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Reflections on Complementarities in Capital Formation and Production: Tangible and Intangible Assets across Europe

Author

Listed:
  • Anna Thum-Thysen
  • Peter Voigt
  • Christoph Weiss
Abstract
This paper investigates capital formation with a view at various tangible and intangible assets across Europe. We assess to what extent there are complementarities among different asset types, i.e. investment in one asset type affecting the productivity of an investment in another. Using novel datasets at both macro and firm level, we estimate translog production functions at different aggregation levels to assess complementarities both at the within-country and the within-sector level. At macro-level, evidence suggests complementarities between tangibles and intangibles and between National Accounts and non-National Accounts intangibles. At firm-level data, we explore more disaggregated asset classes and find that investing simultaneously in software, training of employees, and business process improvements is associated with better firm performance. Within a sector, firms tend to choose to invest either in own R&D or in embedded R&D and training. Our analysis demonstrates that policy support that aims at stimulating investment only in certain assets (while excluding others) may fall short in unlocking its own full potential. The emphasis should rather be on addressing investment bottlenecks arising from market imperfections, while remaining non-discriminatory with a view at what sort of capital deepening is envisaged, i.e. leaving it to the firm to find the most appropriate mix of assets. Accordingly, investment support programmes should generally be open to include intangible assets, notably also those not captured as such in the National Accounts, such as training and organisational capital, and help addressing challenges arising from collateralising such investments.

Suggested Citation

  • Anna Thum-Thysen & Peter Voigt & Christoph Weiss, 2021. "Reflections on Complementarities in Capital Formation and Production: Tangible and Intangible Assets across Europe," European Economy - Discussion Papers 152, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
  • Handle: RePEc:euf:dispap:152
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    References listed on IDEAS

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    1. 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.
    2. Amani Elnasri & Kevin J. Fox, 2014. "The Contribution of Research and Innovation to Productivity and Economic Growth," Discussion Papers 2014-08, School of Economics, The University of New South Wales.
    3. Corrado, Carol & Haskel, Jonathan & Jona-Lasinio, Cecilia & Iommi, Massimiliano, 2016. "Intangible investment in the EU and US before and since the Great Recession and its contribution to productivity growth," EIB Working Papers 2016/08, European Investment Bank (EIB).
    4. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The Skill Content of Recent Technological Change: An Empirical Exploration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1279-1333.
    5. O'Mahony, Mary & Vecchi, Michela, 2009. "R&D, knowledge spillovers and company productivity performance," Research Policy, Elsevier, vol. 38(1), pages 35-44, February.
    6. Anna Thum-Thysen & Peter Voigt & Benat Bilbao-Osorio & Christoph Maier & Diana Ognyanova, 2017. "Unlocking Investment in Intangible Assets," European Economy - Discussion Papers 047, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    7. Gary Solon & Steven J. Haider & Jeffrey M. Wooldridge, 2015. "What Are We Weighting For?," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 301-316.
    8. 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.
    9. Brutscher, Philipp-Bastian & Coali, Andrea & Delanote, Julie & Harasztosi, Peter, 2020. "EIB Group Survey on Investment and Investment Finance: A technical note on data quality," EIB Working Papers 2020/08, European Investment Bank (EIB).
    10. Erik Brynjolfsson & Daniel Rock & Chad Syverson, 2018. "Artificial Intelligence and the Modern Productivity Paradox: A Clash of Expectations and Statistics," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 23-57, National Bureau of Economic Research, Inc.
    11. Thum-Thysen, Anna & Voigt, Peter & Bilbao-Osorio, Beñat & Maier, Christoph & Ognyanova, Diana, 2019. "Investment dynamics in Europe: Distinct drivers and barriers for investing in intangible versus tangible assets?," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 77-88.
    12. 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.
    13. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    14. Sandra E. Black & Lisa M. Lynch, 2001. "How To Compete: The Impact Of Workplace Practices And Information Technology On Productivity," The Review of Economics and Statistics, MIT Press, vol. 83(3), pages 434-445, August.
    15. Anna Thum-Thysen & Peter Voigt & Christoph Maier & Benat Bilbao-Osorio & Diana Ognyanova, 2017. "Unlocking investment in intangible assets in Europe," Quarterly Report on the Euro Area (QREA), Directorate General Economic and Financial Affairs (DG ECFIN), European Commission, vol. 16(1), pages 23-35, March.
    16. 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.
    17. Roth, Felix, 2019. "Intangible Capital and Labour Productivity Growth: A Review of the Literature," Hamburg Discussion Papers in International Economics 4, University of Hamburg, Department of Economics.
    18. Nils Stieglitz & Klaus Heine, 2007. "Innovations and the role of complementarities in a strategic theory of the firm," Strategic Management Journal, Wiley Blackwell, vol. 28(1), pages 1-15, January.
    19. Randolph Luca Bruno & Elodie Douarin & Julia Korosteleva & Slavo Radosevic, 2019. "Determinants of Productivity Gap in the European Union: A Multilevel Perspective," LEM Papers Series 2019/25, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    20. Gema Pastor-Agustín & Marisa Ramírez-Alesón & Manuel Espitia-Escuer, 2011. "Complementary Assets and Investment Decisions," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 47(0), pages 25-39, November.
    21. Amani Elnasri & Kevin J. Fox, 2017. "The contribution of research and innovation to productivity," Journal of Productivity Analysis, Springer, vol. 47(3), pages 291-308, June.
    22. Erik Brynjolfsson & Lorin M. Hitt, 2000. "Beyond Computation: Information Technology, Organizational Transformation and Business Performance," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 23-48, Fall.
    23. 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.
    24. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
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    More about this item

    JEL classification:

    • E01 - Macroeconomics and Monetary Economics - - General - - - Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity

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