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Growth factors in developed countries: A 1960-2019 growth accounting decomposition

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  • Cette Gilbert
  • Devillard Aurélien
  • Spiezia Vincenzo

Abstract

Using a new and original database, our paper contributes to the growth accounting literature with three original aspects: first, it covers a long period from the early 60’s to 2019, just before the COVID-19 crisis; second, it analyses at the country level a large set of economies (30); finally, it singles out the growth contribution of ICTs but also of robots. The original database used in our analysis covers 30 developed countries and the Euro Area over a long period allowing to develop a growth accounting approach from 1960 to 2019. This database is built at the country level. Our growth accounting approach shows that the main drivers of labor productivity growth over the whole 1960-2019 period appear to be TFP, non-ICT and non-robot capital deepening, and education. The overall contribution of ICT capital is found to be small, although we do not estimate its effect on TFP. The contribution of robots to productivity growth through the two channels (capital deepening and TFP) appears to be significant in Germany and Japan in the sub-period 1975-1995, in France and Italy in 1995-2005, and in several Eastern European countries in 2005-2019. Our findings confirm also the slowdown in TFP in most countries from at least 1995 onwards. This slowdown is mainly explained by a decrease of the contributions of the components ‘others’ in the capital deepening and the TFP productivity channels.

Suggested Citation

  • Cette Gilbert & Devillard Aurélien & Spiezia Vincenzo, 2020. "Growth factors in developed countries: A 1960-2019 growth accounting decomposition," Working papers 783, Banque de France.
  • Handle: RePEc:bfr:banfra:783
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    1. Gilbert Cette & Jimmy Lopez & Jacques Mairesse, 2017. "Upstream Product Market Regulations, ICT, R&D and Productivity," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 68-89, February.
    2. Gordon, Robert J. & Sayed, Hassan, 2020. "Transatlantic Technologies: The Role of ICT in the Evolution of U.S. and European Productivity Growth," CEPR Discussion Papers 15011, C.E.P.R. Discussion Papers.
    3. Nicholas Oulton, 2002. "ICT and Productivity Growth in the United Kingdom," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(3), pages 363-379.
    4. 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.
    5. David, Paul A, 1990. "The Dynamo and the Computer: An Historical Perspective on the Modern Productivity Paradox," American Economic Review, American Economic Association, vol. 80(2), pages 355-361, May.
    6. Michael C Burda & Battista Severgnini, 2009. "TFP Growth in Old and New Europe," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 51(4), pages 447-466, December.
    7. Aghion, Philippe & Askenazy, Philippe & Bourlès, Renaud & Cette, Gilbert & Dromel, Nicolas, 2009. "Education, market rigidities and growth," Economics Letters, Elsevier, vol. 102(1), pages 62-65, January.
    8. Marcel P. Timmer & Robert Inklaar & Mary O'Mahony & Bart van Ark, 2011. "Productivity and Economic Growth in Europe: A Comparative Industry Perspective," International Productivity Monitor, Centre for the Study of Living Standards, vol. 21, pages 3-23, Spring.
    9. Chad Syverson, 2017. "Challenges to Mismeasurement Explanations for the US Productivity Slowdown," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 165-186, Spring.
    10. John G. Fernald, 2015. "Productivity and Potential Output before, during, and after the Great Recession," NBER Macroeconomics Annual, University of Chicago Press, vol. 29(1), pages 1-51.
    11. 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.
    12. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    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. David M. Byrne & Stephen D. Oliner & Daniel E. Sichel, 2018. "How Fast are Semiconductor Prices Falling?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 64(3), pages 679-702, September.
    15. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    16. repec:aei:rpaper:650501 is not listed on IDEAS
    17. Carol Corrado & Charles Hulten & Daniel Sichel, 2009. "Intangible Capital And U.S. Economic Growth," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(3), pages 661-685, September.
