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Modelling the joint impact of R&D and ICT on productivity: A frontier analysis approach

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  • Pieri, Fabio
  • Vecchi, Michela
  • Venturini, Francesco

Abstract

This study explores the channels through which technological investments affect productivity performance of industrialized economies. Using a Stochastic Frontier Model (SFM) we estimate the productivity effects of R&D and ICT for a large sample of OECD industries between 1973 and 2007, identifying four channels of transmission: input accumulation, technological change, technical efficiency and spillovers. Our results show that ICT has been particularly effective in reducing production inefficiency and in generating inter-industry spillovers, while R&D has raised the rate of technical change and favoured knowledge spillovers within sectors. We also quantify the contribution of technological investments to output and total factor productivity growth documenting that R&D and ICT accounted for almost 95% of productivity growth in the OECD area.

Suggested Citation

  • Pieri, Fabio & Vecchi, Michela & Venturini, Francesco, 2018. "Modelling the joint impact of R&D and ICT on productivity: A frontier analysis approach," Research Policy, Elsevier, vol. 47(9), pages 1842-1852.
  • Handle: RePEc:eee:respol:v:47:y:2018:i:9:p:1842-1852
    DOI: 10.1016/j.respol.2018.06.013
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    as
    1. Malerba, Franco, 2002. "Sectoral systems of innovation and production," Research Policy, Elsevier, vol. 31(2), pages 247-264, February.
    2. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    3. Markus Eberhardt & Christian Helmers & Hubert Strauss, 2013. "Do Spillovers Matter When Estimating Private Returns to R&D?," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 436-448, May.
    4. Dominique Guellec & Bruno Van Pottelsberghe de la Potterie, 2004. "From R&D to Productivity Growth: Do the Institutional Settings and the Source of Funds of R&D Matter?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(3), pages 353-378, July.
    5. Ian William Marsh & Ana Rincon-Aznar & Michela Vecchi & Francesco Venturini, 2017. "We see ICT spillovers everywhere but in the econometric evidence: a reassessment," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 26(6), pages 1067-1088.
    6. Francesco Venturini, 2009. "The long-run impact of ICT," Empirical Economics, Springer, vol. 37(3), pages 497-515, December.
    7. Harald Badinger & Peter Egger, 2016. "Productivity Spillovers Across Countries and Industries: New Evidence From OECD Countries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 78(4), pages 501-521, August.
    8. Rachel Griffith & Stephen Redding & John Van Reenen, 2004. "Mapping the Two Faces of R&D: Productivity Growth in a Panel of OECD Industries," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 883-895, November.
    9. Graziella Bonanno, 2016. "ICT and R&D as inputs or efficiency determinants? Analysing Italian manufacturing firms (2007–2009)," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 6(3), pages 383-404, December.
    10. Martínez, Diego & Rodríguez, Jesús & Torres, José L., 2010. "ICT-specific technological change and productivity growth in the US: 1980-2004," Information Economics and Policy, Elsevier, vol. 22(2), pages 121-129, May.
    11. 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.
    12. Minniti, Antonio & Venturini, Francesco, 2017. "R&D policy, productivity growth and distance to frontier," Economics Letters, Elsevier, vol. 156(C), pages 92-94.
    13. Thomas Niebel & Mary O'Mahony & Marianne Saam, 2017. "The Contribution of Intangible Assets to Sectoral Productivity Growth in the EU," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 49-67, February.
    14. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    15. Zvi Griliches, 1984. "R&D, Patents, and Productivity," NBER Books, National Bureau of Economic Research, Inc, number gril84-1, July.
    16. Fratzscher, Marcel & Chudik, Alexander, 2010. "Identifying the Global Transmission of the 2007-09 Financial Crisis in a GVAR Model," CEPR Discussion Papers 8093, C.E.P.R. Discussion Papers.
