IDEAS home Printed from https://ideas.repec.org/p/zbw/eibwps/202112.html
   My bibliography  Save this paper

Complementarities in capital formation and production: Tangible and intangible assets across Europe

Author

Listed:
  • Thum-Thysen, Anna
  • Voigt, Peter
  • Weiss, Christoph

Abstract

This paper investigates capital formation with a view at various tangible and intangible assets across Europe. Using novel datasets both at macro and firm level, we estimate translog production functions to assess complementarities at different aggregation levels. At macro-level, our evidence suggests complementarities between tangibles and intangibles and between National Accounts and non-National Accounts intangibles. Using 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. Our analysis demonstrates that policy support that aims at stimulating investment only in certain assets 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 and leaving it to the firm to find the most appropriate mix of assets.

Suggested Citation

  • Thum-Thysen, Anna & Voigt, Peter & Weiss, Christoph, 2021. "Complementarities in capital formation and production: Tangible and intangible assets across Europe," EIB Working Papers 2021/12, European Investment Bank (EIB).
  • Handle: RePEc:zbw:eibwps:202112
    DOI: 10.2867/573265
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/248709/1/1784536695.pdf
    Download Restriction: no

    File URL: https://libkey.io/10.2867/573265?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Cooper, Russell W. & Johri, Alok, 1997. "Dynamic complementarities: A quantitative analysis," Journal of Monetary Economics, Elsevier, vol. 40(1), pages 97-119, September.
    2. 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.
    3. 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.
    4. Felix Roth & Anna-Elisabeth Thum, 2022. "Intangible Capital and Labor Productivity Growth: Panel Evidence for the EU from 1998–2005," Contributions to Economics, in: Intangible Capital and Growth, chapter 0, pages 101-128, Springer.
    5. Carol Corrado & Charles Hulten & Daniel Sichel, 2005. "Measuring Capital and Technology: An Expanded Framework," NBER Chapters, in: Measuring Capital in the New Economy, pages 11-46, National Bureau of Economic Research, Inc.
    6. 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.
    7. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    8. Haskel, J & Corrado, C & Jona-Lasinio, C & Iommi, M, 2012. "Intangible capital and growth in advanced economies: measurement methods and comparative results," Working Papers 9913, Imperial College, London, Imperial College Business School.
    9. 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.
    10. 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).
    11. 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.
    12. 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.
    13. 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.
    14. O'Mahony, Mary & Vecchi, Michela, 2009. "R&D, knowledge spillovers and company productivity performance," Research Policy, Elsevier, vol. 38(1), pages 35-44, February.
    15. 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.
    16. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Measuring Capital in the New Economy," NBER Books, National Bureau of Economic Research, Inc, number corr05-1, March.
    17. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio & Massimiliano Iommi, 2013. "Innovation and intangible investment in Europe, Japan, and the United States," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 29(2), pages 261-286, SUMMER.
    18. 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.
    19. Tsakanikas, Aggelos & Roth, Felix & Caliò, Simone & Caloghirou, Yannis & Dimas, Petros, 2020. "The contribution of intangible inputs and participation in global value chains to productivity performance – Evidence from the EU-28, 2000-2014," Hamburg Discussion Papers in International Economics 5, University of Hamburg, Department of Economics.
    20. 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.
    21. 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.
    22. 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).
    23. 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.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    29. Haskel, Jonathan & Iommi, Massimiliano, 2012. "Intangible Capital and Growth in Advanced Economies: Measurement and Comparative Results," CEPR Discussion Papers 9061, C.E.P.R. Discussion Papers.