    18. Bart van Ark, 2016. "The Productivity Paradox of the New Digital Economy," International Productivity Monitor, Centre for the Study of Living Standards, vol. 31, pages 3-18, Fall.
    19. Daron Acemoglu & Claire Lelarge & Pascual Restrepo, 2020. "Competing with Robots: Firm-Level Evidence from France," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 383-388, May.
    20. Gilbert Cette & Jimmy Lopez & Giorgio Presidente & Vincenzo Spiezia, 2019. "Measuring ‘indirect’ investments in ICT in OECD countries," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(4), pages 348-364, May.
    21. Lee Branstetter & Daniel Sichel, 2017. "The Case for an American Productivity Revival," Policy Briefs PB17-26, Peterson Institute for International Economics.
    22. Antonin Bergeaud & Gilbert Cette & Rémy Lecat, 2018. "The role of production factor quality and technology diffusion in twentieth-century productivity growth," Cliometrica, Springer;Cliometric Society (Association Francaise de Cliométrie), vol. 12(1), pages 61-97, January.
    23. Òscar Jordà & Katharina Knoll & Dmitry Kuvshinov & Moritz Schularick & Alan M Taylor, 2019. "The Rate of Return on Everything, 1870–2015," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1225-1298.
    24. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    25. Tamás Vonyó & Alexander Klein, 2019. "Why did socialist economies fail? The role of factor inputs reconsidered," Economic History Review, Economic History Society, vol. 72(1), pages 317-345, February.
    26. Oliner, Stephen D. & Sichel, Daniel E., 2003. "Information technology and productivity: where are we now and where are we going?," Journal of Policy Modeling, Elsevier, vol. 25(5), pages 477-503, July.
    27. Timmer,Marcel P. & Inklaar,Robert & O'Mahony,Mary & Ark,Bart van, 2013. "Economic Growth in Europe," Cambridge Books, Cambridge University Press, number 9781107412446.
    28. Daron Acemoglu & Pascual Restrepo, 2017. "Robots and Jobs: Evidence from US Labor Markets," Boston University - Department of Economics - Working Papers Series dp-297, Boston University - Department of Economics.
    29. Paul Schreyer, 2000. "The Contribution of Information and Communication Technology to Output Growth: A Study of the G7 Countries," OECD Science, Technology and Industry Working Papers 2000/2, OECD Publishing.
    30. Dale W Jorgenson & Mun S Ho & Kevin J Stiroh, 2006. "Potential Growth of the U.S. Economy: Will the Productivity Resurgence Continue?," Business Economics, Palgrave Macmillan;National Association for Business Economics, vol. 41(1), pages 7-16, January.
    31. David M. Byrne & Stephen D. Oliner & Daniel E. Sichel, 2013. "Is the Information Technology Revolution Over?," International Productivity Monitor, Centre for the Study of Living Standards, vol. 25, pages 20-36, Spring.
    32. Antonin Bergeaud & Gilbert Cette & Rémy Lecat, 2019. "The Circular Relationship Between Productivity Growth and Real Interest Rates," Working papers 734, Banque de France.
    33. 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.
    34. Antonin Bergeaud & Gilbert Cette & Rémy Lecat, 2016. "Productivity Trends in Advanced Countries between 1890 and 2012," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 62(3), pages 420-444, September.
    35. Gilbert Cette & Christian Clerc & Lea Bresson, 2015. "Contribution of ICT Diffusion to Labour Productivity Growth: The United States, Canada, the Eurozone, and the United Kingdom, 1970-2013," International Productivity Monitor, Centre for the Study of Living Standards, vol. 28, pages 81-88, Spring.
    36. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    37. 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.
    38. Philippe Aghion & Peter Howitt, 2009. "The Economics of Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262012634, December.
    39. Vincenzo Spiezia, 2012. "ICT investments and productivity: Measuring the contribution of ICTS to growth," OECD Journal: Economic Studies, OECD Publishing, vol. 2012(1), pages 199-211.
    40. Oecd, 2019. "Determinants and impact of automation: An analysis of robots' adoption in OECD countries," OECD Digital Economy Papers 277, OECD Publishing.
    41. Bruno Crépon & Thomas Heckel, 2002. "Computerization in France: An Evaluation Based on Individual Company Data," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(1), pages 77-98, March.