    17. Caudill, Steven B. & Ford, Jon M., 1993. "Biases in frontier estimation due to heteroscedasticity," Economics Letters, Elsevier, vol. 41(1), pages 17-20.
    18. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    19. 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.
    20. Moncada-Paternò-Castello, Pietro & Ciupagea, Constantin & Smith, Keith & Tübke, Alexander & Tubbs, Mike, 2010. "Does Europe perform too little corporate R&D? A comparison of EU and non-EU corporate R&D performance," Research Policy, Elsevier, vol. 39(4), pages 523-536, May.
    21. Samaniego, Roberto M., 2007. "R&D And Growth: The Missing Link?," Macroeconomic Dynamics, Cambridge University Press, vol. 11(5), pages 691-714, November.
    22. Fulvio Castellacci & Jinghai Zheng, 2010. "Technological regimes, Schumpeterian patterns of innovation and firm-level productivity growth," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(6), pages 1829-1865, December.
    23. Robert J. Gordon, 2016. "Perspectives on The Rise and Fall of American Growth," American Economic Review, American Economic Association, vol. 106(5), pages 72-76, May.
    24. Tobias Kretschmer, 2012. "Information and Communication Technologies and Productivity Growth: A Survey of the Literature," OECD Digital Economy Papers 195, OECD Publishing.
    25. Kevin J. Stiroh, 2002. "Are ICT Spillovers Driving the New Economy?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(1), pages 33-57, March.
    26. Subal C. Kumbhakar & Christopher F. Parmeter & Valentin Zelenyuk, 2022. "Stochastic Frontier Analysis: Foundations and Advances I," Springer Books, in: Subhash C. Ray & Robert G. Chambers & Subal C. Kumbhakar (ed.), Handbook of Production Economics, chapter 8, pages 331-370, Springer.
    27. Alessandro Sterlacchini & Francesco Venturini, 2014. "R&D and Productivity in High-Tech Manufacturing: A Comparison between Italy and Spain," Industry and Innovation, Taylor & Francis Journals, vol. 21(5), pages 359-379, July.
    28. 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.
    29. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio, 2017. "Knowledge Spillovers, ICT and Productivity Growth," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(4), pages 592-618, August.
    30. Landon Kleis & Paul Chwelos & Ronald V. Ramirez & Iain Cockburn, 2012. "Information Technology and Intangible Output: The Impact of IT Investment on Innovation Productivity," Information Systems Research, INFORMS, vol. 23(1), pages 42-59, March.
    31. 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.
    32. L. Becchetti & David Bedoya & L. Paganetto, 2003. "ICT Investment, Productivity and Efficiency: Evidence at Firm Level Using a Stochastic Frontier Approach," Journal of Productivity Analysis, Springer, vol. 20(2), pages 143-167, September.
    33. Venturini Francesco, 2007. "ICT and Productivity Resurgence: A Growth Model for the Information Age," The B.E. Journal of Macroeconomics, De Gruyter, vol. 7(1), pages 1-26, August.
    34. Lei Zhu & Bang Nam Jeon, 2007. "International R&D Spillovers: Trade, FDI, and Information Technology as Spillover Channels," Review of International Economics, Wiley Blackwell, vol. 15(5), pages 955-976, November.
    35. Hung-jen Wang & Peter Schmidt, 2002. "One-Step and Two-Step Estimation of the Effects of Exogenous Variables on Technical Efficiency Levels," Journal of Productivity Analysis, Springer, vol. 18(2), pages 129-144, September.
    36. Ram C. Acharya, 2016. "ICT use and total factor productivity growth: intangible capital or productive externalities?," Oxford Economic Papers, Oxford University Press, vol. 68(1), pages 16-39.
    37. Venturini, Francesco, 2012. "Looking into the black box of Schumpeterian growth theories: An empirical assessment of R&D races," European Economic Review, Elsevier, vol. 56(8), pages 1530-1545.
    38. Haskel, Jonathan & Wallis, Gavin, 2013. "Public support for innovation, intangible investment and productivity growth in the UK market sector," Economics Letters, Elsevier, vol. 119(2), pages 195-198.