    30. Katia Berti & Benat Bilbao-Osorio & Gaetano D’Adamo & Christian Engelen & Christoph Maier & Diana Ognyanova & Anna Thum-Thysen & Borek Vasicek & Peter Voigt, . "Quarterly Report on the Euro Area (QREA), Vol.16, No.1 (2017)," Quarterly Report on the Euro Area (QREA), Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    31. Crass, Dirk & Peters, Bettina, 2014. "Intangible assets and firm-level productivity," ZEW Discussion Papers 14-120, ZEW - Leibniz Centre for European Economic Research.
    32. 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.
    33. 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.
    34. Corrado, Carol & Haltiwanger, John & Sichel, Daniel (ed.), 2009. "Measuring Capital in the New Economy," National Bureau of Economic Research Books, University of Chicago Press, number 9780226116174, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. Kostarakos, Ilias & McQuinn, Kieran & Varthalitis, Petros, 2022. "Is Ireland the most Intangible Intensive Economy in Europe? A Growth Accounting Perspective," Papers WP719, Economic and Social Research Institute (ESRI).
    6. Marek Pekarčík & Júlia Ďurčová & Jozef Glova, 2022. "Intangible ICT and Their Importance within Global Value Chains: An Empirical Analysis Based on Longitudinal Data Regression," Mathematics, MDPI, vol. 10(7), pages 1-14, April.
    7. Li, Qing & Wu, Yanrui, 2020. "Intangible capital, ICT and sector growth in China," Telecommunications Policy, Elsevier, vol. 44(1).
    8. Nonnis, Alberto & Bounfour, Ahmed & Kim, Keungoui, 2023. "Knowledge spillovers and intangible complementarities: Empirical case of European countries," Research Policy, Elsevier, vol. 52(1).
    9. 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).
    10. Cecilia Jona-Lasinio & Valentina Meliciana, 2019. "Global Value Chains and Productivity Growth: Does Intangible Capital Matter?," International Productivity Monitor, Centre for the Study of Living Standards, vol. 36, pages 53-78, Spring.
    11. Oliner, Stephen D. & Sichel, Daniel E. & Stiroh, Kevin J., 2008. "Explaining a productive decade," Journal of Policy Modeling, Elsevier, vol. 30(4), pages 633-673.
    12. Breithaupt, Patrick & Kesler, Reinhold & Niebel, Thomas & Rammer, Christian, 2020. "Intangible capital indicators based on web scraping of social media," ZEW Discussion Papers 20-046, ZEW - Leibniz Centre for European Economic Research.
    13. Roth, Felix & Sen, Ali & Rammer, Christian, 2021. "Intangible Capital and Firm-Level Productivity – Evidence from Germany," Hamburg Discussion Papers in International Economics 9, University of Hamburg, Department of Economics.
    14. Kaus, Wolfhard & Slavtchev, Viktor & Zimmermann, Markus, 2020. "Intangible capital and productivity: Firm-level evidence from German manufacturing," IWH Discussion Papers 1/2020, Halle Institute for Economic Research (IWH).
    15. Carolina Hintzmann & Josep Lladós-Masllorens & Raul Ramos, 2021. "Intangible Assets and Labor Productivity Growth," Economies, MDPI, vol. 9(2), pages 1-21, May.
    16. Hyunbae Chun & M. Ishaq Nadiri, 2016. "Intangible Investment and Changing Sources of Growth in Korea," The Japanese Economic Review, Japanese Economic Association, vol. 67(1), pages 50-76, March.
    17. Peter Bauer & Igor Fedotenkov & Aurelien Genty & Issam Hallak & Peter Harasztosi & David Martinez Turegano & David Nguyen & Nadir Preziosi & Ana Rincon-Aznar & Miguel Sanchez Martinez, 2020. "Productivity in Europe: Trends and drivers in a service-based economy," JRC Research Reports JRC119785, Joint Research Centre.
    18. Stefan Schweikl & Robert Obermaier, 2020. "Lessons from three decades of IT productivity research: towards a better understanding of IT-induced productivity effects," Management Review Quarterly, Springer, vol. 70(4), pages 461-507, November.
    19. Jona-Lasinio, Cecilia & Manzocchi, Stefano & Meliciani, Valentina, 2019. "Knowledge based capital and value creation in global supply chains," Technological Forecasting and Social Change, Elsevier, vol. 148(C).
    20. Bishwanath Goldar & Yashobanta Parida, 2017. "Intangible Capital and Firm Productivity," South Asia Economic Journal, Institute of Policy Studies of Sri Lanka, vol. 18(2), pages 246-275, September.

    More about this item

    Keywords

    intangible capital; asset complementarities; labour productivity; investment; innovation;
    All these keywords.

    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:zbw:eibwps:202112. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/ceeiblu.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.