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Stagnation despite ongoing innovation: Is R&D expenditure composition a missing link? An empirical analysis for the US (1948-2019)

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  • Giovanna Ciaffi
  • Matteo Deleidi
  • Stefano Di Bucchianico

Abstract

Among the explanations for prolonged economic stagnation in advanced economies we find those that highlight the role of technical progress and its weakening impact on potential growth. Several contributions stress the apparent paradox of technological development and innovation going hand in hand with slowing labour productivity growth. This discourse is in turn linked to numerous factors, among which the pattern of research productivity, that appears to be falling in the last decades. The contribution of this article is to analyse the role of innovation expenditures composition, and its effects on productivity. We study whether productivity stagnation can be (partially) explained by the continuously falling ratio between public and private expenditures in innovation in the USA. We carry out an SVAR analysis of the US case during the period 1948Q1-2019Q4. In the empirical exercise we estimate the effect of public expenditure in innovation on productivity, private R&D, and GDP, comparing the outcomes with those relative to private expenditure in innovation. According to our results, the public type of innovation spending exhibits a positive effect on productivity and GDP, and it has a greater effect than private expenditure in innovation. In addition to this, public expenditure in innovation exerts a strong crowding-in effect on private investment in R&D. Therefore, according to the evidence we find, we maintain that the focus on the prolonged and sustained fall of public expenditure in innovation in relation to private expenditure of the same type helps in explaining lasting stagnation

