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Can economic structural change and transition explain cross-country differences in innovative activity?

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  • Wang, Cong
  • Lu, Yifan

Abstract

Motivated by the combination of Schumpeter's view on innovation and the Kuznets’ retardation theory concerning structural change introduced by Quatraro (2009), this paper attempts to explain the impact of structural change on innovation. Using a global sample from 1970 to 2012 for a panel of 75 developed and developing countries with treatments for endogeneity by using physical instruments (2SLS) and the system GMM estimation technique, we find a positive significant effect of service sector share and a significant negative impact of the agriculture sector share on innovation. We also find these effects to differ in different economies characterized by income and structural transition phases. In particular, shifting away from the agriculture sector is found to be important for more advanced economies, while the industry sector is important for innovation among upper middle income economies. The low income economies generally benefit much less from their structural change efforts than lower middle, upper middle and high income economies do.

Suggested Citation

  • Wang, Cong & Lu, Yifan, 2020. "Can economic structural change and transition explain cross-country differences in innovative activity?," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
  • Handle: RePEc:eee:tefoso:v:159:y:2020:i:c:s0040162520310209
    DOI: 10.1016/j.techfore.2020.120194
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    as
    1. Oded Galor & Omer Moav, 2002. "Natural Selection and the Origin of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(4), pages 1133-1191.
    2. Fagerberg, Jan, 2000. "Technological progress, structural change and productivity growth: a comparative study," Structural Change and Economic Dynamics, Elsevier, vol. 11(4), pages 393-411, December.
    3. McMillan, Margaret & Rodrik, Dani & Verduzco-Gallo, Íñigo, 2014. "Globalization, Structural Change, and Productivity Growth, with an Update on Africa," World Development, Elsevier, vol. 63(C), pages 11-32.
    4. Zvi Griliches, 1998. "Productivity, R&D, and the Data Constraint," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 347-374, National Bureau of Economic Research, Inc.
    5. Maurice J. G. Bun & Frank Windmeijer, 2010. "The weak instrument problem of the system GMM estimator in dynamic panel data models," Econometrics Journal, Royal Economic Society, vol. 13(1), pages 95-126, February.
    6. de Vries, Gaaitzen J. & Erumban, Abdul A. & Timmer, Marcel P. & Voskoboynikov, Ilya & Wu, Harry X., 2012. "Deconstructing the BRICs: Structural transformation and aggregate productivity growth," Journal of Comparative Economics, Elsevier, vol. 40(2), pages 211-227.
    7. Marios Zachariadis, 2003. "R&D, innovation, and technological progress: a test of the Schumpeterian framework without scale effects," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 36(3), pages 566-586, August.
    8. Philippe Aghion & Peter Howitt, 2009. "The Economics of Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262012634, April.
    9. Easterly, William & Rebelo, Sergio, 1993. "Fiscal policy and economic growth: An empirical investigation," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 417-458, December.
    10. Peter C. B. Phillips & Donggyu Sul, 2009. "Economic transition and growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(7), pages 1153-1185.
    11. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    12. Philippe Aghion & Diego Comin & Peter Howitt & Isabel Tecu, 2016. "When Does Domestic Savings Matter for Economic Growth?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 64(3), pages 381-407, August.
    13. Katarina Keller & Panu Poutvaara & Andreas Wagener, 2009. "Military Draft And Economic Growth In Oecd Countries," Defence and Peace Economics, Taylor & Francis Journals, vol. 20(5), pages 373-393, October.
    14. Levine, Ross & Renelt, David, 1992. "A Sensitivity Analysis of Cross-Country Growth Regressions," American Economic Review, American Economic Association, vol. 82(4), pages 942-963, September.
    15. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    16. 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.
    17. Philippe Aghion & Peter Howitt, 2006. "Joseph Schumpeter Lecture Appropriate Growth Policy: A Unifying Framework," Journal of the European Economic Association, MIT Press, vol. 4(2-3), pages 269-314, 04-05.
    18. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    19. Wang, Cong, 2013. "Can institutions explain cross country differences in innovative activity?," Journal of Macroeconomics, Elsevier, vol. 37(C), pages 128-145.
    20. Coccia, Mario, 2018. "A Theory of the General Causes of Long Waves: War, General Purpose Technologies, and Economic Change," Technological Forecasting and Social Change, Elsevier, vol. 128(C), pages 287-295.
    21. Lindmark, Magnus & Vikström, Peter, 2002. "The determinants of structural change: Transformation pressure and structural change in Swedish manufacturing industry, 1870–1993," European Review of Economic History, Cambridge University Press, vol. 6(1), pages 87-110, April.
    22. Miguel A. Ferreira & Aneel Keswani & António F. Miguel & Sofia B. Ramos, 2013. "The Determinants of Mutual Fund Performance: A Cross-Country Study," Review of Finance, European Finance Association, vol. 17(2), pages 483-525.
    23. Carlos Cinelli & Chad Hazlett, 2020. "Making sense of sensitivity: extending omitted variable bias," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 82(1), pages 39-67, February.
    24. Szirmai, Adam, 2012. "Industrialisation as an engine of growth in developing countries, 1950–2005," Structural Change and Economic Dynamics, Elsevier, vol. 23(4), pages 406-420.
