;
    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

    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:ctc:serie2:dises1284. 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: Francesco Timpano (email available below). General contact details of provider: https://edirc.repec.org/data/dscatit.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.