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  • Giovanna Ciaffi & Matteo Deleidi & Stefano Di Bucchianico, 2022. "Stagnation despite ongoing innovation: Is R&D expenditure composition a missing link? An empirical analysis for the US (1948-2019)," Department of Economics University of Siena 877, Department of Economics, University of Siena.
  • Handle: RePEc:usi:wpaper:877
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    1. Alan J. Auerbach & Yuriy Gorodnichenko, 2012. "Measuring the Output Responses to Fiscal Policy," American Economic Journal: Economic Policy, American Economic Association, vol. 4(2), pages 1-27, May.
    2. Ashish Arora & Sharon Belenzon & Andrea Patacconi & Jungkyu Suh, 2020. "The Changing Structure of American Innovation: Some Cautionary Remarks for Economic Growth," Innovation Policy and the Economy, University of Chicago Press, vol. 20(1), pages 39-93.
    3. John G. Fernald & Charles I. Jones, 2014. "The Future of US Economic Growth," American Economic Review, American Economic Association, vol. 104(5), pages 44-49, May.
    4. Nicholas Bloom & Charles I. Jones & John Van Reenen & Michael Webb, 2020. "Are Ideas Getting Harder to Find?," American Economic Review, American Economic Association, vol. 110(4), pages 1104-1144, April.
    5. Daron Acemoglu & Pascual Restrepo, 2020. "The wrong kind of AI? Artificial intelligence and the future of labour demand," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 13(1), pages 25-35.
    6. Mariana Mazzucato, 2018. "Mission-oriented innovation policies: challenges and opportunities," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(5), pages 803-815.
    7. Nicholas Bloom & John Van Reenen & Heidi Williams, 2019. "A toolkit of policies to promote innovation," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 10.
    8. Kul B Luintel & Mosahid Khan, 2002. "Are International R&D Spillovers Costly for the US?," Economics and Finance Discussion Papers 02-21, Economics and Finance Section, School of Social Sciences, Brunel University.
    9. Ufuk Akcigit & Douglas Hanley & Nicolas Serrano-Velarde, 2021. "Back to Basics: Basic Research Spillovers, Innovation Policy, and Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(1), pages 1-43.
    10. Archibugi, Daniele & Filippetti, Andrea, 2018. "The retreat of public research and its adverse consequences on innovation," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 97-111.
    11. Thomas H.W. Ziesemer, 2021. "Mission-oriented R&D and growth," Journal of Applied Economics, Taylor & Francis Journals, vol. 24(1), pages 460-477, January.
    12. Thomas H. W. Ziesemer, 2022. "Foreign R&D spillovers to the USA and strategic reactions," Applied Economics, Taylor & Francis Journals, vol. 54(37), pages 4274-4291, August.
    13. Albert N. Link & John T. Scott, 2021. "Technological change in the production of new scientific knowledge: a second look," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 30(4), pages 371-381, May.
    14. Ronald Lee & Andrew Mason, 2010. "Some macroeconomic aspects of global population aging," Demography, Springer;Population Association of America (PAA), vol. 47(1), pages 151-172, March.
    15. Luc Soete & Bart Verspagen & Thomas H W Ziesemer, 2022. "Economic impact of public R&D: an international perspective [The governance and performance of universities: evidence from Europe and the US]," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 31(1), pages 1-18.
    16. João P. Romerojpromero & Gustavo Britto, 2017. "Increasing returns to scale, technological catch-up and research intensity: endogenising the Verdoorn coefficient," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 41(2), pages 391-412.
    17. Enrico Moretti & Claudia Steinwender & John Van Reenen, 2019. "The intellectual spoils of war? Defense R&D, productivity and international spillovers," CEP Discussion Papers dp1662, Centre for Economic Performance, LSE.
    18. Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
    19. Goel, Rajeev K. & Payne, James E. & Ram, Rati, 2008. "R&D expenditures and U.S. economic growth: A disaggregated approach," Journal of Policy Modeling, Elsevier, vol. 30(2), pages 237-250.
    20. Thomas H. W. Ziesemer, 2021. "Semi-endogenous growth models with domestic and foreign private and public R&D linked to VECMs," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 30(6), pages 621-642, August.
    21. 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.
    22. Di Bucchianico, Stefano, 2020. "Discussing Secular Stagnation: A case for freeing good ideas from theoretical constraints?," Structural Change and Economic Dynamics, Elsevier, vol. 55(C), pages 288-297.
    23. Jesus Felipe & John S. L. McCombie, 2007. "Is A Theory Of Total Factor Productivity Really Needed?," Metroeconomica, Wiley Blackwell, vol. 58(1), pages 195-229, February.
    24. Christopher A. Sims & Tao Zha, 1999. "Error Bands for Impulse Responses," Econometrica, Econometric Society, vol. 67(5), pages 1113-1156, September.
    25. Lawrence H. Summers, 2018. "Secular Stagnation and Macroeconomic Policy," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 66(2), pages 226-250, June.
    26. Matteo Deleidi & Davide Romaniello & Francesca Tosi, 2021. "Quantifying fiscal multipliers in Italy: A Panel SVAR analysis using regional data," Papers in Regional Science, Wiley Blackwell, vol. 100(5), pages 1158-1177, October.