    39. Mc Morrow, Kieran & Röger, Werner & Turrini, Alessandro, 2010. "Determinants of TFP growth: A close look at industries driving the EU-US TFP gap," Structural Change and Economic Dynamics, Elsevier, vol. 21(3), pages 165-180, August.
    40. Jovanovic, Boyan & Rousseau, Peter L., 2005. "General Purpose Technologies," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 18, pages 1181-1224, Elsevier.
    41. Erik Brynjolfsson & Lorin M. Hitt, 2003. "Computing Productivity: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 793-808, November.
    42. Mary O'Mahony & Marcel P. Timmer, 2009. "Output, Input and Productivity Measures at the Industry Level: The EU KLEMS Database," Economic Journal, Royal Economic Society, vol. 119(538), pages 374-403, June.
    43. Griliches, Zvi, 1988. "Productivity Puzzles and R&D: Another Nonexplanation," Journal of Economic Perspectives, American Economic Association, vol. 2(4), pages 9-21, Fall.
    44. Chudik, Alexander & Fratzscher, Marcel, 2011. "Identifying the global transmission of the 2007-2009 financial crisis in a GVAR model," European Economic Review, Elsevier, vol. 55(3), pages 325-339, April.
    45. Papaioannou, Sotiris K. & Dimelis, Sophia P., 2017. "Does upstream regulation matter when measuring the efficiency impact of information technology? Evidence across EU and US industries," Information Economics and Policy, Elsevier, vol. 41(C), pages 67-80.
    46. Chris Forman & Nicolas van Zeebroeck, 2012. "From Wires to Partners: How the Internet Has Fostered R&D Collaborations Within Firms," Management Science, INFORMS, vol. 58(8), pages 1549-1568, August.
    47. Zvi Griliches, 1998. "R&D and Productivity Growth at the Industry Level: Is There Still a Relationship?," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 213-240, National Bureau of Economic Research, Inc.
    48. O'Mahony, Mary & Vecchi, Michela, 2009. "R&D, knowledge spillovers and company productivity performance," Research Policy, Elsevier, vol. 38(1), pages 35-44, February.
    49. 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.
    50. Cette, Gilbert & Fernald, John & Mojon, Benoît, 2016. "The pre-Great Recession slowdown in productivity," European Economic Review, Elsevier, vol. 88(C), pages 3-20.
    51. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    52. Bos, J.W.B. & Economidou, C. & Koetter, M., 2010. "Technology clubs, R&D and growth patterns: Evidence from EU manufacturing," European Economic Review, Elsevier, vol. 54(1), pages 60-79, January.
    53. Concetta Castiglione, 2012. "Technical efficiency and ICT investment in Italian manufacturing firms," Applied Economics, Taylor & Francis Journals, vol. 44(14), pages 1749-1763, May.
    54. Jakob Madsen, 2008. "Semi-endogenous versus Schumpeterian growth models: testing the knowledge production function using international data," Journal of Economic Growth, Springer, vol. 13(1), pages 1-26, March.
    55. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    56. Richard R. Nelson, 1988. "Modelling the Connections in the Cross Section between Technical Progress and R&D Intensity," RAND Journal of Economics, The RAND Corporation, vol. 19(3), pages 478-485, Autumn.
    57. Dirk Frantzen, 2002. "Intersectoral and International R&D Knowledge Spillovers and Total Factor Productivity," Scottish Journal of Political Economy, Scottish Economic Society, vol. 49(3), pages 280-303, August.
    58. Waverly W. Ding & Sharon G. Levin & Paula E. Stephan & Anne E. Winkler, 2010. "The Impact of Information Technology on Academic Scientists' Productivity and Collaboration Patterns," Management Science, INFORMS, vol. 56(9), pages 1439-1461, September.
    59. Rachel Ngai & Roberto Samaniego, 2011. "Accounting for Research and Productivity Growth Across Industries," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 14(3), pages 475-495, July.
    60. 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.
    61. 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.
    62. Zvi Griliches, 1958. "Research Costs and Social Returns: Hybrid Corn and Related Innovations," Journal of Political Economy, University of Chicago Press, vol. 66(5), pages 419-419.