    42. A. Bergeaud & G. Cette & R. Lecat, 2016. "The role of production factor quality and technology diffusion in 20th century productivity growth," Working papers 588, Banque de France.
    43. P. Guerrieri & M. Luciani & V. Meliciani, 2011. "The determinants of investment in information and communication technologies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(4), pages 387-403.
    44. Nadim Ahmad & Paul Schreyer, 2016. "Are GDP and Productivity Up to the Challenges of the Digital Economy?," International Productivity Monitor, Centre for the Study of Living Standards, vol. 30, pages 4-27, Spring.
    45. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    46. Dan Andrews & Chiara Criscuolo & Peter N. Gal, 2016. "The Best versus the Rest: The Global Productivity Slowdown, Divergence across Firms and the Role of Public Policy," OECD Productivity Working Papers 5, OECD Publishing.
    47. Robert J. Gordon, 2015. "Secular Stagnation: A Supply-Side View," American Economic Review, American Economic Association, vol. 105(5), pages 54-59, May.
    48. Philippe Aghion, 2009. "Growth and Education," World Bank Publications - Books, The World Bank Group, number 27936, December.
    49. 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.
    50. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    51. Dale W. Jorgenson, 2001. "Information Technology and the U.S. Economy," Higher School of Economics Economic Journal Экономический журнал Высшей школы экономики, CyberLeninka;Федеральное государственное автономное образовательное учреждение высшего образования «Национальный исследовательский университет «Высшая школа экономики», vol. 5(1), pages 3-34.
    52. Gilbert Cette & Jimmy Lopez, 2012. "ICT demand behaviour: an international comparison," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 21(4), pages 397-410, June.
    53. Marcelo Soto, 2002. "Rediscovering Education in Growth Regressions," OECD Development Centre Working Papers 202, OECD Publishing.
    54. Robert J. Gordon & Hassan Sayed, 2020. "Transatlantic Technologies: The Role of ICT in the Evolution of U.S. and European Productivity Growth," NBER Working Papers 27425, National Bureau of Economic Research, Inc.
    55. van Ark, Bart & Hao, Janet X. & Corrado, Carol & Hulten, Charles, 2009. "Measuring intangible capital and its contribution to economic growth in Europe," EIB Papers 3/2009, European Investment Bank, Economics Department.
    56. Antonin Bergeaud & Gilbert Cette & Remy Lecat, 2017. "Total Factor Productivity in Advanced Countries: A Longterm Perspective," International Productivity Monitor, Centre for the Study of Living Standards, vol. 32, pages 6-24, Spring.
    57. Robert J. Gordon & Hassan Sayed, 2020. "Transatlantic Technologies: The Role of ICT in the Evolution of U.S. and European Productivity Growth," International Productivity Monitor, Centre for the Study of Living Standards, vol. 38, pages 50-80, Spring.
    58. Alessandra Colecchia & Paul Schreyer, 2002. "ICT Investment and Economic Growth in the 1990s: Is the United States a Unique Case? A Comparative Study of Nine OECD Countries," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 5(2), pages 408-442, April.
    59. David M. Byrne & Carol Corrado, 2017. "ICT Services and their Prices: What do they tell us about Productivity and Technology?," Finance and Economics Discussion Series 2017-015, Board of Governors of the Federal Reserve System (U.S.).
    60. repec:aei:rpaper:37301 is not listed on IDEAS
    61. Bergeaud, A. & Cette, G. & Lecat, R., 2015. "Productivity trends from 1890 to 2012 in advanced countries," Rue de la Banque, Banque de France, issue 07, June..
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    1. Cette, Gilbert & Devillard, Aurélien & Spiezia, Vincenzo, 2021. "The contribution of robots to productivity growth in 30 OECD countries over 1975–2019," Economics Letters, Elsevier, vol. 200(C).
    2. Antonio Mihi-Ramirez & Elias Melchor-Ferrer & Yolanda Garcia-Rodriguez, 2022. "Why Do Regions Differ in Growth? The Productivity of the Eurozone and Its Contribution to the Added Value of Its European Neighbors," Sustainability, MDPI, vol. 14(18), pages 1-18, September.

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    More about this item

    Keywords

    Growth; Productivity; ICTs; Robots.;
    All these keywords.

    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • 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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