    27. Franklin Serrano & Ricardo Summa & Vivian Garrido Moreira, 2020. "Stagnation and unnaturally low interest rates: a simple critique of the amended New Consensus and the Sraffian supermultiplier alternative," Review of Keynesian Economics, Edward Elgar Publishing, vol. 8(3), pages 365-384, July.
    28. Lawrence H. Summers, 2015. "Demand Side Secular Stagnation," American Economic Review, American Economic Association, vol. 105(5), pages 60-65, May.
    29. Kul B. Luintel & Mosahid Khan, 2009. "Heterogeneous ideas production and endogenous growth: an empirical investigation," Canadian Journal of Economics, Canadian Economics Association, vol. 42(3), pages 1176-1205, August.
    30. Dario Caldara & Christophe Kamps, 2017. "The Analytics of SVARs: A Unified Framework to Measure Fiscal Multipliers," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 84(3), pages 1015-1040.
    31. Bernstein, Jeffrey I. & Mohnen, Pierre, 1998. "International R&D spillovers between U.S. and Japanese R&D intensive sectors," Journal of International Economics, Elsevier, vol. 44(2), pages 315-338, April.
    32. Laura Bottazzi & Giovanni Peri, 2007. "The International Dynamics of R&D and Innovation in the Long Run and in The Short Run," Economic Journal, Royal Economic Society, vol. 117(518), pages 486-511, March.
    33. Luke Petach, 2021. "Spatial Keynesian policy and the decline of regional income convergence in the USA," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 45(3), pages 487-510.
    34. Ashish Arora & Sharon Belenzon & Andrea Patacconi, 2019. "A theory of the US innovation ecosystem: evolution and the social value of diversity," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(2), pages 289-307.
    35. Ahmad, Manzoor, 2021. "Non-linear dynamics of innovation activities over the business cycles: Empirical evidence from OECD economies," Technology in Society, Elsevier, vol. 67(C).
    36. Robert J. Gordon, 2015. "Secular Stagnation: A Supply-Side View," American Economic Review, American Economic Association, vol. 105(5), pages 54-59, May.
    37. Bettina Becker, 2015. "Public R&D Policies And Private R&D Investment: A Survey Of The Empirical Evidence," Journal of Economic Surveys, Wiley Blackwell, vol. 29(5), pages 917-942, December.
    38. Barry Eichengreen, 2015. "Secular Stagnation: The Long View," American Economic Review, American Economic Association, vol. 105(5), pages 66-70, May.
    39. Daron Acemoglu & Pascual Restrepo, 2017. "Secular Stagnation? The Effect of Aging on Economic Growth in the Age of Automation," American Economic Review, American Economic Association, vol. 107(5), pages 174-179, May.
    40. Thomas H. W. Ziesemer, 2021. "The Effects of R&D Subsidies and Publicly Performed R&D on Business R&D: A Survey," Hacienda Pública Española / Review of Public Economics, IEF, vol. 236(1), pages 171-205, March.
    41. Pallante, Gianluca & Russo, Emanuele & Roventini, Andrea, 2023. "Does public R&D funding crowd-in private R&D investment? Evidence from military R&D expenditures for US states," Research Policy, Elsevier, vol. 52(8).
    42. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    43. Gordon, Robert J., 2018. "Declining American economic growth despite ongoing innovation," Explorations in Economic History, Elsevier, vol. 69(C), pages 1-12.
    44. Bachmann, Rüdiger & Sims, Eric R., 2012. "Confidence and the transmission of government spending shocks," Journal of Monetary Economics, Elsevier, vol. 59(3), pages 235-249.
    45. Gauti B. Eggertsson & Manuel Lancastre & Lawrence H. Summers, 2019. "Aging, Output Per Capita, and Secular Stagnation," American Economic Review: Insights, American Economic Association, vol. 1(3), pages 325-342, December.
    46. Gauti B. Eggertsson & Neil R. Mehrotra & Jacob A. Robbins, 2019. "A Model of Secular Stagnation: Theory and Quantitative Evaluation," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(1), pages 1-48, January.
    47. 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.
    48. Patrizio Pagano & Massimo Sbracia, 2014. "The secular stagnation hypothesis: a review of the debate and some insights," Questioni di Economia e Finanza (Occasional Papers) 231, Bank of Italy, Economic Research and International Relations Area.
    49. Olivier Blanchard & Roberto Perotti, 2002. "An Empirical Characterization of the Dynamic Effects of Changes in Government Spending and Taxes on Output," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(4), pages 1329-1368.
    50. Ashish Arora & Sharon Belenzon & Andrea Patacconi, 2018. "The decline of science in corporate R&D," Strategic Management Journal, Wiley Blackwell, vol. 39(1), pages 3-32, January.
    51. Kul B. Luintel & Mosahid Khan, 2004. "Are International R&D Spillovers Costly for the United States?," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 896-910, November.
    52. Mowery, David C., 2010. "Military R&D and Innovation," 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 1219-1256, Elsevier.
    53. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    54. Giordano, Raffaela & Momigliano, Sandro & Neri, Stefano & Perotti, Roberto, 2007. "The effects of fiscal policy in Italy: Evidence from a VAR model," European Journal of Political Economy, Elsevier, vol. 23(3), pages 707-733, September.