    63. Chen, Wen & Niebel, Thomas & Saam, Marianne, 2016. "Are intangibles more productive in ICT-intensive industries? Evidence from EU countries," Telecommunications Policy, Elsevier, vol. 40(5), pages 471-484.
    64. 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.
    65. Inklaar, Robert & Timmer, Marcel P., 2008. "GGDC Productivity Level Database: International Comparisons of Output, Inputs and Productivity at the Industry Level," GGDC Research Memorandum GD-104, Groningen Growth and Development Centre, University of Groningen.
    66. Segerstrom, Paul S, 1998. "Endogenous Growth without Scale Effects," American Economic Review, American Economic Association, vol. 88(5), pages 1290-1310, December.
    67. Bronwyn H. Hall & Francesca Lotti & Jacques Mairesse, 2013. "Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(3), pages 300-328, April.
    68. Daniele Archibugi & Alberto Coco, 2005. "Is Europe Becoming the Most Dynamic Knowledge Economy in the World?," Journal of Common Market Studies, Wiley Blackwell, vol. 43(3), pages 433-459, September.
    69. Henry, Michael & Kneller, Richard & Milner, Chris, 2009. "Trade, technology transfer and national efficiency in developing countries," European Economic Review, Elsevier, vol. 53(2), pages 237-254, February.
    70. 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.
    71. Mary O'Mahony & Michela Vecchi, 2005. "Quantifying the Impact of ICT Capital on Output Growth: A Heterogeneous Dynamic Panel Approach," Economica, London School of Economics and Political Science, vol. 72(288), pages 615-633, November.
    72. Subodh Kumar & R. Robert Russell, 2002. "Technological Change, Technological Catch-up, and Capital Deepening: Relative Contributions to Growth and Convergence," American Economic Review, American Economic Association, vol. 92(3), pages 527-548, June.
    73. Bos, Jaap W.B. & Economidou, Claire & Sanders, Mark W.J.L., 2013. "Innovation over the industry life-cycle: Evidence from EU manufacturing," Journal of Economic Behavior & Organization, Elsevier, vol. 86(C), pages 78-91.
    74. Levin, Richard C & Cohen, Wesley M & Mowery, David C, 1985. "R&D Appropriability, Opportunity, and Market Structure: New Evidence on Some Schumpeterian Hypotheses," American Economic Review, American Economic Association, vol. 75(2), pages 20-24, May.
    75. Malerba, Franco & Orsenigo, Luigi, 1996. "Schumpeterian patterns of innovation are technology-specific," Research Policy, Elsevier, vol. 25(3), pages 451-478, May.
    76. repec:dgr:rugggd:gd-104 is not listed on IDEAS
    77. Richard Kneller & Philip Andrew Stevens, 2006. "Frontier Technology and Absorptive Capacity: Evidence from OECD Manufacturing Industries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(1), pages 1-21, February.
    78. Prasanna Tambe & Lorin M. Hitt, 2014. "Measuring Information Technology Spillovers," Information Systems Research, INFORMS, vol. 25(1), pages 53-71, March.
    79. Chun, Hyunbae & Kim, Jung-Wook & Lee, Jason, 2015. "How does information technology improve aggregate productivity? A new channel of productivity dispersion and reallocation," Research Policy, Elsevier, vol. 44(5), pages 999-1016.
    80. Venturini, Francesco, 2015. "The modern drivers of productivity," Research Policy, Elsevier, vol. 44(2), pages 357-369.
    81. Dinopoulos, Elias & Thompson, Peter, 1998. "Schumpeterian Growth without Scale Effects," Journal of Economic Growth, Springer, vol. 3(4), pages 313-335, December.
    82. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    83. Camilla Mastromarco & Laura Serlenga & Yongcheol Shin, 2016. "Modelling Technical Efficiency in Cross Sectionally Dependent Stochastic Frontier Panels," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(1), pages 281-297, January.
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    More about this item

    Keywords

    Research & development; Information and communication technology; Productivity; Stochastic Frontier Models;
    All these keywords.

    JEL classification:

    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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