    25. Robert J. Barro, 1998. "Determinants of Economic Growth: A Cross-Country Empirical Study," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262522543, April.
    26. Zoltan Roman, 1969. "A Note On Measuring Structural Changes," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 15(3), pages 265-268, September.
    27. Zoltan J. Acs & Luc Anselin & Attila Varga, 2008. "Patents and Innovation Counts as Measures of Regional Production of New Knowledge," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 11, pages 135-151, Edward Elgar Publishing.
    28. Frantzen, Dirk, 2000. "Innovation, International Technological Diffusion and the Changing Influence of R&D on Productivity," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 24(2), pages 193-210, March.
    29. Griliches, Zvi, 1998. "R&D and Productivity," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226308869, September.
    30. Eleanor Doyle & Eoin O’Leary, 1999. "The role of structural change in labour productivity convergence among European Union countries: 1970-1990," Journal of Economic Studies, Emerald Group Publishing, vol. 26(2), pages 106-120, January.
    31. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    32. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    33. Barry Bosworth & Susan M. Collins, 2008. "Accounting for Growth: Comparing China and India," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 45-66, Winter.
    34. McCleary, Rachel & Barro, Robert, 2003. "Religion and Economic Growth across Countries," Scholarly Articles 3708464, Harvard University Department of Economics.
    35. repec:bla:revinw:v:15:y:1969:i:3:p:265-68 is not listed on IDEAS
    36. Dosi Giovanni & Gambardella Alfonso & Grazzi Marco & Orsenigo Luigi, 2008. "Technological Revolutions and the Evolution of Industrial Structures: Assessing the Impact of New Technologies upon the Size and Boundaries of Firms," Capitalism and Society, De Gruyter, vol. 3(1), pages 1-49, June.
    37. Fagerberg, Jan, 1994. "Technology and International Differences in Growth Rates," Journal of Economic Literature, American Economic Association, vol. 32(3), pages 1147-1175, September.
    38. Schumpeter, Joseph A., 1947. "The Creative Response in Economic History," The Journal of Economic History, Cambridge University Press, vol. 7(2), pages 149-159, November.
    39. Lourens Broersma & Bart Van Ark, 2007. "Ict, Business Services And Labour Productivity Growth," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 16(6), pages 433-449.
    40. Dani Rodrik, 2016. "Premature deindustrialization," Journal of Economic Growth, Springer, vol. 21(1), pages 1-33, March.
    41. Zvi Griliches, 1998. "R&D and Productivity: The Econometric Evidence," NBER Books, National Bureau of Economic Research, Inc, number gril98-1.
    42. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    43. Arthur F. Burns, 1934. "Production Trends in the United States Since 1870," NBER Books, National Bureau of Economic Research, Inc, number burn34-1.
    44. Howitt, Peter & Aghion, Philippe, 2006. "Appropriate Growth Policy: A Unifying Framework," Scholarly Articles 4554121, Harvard University Department of Economics.
    45. Timmer, Marcel P. & Szirmai, Adam, 2000. "Productivity growth in Asian manufacturing: the structural bonus hypothesis examined," Structural Change and Economic Dynamics, Elsevier, vol. 11(4), pages 371-392, December.
    46. Oded Galor & Omer Moav, 2006. "Das Human-Kapital: A Theory of the Demise of the Class Structure," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(1), pages 85-117.
    47. Dale W. Jorgenson & Marcel P. Timmer, 2011. "Structural Change in Advanced Nations: A New Set of Stylised Facts," Scandinavian Journal of Economics, Wiley Blackwell, vol. 113(1), pages 1-29, March.
    48. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    49. Harberger, Arnold C, 1998. "A Vision of the Growth Process," American Economic Review, American Economic Association, vol. 88(1), pages 1-32, March.
    50. Dale W. Jorgenson, 1995. "Productivity, Volume 1: Postwar US Economic Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262100495, April.
    51. Robert J. Barro & Rachel McCleary, 2003. "Religion and Economic Growth," NBER Working Papers 9682, National Bureau of Economic Research, Inc.
    52. Francesco Quatraro, 2009. "Innovation, structural change and productivity growth: evidence from Italian regions, 1980--2003," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 33(5), pages 1001-1022, September.
    53. Maddison, Angus, 1987. "Growth and Slowdown in Advanced Capitalist Economies: Techniques of Quantitative Assessment," Journal of Economic Literature, American Economic Association, vol. 25(2), pages 649-698, June.
    54. Du, Kerui & Li, Jianglong, 2019. "Towards a green world: How do green technology innovations affect total-factor carbon productivity," Energy Policy, Elsevier, vol. 131(C), pages 240-250.
    55. -, 2009. "Economic growth in the Caribbean," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 38668, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    56. Chris Freeman & Luc Soete, 1997. "The Economics of Industrial Innovation, 3rd Edition," MIT Press Books, The MIT Press, edition 3, volume 1, number 0262061953, April.
    57. Edward N. Wolff, 2003. "What's behind the rise in profitability in the US in the 1980s and 1990s?," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 27(4), pages 479-499, July.
    58. Du, Kerui & Li, Pengzhen & Yan, Zheming, 2019. "Do green technology innovations contribute to carbon dioxide emission reduction? Empirical evidence from patent data," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 297-303.
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    More about this item

    Keywords

    Cross-country study; Innovation; Structural changes; Human capital; Financial development;
    All these keywords.

    JEL classification:

    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O49 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Other

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