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Labour-augmenting technical change data for alternative elasticities of substitution, growth, slowdown, and distribution dynamics

Author

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  • Ziesemer, Thomas

    (UNU-MERIT, Maastricht University)

Abstract
We solve the standard production function with constant elasticity of substitution (CES) for its labour augmenting technology term. We make capital stock data and insert them together with data from Penn World Tables (PWT9.1). This provides labour augmenting technology levels and growth rates for alternative elasticities of substitution for 70 countries, 1950-2017. The percentage growth rates of labour-augmenting technical change (LATC) are shown to fall over time (productivity slowdown) for all elasticity values in a panel data analysis. They converge to a panel average of 2.67% and 1% depending on the inclusion of human capital and the elasticity of substitution assumed. The standard growth result of a GDP growth rate equal to that of LATC and labour input holds only for LATC based on low elasticities of substitution indicating that the economies are not in steady-states. The correlation of LATC growth rates with total factor productivity growth from PWT9.1 is strongest (0.893) for LATC data based on an elasticity of substitution of 0.8. Matching the labour/capital share ratios from CES functions with those of PWT9.1 reveals a range of elasticities of substitution for each country, mostly between 0.8 and 1.2 or somewhat lower for developing countries. If the MPL-to-wage ratio is 1.6, the elasticities of substitution vary around 0.8. Using the human-capital corrected LATC growth with CES = 0.8, 13 of 69 countries have a productivity slowdown defined as growth rate below mean in the long run; the USA is not among them indicating that the US productivity slowdown is mainly one of human capital. Dynamics of coefficient of variation and kernel density distributions for LATC growth rates shows that there is neither technological convergence nor divergence.