    55. Richard R. Nelson, 1959. "The Economics of Invention: A Survey of the Literature," The Journal of Business, University of Chicago Press, vol. 32, pages 101-101.
    56. John Van Reenen, 2021. "Innovation policy to restore American prosperity," CentrePiece - The magazine for economic performance 599, Centre for Economic Performance, LSE.
    57. Deleidi, Matteo & Mazzucato, Mariana, 2021. "Directed innovation policies and the supermultiplier: An empirical assessment of mission-oriented policies in the US economy," Research Policy, Elsevier, vol. 50(2).
    58. Kilian,Lutz & Lütkepohl,Helmut, 2018. "Structural Vector Autoregressive Analysis," Cambridge Books, Cambridge University Press, number 9781107196575, September.
    59. Filippetti, Andrea & Vezzani, Antonio, 2022. "The political economy of public research, or why some governments commit to research more than others," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    60. Robert J. Gordon, 2012. "Is U.S. Economic Growth Over? Faltering Innovation Confronts the Six Headwinds," NBER Working Papers 18315, National Bureau of Economic Research, Inc.
    61. Dosi, Giovanni, 1993. "Technological paradigms and technological trajectories : A suggested interpretation of the determinants and directions of technical change," Research Policy, Elsevier, vol. 22(2), pages 102-103, April.
    62. Mokyr, Joel, 2018. "The past and the future of innovation: Some lessons from economic history," Explorations in Economic History, Elsevier, vol. 69(C), pages 13-26.
    63. Servaas Storm, 2017. "The New Normal: Demand, Secular Stagnation, and the Vanishing Middle Class," International Journal of Political Economy, Taylor & Francis Journals, vol. 46(4), pages 169-210, October.
    64. Ramey, Valerie A., 2020. "Secular stagnation or technological lull?," Journal of Policy Modeling, Elsevier, vol. 42(4), pages 767-777.
    65. Servaas Storm, 2017. "The New Normal: Demand, Secular Stagnation and the Vanishing Middle Class," Working Papers Series 55, Institute for New Economic Thinking.
    66. THW Ziesemer, 2020. "Japan’s Productivity and GDP Growth: The Role of Private, Public and Foreign R&D 1967–2017," Economies, MDPI, vol. 8(4), pages 1-25, September.
    67. Stefano Di Bucchianico, 2020. "A Note on Krugman’s Liquidity Trap and Monetary Policy at the Zero Lower Bound," Review of Political Economy, Taylor & Francis Journals, vol. 32(1), pages 99-120, July.
    68. Lawrence H Summers, 2014. "U.S. Economic Prospects: Secular Stagnation, Hysteresis, and the Zero Lower Bound," Business Economics, Palgrave Macmillan;National Association for Business Economics, vol. 49(2), pages 65-73, April.
    69. Atukeren Erdal, 2007. "A Causal Analysis of the R&D Interactions between the EU and the US," Global Economy Journal, De Gruyter, vol. 7(4), pages 1-29, December.
    70. Jørgensen, Peter L. & Ravn, Søren H., 2022. "The inflation response to government spending shocks: A fiscal price puzzle?," European Economic Review, Elsevier, vol. 141(C).
    71. Patrizio Pagano & Massimo Sbracia, 2018. "The Productivity Slowdown and the Secular Stagnation Hypothesis," Financial and Monetary Policy Studies, in: Laurent Ferrara & Ignacio Hernando & Daniela Marconi (ed.), International Macroeconomics in the Wake of the Global Financial Crisis, pages 17-41, Springer.
    72. Valerie A. Ramey & Sarah Zubairy, 2018. "Government Spending Multipliers in Good Times and in Bad: Evidence from US Historical Data," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 850-901.
    73. Stefano Di Bucchianico, 2021. "Negative Interest Rate Policy to Fight Secular Stagnation: Unfeasible, Ineffective, Irrelevant, or Inadequate?," Review of Political Economy, Taylor & Francis Journals, vol. 33(4), pages 687-710, October.
    74. Eichengreen, Barry, 2017. "A two-handed approach to secular stagnation: Some thoughts based on 1930s experience," Journal of Policy Modeling, Elsevier, vol. 39(4), pages 650-654.
    75. Robert J. Gordon, 2014. "The Demise of U.S. Economic Growth: Restatement, Rebuttal, and Reflections," NBER Working Papers 19895, National Bureau of Economic Research, Inc.
    76. Luc L. G. Soete & Bart Verspagen & Thomas H. W. Ziesemer, 2020. "The productivity effect of public R&D in the Netherlands," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 29(1), pages 31-47, January.
    77. Mowery, David C., 2012. "Defense-related R&D as a model for “Grand Challenges” technology policies," Research Policy, Elsevier, vol. 41(10), pages 1703-1715.
    78. Roel van Elk & Bas ter Weel & Karen van der Wiel & Bram Wouterse, 2019. "Estimating the Returns to Public R&D Investments: Evidence from Production Function Models," De Economist, Springer, vol. 167(1), pages 45-87, March.
    79. Nicholas Kaldor, 1961. "Capital Accumulation and Economic Growth," International Economic Association Series, in: D. C. Hague (ed.), The Theory of Capital, chapter 0, pages 177-222, Palgrave Macmillan.
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    Keywords

    Secular Stagnation; public and private R&D; innovation policy; research productivity; productivity growth;
    All these keywords.

    JEL classification:

    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General

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