Suggested Citation

  • Ziesemer, Thomas, 2021. "Labour-augmenting technical change data for alternative elasticities of substitution, growth, slowdown, and distribution dynamics," MERIT Working Papers 2021-003, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
  • Handle: RePEc:unm:unumer:2021003
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    1. John Seater & Karine Yenokyan, 2019. "Factor Augmentation, Factor Elimination, And Economic Growth," Economic Inquiry, Western Economic Association International, vol. 57(1), pages 429-452, January.
    2. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    3. Schubert, Torben & Jäger, Angela & Türkeli, Serdar & Visentin, Fabiana, 2020. "Addressing the productivity paradox with big data: A literature review and adaptation of the CDM econometric model," MERIT Working Papers 2020-050, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    4. Sabien Dobbelaere & Jacques Mairesse, 2013. "Panel data estimates of the production function and product and labor market imperfections," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(1), pages 1-46, January.
    5. 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.
    6. Dobbelaere, Sabien & Hirsch, Boris & Müller, Steffen & Neuschaeffer, Georg, 2020. "Organised Labour, Labour Market Imperfections, and Employer Wage Premia," IZA Discussion Papers 13909, Institute of Labor Economics (IZA).
    7. Ceyhun ELGİN & Tolga Umut KUZUBAŞ, 2012. "Wage-Productivity Gap in Turkish Manufacturing Sector," Iktisat Isletme ve Finans, Bilgesel Yayincilik, vol. 27(316), pages 09-31.
    8. 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.
    9. 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.
    10. Persky, Joseph & Tsang, Herbert, 1974. "Pigouvian Exploitation of Labor," The Review of Economics and Statistics, MIT Press, vol. 56(1), pages 52-57, February.
    11. Miguel A. León-Ledesma & Peter McAdam & Alpo Willman, 2015. "Production Technology Estimates and Balanced Growth," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 77(1), pages 40-65, February.
    12. Brooks, Wyatt J. & Kaboski, Joseph P. & Li, Yao Amber & Qian, Wei, 2021. "Exploitation of labor? Classical monopsony power and labor's share," Journal of Development Economics, Elsevier, vol. 150(C).
    13. 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.
    14. Elgin, Ceyhun & Kuzubas, Tolga Umut, 2013. "Wage-productivity gap in OECD economies," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 7, pages 1-21.
    15. Emili Grifell-Tatjé & C.A. Knox Lovell & Robin Sickles & Laurens Cherchye & Bram de Rock & Antonio Estache & Marijn Verschelde, 2018. "The Oxford Handbook of Productivity Analysis," Post-Print hal-02573812, HAL.
    16. Michelle Alexopoulos and Jon Cohen, 2018. "Canadian Productivity Growth, Secular Stagnation, and Technological Change," International Productivity Monitor, Centre for the Study of Living Standards, vol. 35, pages 113-137, Fall.
    17. Mertens, Matthias, 2023. "Labor Market Power and Between-Firm Wage (In)Equality," International Journal of Industrial Organization, Elsevier, vol. 91(C).
    18. 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.
    19. Zvi Griliches, 1996. "The Discovery of the Residual: A Historical Note," Journal of Economic Literature, American Economic Association, vol. 34(3), pages 1324-1330, September.
    20. Daan Steenkamp, 2018. "Factor Substitution and Productivity in New Zealand," The Economic Record, The Economic Society of Australia, vol. 94(304), pages 64-79, March.
    21. 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.
    22. Christopher A. Pissarides, 2000. "Equilibrium Unemployment Theory, 2nd Edition," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262161877, April.
    23. Robert Inklaar & Pieter Woltjer & Daniel Gallardo Albarrán, 2019. "The Composition of Capital and Cross-Country Productivity Comparisons," International Productivity Monitor, Centre for the Study of Living Standards, vol. 36, pages 34-52, Spring.
    24. Costrell, Robert M, 1986. "Interest, Profits, and Suboptimality in a Demand-Constrained Macro Model," Economic Journal, Royal Economic Society, vol. 96(384), pages 919-941, December.
    25. Juan Antolin-Diaz & Thomas Drechsel & Ivan Petrella, 2017. "Tracking the Slowdown in Long-Run GDP Growth," The Review of Economics and Statistics, MIT Press, vol. 99(2), pages 343-356, May.
    26. Kemnitz, Alexander & Knoblach, Michael, 2020. "Endogenous sigma-augmenting technological change: An R&D-based approach," CEPIE Working Papers 02/20, Technische Universität Dresden, Center of Public and International Economics (CEPIE).
    27. Robert E. Hall, 2017. "The Anatomy of Stagnation in a Modern Economy," Economica, London School of Economics and Political Science, vol. 84(333), pages 1-15, January.
    28. V. Mukerji, 1963. "A Generalized S.M.A.C. Function with Constant Ratios of Elasticity of Substitution," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 30(3), pages 233-236.
    29. John Fernald, 2018. "Is Slow Productivity and Output Growth in Advanced Economies the New Normal?," International Productivity Monitor, Centre for the Study of Living Standards, vol. 35, pages 138-148, Fall.
    30. H. D. Dickinson, 1954. "A Note on Dynamic Economics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 22(3), pages 169-179.
    31. Cantore, C. & Levine, P., 2012. "Getting normalization right: Dealing with ‘dimensional constants’ in macroeconomics," Journal of Economic Dynamics and Control, Elsevier, vol. 36(12), pages 1931-1949.
    32. Feldstein, Martin, 2008. "Did wages reflect growth in productivity?," Journal of Policy Modeling, Elsevier, vol. 30(4), pages 591-594.
    33. Rainer Klump & Harald Preissler, 2000. "CES Production Functions and Economic Growth," Scandinavian Journal of Economics, Wiley Blackwell, vol. 102(1), pages 41-56, March.
    34. Olivier de La Grandville & Rainer Klump, 2000. "Economic Growth and the Elasticity of Substitution: Two Theorems and Some Suggestions," American Economic Review, American Economic Association, vol. 90(1), pages 282-291, March.
    35. Michael Knoblach & Martin Roessler & Patrick Zwerschke, 2020. "The Elasticity of Substitution Between Capital and Labour in the US Economy: A Meta‐Regression Analysis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(1), pages 62-82, February.
    36. Marinko Škare & Damian Škare, 2017. "Is the great decoupling real?," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 18(3), pages 451-467, May.
    37. Charles I. Jones, 2005. "The Shape of Production Functions and the Direction of Technical Change," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 517-549.
    38. Rowthorn, Robert, 1999. "Unemployment, Wage Bargaining and Capital-Labour Substitution," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 23(4), pages 413-425, July.
    39. Rainer Klump & Peter McAdam & Alpo Willman, 2012. "The Normalized Ces Production Function: Theory And Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 26(5), pages 769-799, December.
    40. Ziesemer, Thomas, 2019. "The impact of mission-oriented R&D on domestic and foreign private and public R&D, total factor productivity and GDP," MERIT Working Papers 2019-047, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    41. Peter T. Gottschalk, 1978. "A Comparison of Marginal Productivity and Earnings by Occupation," ILR Review, Cornell University, ILR School, vol. 31(3), pages 368-378, April.
    42. Jakub Growiec, 2008. "A new class of production functions and an argument against purely labor‐augmenting technical change," International Journal of Economic Theory, The International Society for Economic Theory, vol. 4(4), pages 483-502, December.
    43. Daron Acemoglu, 2003. "Labor- And Capital-Augmenting Technical Change," Journal of the European Economic Association, MIT Press, vol. 1(1), pages 1-37, March.
    44. 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.
    45. Antràs Pol, 2004. "Is the U.S. Aggregate Production Function Cobb-Douglas? New Estimates of the Elasticity of Substitution," The B.E. Journal of Macroeconomics, De Gruyter, vol. 4(1), pages 1-36, April.
    46. Miguel A. León-Ledesma & Peter McAdam & Alpo Willman, 2010. "Identifying the Elasticity of Substitution with Biased Technical Change," American Economic Review, American Economic Association, vol. 100(4), pages 1330-1357, September.
    47. Fagerberg, Jan, 1994. "Technology and International Differences in Growth Rates," Journal of Economic Literature, American Economic Association, vol. 32(3), pages 1147-1175, September.
    48. Ziesemer, Thomas, 2019. "Japan's productivity and GDP growth: The role of GBAORD, public and foreign R&D," MERIT Working Papers 2019-029, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    49. Alan Manning, 2021. "Monopsony in Labor Markets: A Review," ILR Review, Cornell University, ILR School, vol. 74(1), pages 3-26, January.
    50. Haoqi Qian & Libo Wu, 2020. "Avoiding Mis-estimation of the CES Function: Unit Matters," Applied Economics, Taylor & Francis Journals, vol. 52(19), pages 2056-2062, April.
    51. Klump, Rainer & Saam, Marianne, 2008. "Calibration of normalised CES production functions in dynamic models," Economics Letters, Elsevier, vol. 99(2), pages 256-259, May.
    52. Altman, Stuart H & Fisher, Anthony C, 1969. "Marginal Product of Labor, Wages and Disequilibrium: Comment," The Review of Economics and Statistics, MIT Press, vol. 51(4), pages 485-486, November.
    53. Martin Biewen & Constantin Weiser, 2014. "An empirical test of marginal productivity theory," Applied Economics, Taylor & Francis Journals, vol. 46(9), pages 996-1020, March.
    54. Dario Tortarolo & Roman D. Zarate, 2020. "Imperfect competition in product and labour markets. A quantitative analysis," Discussion Papers 2020-05, Nottingham Interdisciplinary Centre for Economic and Political Research (NICEP).
    55. Philippe Aghion & Steven Durlauf (ed.), 2005. "Handbook of Economic Growth," Handbook of Economic Growth, Elsevier, edition 1, volume 1, number 1.
    56. Barry Bosworth & George L. Perry, 1994. "Productivity and Real Wages: Is There a Puzzle?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 25(1), pages 317-343.
    57. Rainer Klump & Peter McAdam & Alpo Willman, 2007. "Factor Substitution and Factor-Augmenting Technical Progress in the United States: A Normalized Supply-Side System Approach," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 183-192, February.
    58. Knoblach, Michael & Rößler, Martin & Zwerschke, Patrick, 2016. "The Elasticity of Factor Substitution Between Capital and Labor in the U.S. Economy: A Meta-Regression Analysis," CEPIE Working Papers 03/16, Technische Universität Dresden, Center of Public and International Economics (CEPIE).
    59. K. Sato, 1967. "A Two-Level Constant-Elasticity-of-Substitution Production Function," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 34(2), pages 201-218.
    60. Andrew Sharpe & John Tsang, 2018. "The Stylized Facts about Slower Productivity Growth in Canada," International Productivity Monitor, Centre for the Study of Living Standards, vol. 35, pages 52-72, Fall.
    61. Ziesemer, Thomas, 2005. "Growth with perfect capital movements in CES: US Debt Dynamics and model estimation," Research Memorandum 012, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
    62. Kevin Fox, 2018. "What Do We Know About the Productivity Slowdown? Evidence from Australian Industry Data," International Productivity Monitor, Centre for the Study of Living Standards, vol. 35, pages 149-156, Fall.
    63. 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.
    64. Alexander Murray, 2018. "What Explains the Post-2004 U.S. Productivity Slowdown?," International Productivity Monitor, Centre for the Study of Living Standards, vol. 34, pages 81-109, Spring.
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    Cited by:

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    2. Thomas H.W. Ziesemer, 2024. "Internal rates of return for public R&D from VECM estimates for 17 OECD Countries," Economic Change and Restructuring, Springer, vol. 57(5), pages 1-16, October.
    3. Bailey, Andrew & Cesa-Bianchi, Ambrogio & Garofalo, Marco & Harrison, Richard & McLaren, Nick & Sajedi, Rana & Piton, Sophie, 2023. "Structural change, global R* and the missing-investment puzzle," Bank of England working papers 997, Bank of England.
    4. 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.
    5. Thomas H.W. ZIESEMER, 2024. "Estimation Of A Production Function Of Brazil With Domestic And Foreign Capital Stock, 1991-2017," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 24(2), pages 103-128.
    6. Antonelli, Cristiano & Tubiana, Matteo, 2023. "The rate and direction of technological change and wealth and income inequalities in advanced countries," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    7. Habiyaremye, Alexis & Jacobs, Peter & Molewa, Olebogeng & Lekomanyane, Pelontle, 2021. "Macroeconomic stimulus packages and income inequality in developing countries: Lessons from the 2007-9 Great Recession for the Covid-19 crisis in South Africa," MERIT Working Papers 2021-006, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    8. Thomas H. W. Ziesemer, 2024. "Mission-oriented R&D and growth of Japan 1988–2016: a comparison with private and public R&D," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 33(2), pages 218-247, February.
    9. Cesa-Bianchi, Ambrogio & Harrison, Richard & Sajedi, Rana, 2022. "Decomposing the drivers of Global R," Bank of England working papers 990, Bank of England.
    10. Samuele Ialenti & Guido Pialli, 2024. "The increase in the elasticity of substitution between capital and labour: a repeated cross-country investigation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 33(3), pages 380-400, April.
    11. Cristiano Antonelli & Gianluca Orsatti & Guido Pialli, 2023. "The knowledge-intensive direction of technological change," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(1), pages 1-27, March.

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    More about this item

    Keywords

    technical change; growth; productivity slowdown; convergence;
    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
    • 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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