IDEAS home Printed from https://ideas.repec.org/a/eee/ecmode/v155y2026ics0264999325004249.html

Imported intangible capital and sectoral economic growth: Evidence from 42 economies

Author

Listed:
  • Liu, Shuyue
  • Lahiri, Radhika
  • Silvennoinen, Annastiina

Abstract

This paper investigates the impact of imported intangible capital on value added. While existing studies confirm the importance of intangible capital for growth, its distinct effects by source, imported versus domestic, remain underexplored. Using data from the World Input-Output Database for 2000–2014, we employ a two-way fixed effects model to estimate both long- and short-term impacts. The results show that intangible capital generally increases value added in the long run but reduces it in the short run due to adjustment costs before productivity gains are realised. Moreover, imported intangibles exert stronger negative short-term effects than domestic ones. However, this pattern reverses after the global financial crisis, suggesting that multinational firms are more resilient to shocks. These findings provide new insights into the role of intangible capital on economic growth and imply the need for institutional reform and financial support to minimise short-term adjustment costs.

Suggested Citation

  • Liu, Shuyue & Lahiri, Radhika & Silvennoinen, Annastiina, 2026. "Imported intangible capital and sectoral economic growth: Evidence from 42 economies," Economic Modelling, Elsevier, vol. 155(C).
  • Handle: RePEc:eee:ecmode:v:155:y:2026:i:c:s0264999325004249
    DOI: 10.1016/j.econmod.2025.107429
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264999325004249
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.econmod.2025.107429?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
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Peter Goodridge & Jonathan Haskel, 2023. "Accounting for the slowdown in UK innovation and productivity," Economica, London School of Economics and Political Science, vol. 90(359), pages 780-812, July.
    2. Marcel P. Timmer & Erik Dietzenbacher & Bart Los & Robert Stehrer & Gaaitzen J. Vries, 2015. "An Illustrated User Guide to the World Input–Output Database: the Case of Global Automotive Production," Review of International Economics, Wiley Blackwell, vol. 23(3), pages 575-605, August.
    3. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," 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 1033-1082, Elsevier.
    4. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    5. Cette, Gilbert & Fernald, John & Mojon, Benoît, 2016. "The pre-Great Recession slowdown in productivity," European Economic Review, Elsevier, vol. 88(C), pages 3-20.
    6. Antonio Falato & Dalida Kadyrzhanova & Jae Sim & Roberto Steri, 2022. "Rising Intangible Capital, Shrinking Debt Capacity, and the U.S. Corporate Savings Glut," Journal of Finance, American Finance Association, vol. 77(5), pages 2799-2852, October.
    7. 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.
    8. Robert Engle & Clive Granger, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    9. Xiaolan Fu & Pervez Ghauri, 2021. "Trade in intangibles and the global trade imbalance," The World Economy, Wiley Blackwell, vol. 44(5), pages 1448-1469, May.
    10. Ellen R. McGrattan & Edward C. Prescott, 2010. "Unmeasured Investment and the Puzzling US Boom in the 1990s," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(4), pages 88-123, October.
    11. Fran?ois Gourio & Leena Rudanko, 2014. "Can Intangible Capital Explain Cyclical Movements in the Labor Wedge?," American Economic Review, American Economic Association, vol. 104(5), pages 183-188, May.
    12. Ghislain B D Aihounton & Arne Henningsen, 2021. "Units of measurement and the inverse hyperbolic sine transformation," The Econometrics Journal, Royal Economic Society, vol. 24(2), pages 334-351.
    13. 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.
    14. Wolfhard Kaus & Viktor Slavtchev & Markus Zimmermann, 2024. "Intangible capital and productivity: Firm-level evidence from German manufacturing," Oxford Economic Papers, Oxford University Press, vol. 76(4), pages 970-996.
    15. Benfratello, Luigi & Schiantarelli, Fabio & Sembenelli, Alessandro, 2008. "Banks and innovation: Microeconometric evidence on Italian firms," Journal of Financial Economics, Elsevier, vol. 90(2), pages 197-217, November.
    16. Caggese, Andrea & Pérez-Orive, Ander, 2022. "How stimulative are low real interest rates for intangible capital?," European Economic Review, Elsevier, vol. 142(C).
    17. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 34(3), pages 249-283.
    18. Diego A. Comin & Martí Mestieri, 2010. "An Intensive Exploration of Technology Diffusion," NBER Working Papers 16379, National Bureau of Economic Research, Inc.
    19. Ioannis Bournakis & Dimitris Christopoulos & Sushanta Mallick, 2018. "Knowledge Spillovers And Output Per Worker: An Industry‐Level Analysis For Oecd Countries," Economic Inquiry, Western Economic Association International, vol. 56(2), pages 1028-1046, April.
    20. Kevin J. Fox & Thomas Niebel & Mary O'Mahony & Marianne Saam, 2017. "The Contribution of Intangible Assets to Sectoral Productivity Growth in the EU," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 49-67, February.
    21. Tronconi, Claudia & Vittucci Marzetti, Giuseppe, 2011. "Organization capital and firm performance. Empirical evidence for European firms," Economics Letters, Elsevier, vol. 112(2), pages 141-143, August.
    22. Harris, Richard D. F. & Tzavalis, Elias, 1999. "Inference for unit roots in dynamic panels where the time dimension is fixed," Journal of Econometrics, Elsevier, vol. 91(2), pages 201-226, August.
    23. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    24. 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.
    25. Andrew Atkeson & Patrick J. Kehoe, 2005. "Modeling and Measuring Organization Capital," Journal of Political Economy, University of Chicago Press, vol. 113(5), pages 1026-1053, October.
    26. Kyoji Fukao & Tsutomu Miyagawa & Kentaro Mukai & Yukio Shinoda & Konomi Tonogi, 2009. "Intangible Investment In Japan: Measurement And Contribution To Economic Growth," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(3), pages 717-736, September.
    27. Haskel, J & Corrado, C & Jona-Lasinio, C & Iommi, M, 2013. "Innovation and intangible investment in Europe, Japan and the US," Working Papers 11139, Imperial College, London, Imperial College Business School.
    28. Tsutomu Miyagawa & Shoichi Hisa, 2013. "Estimates Of Intangible Investment By Industry And Productivity Growth In Japan," The Japanese Economic Review, Japanese Economic Association, vol. 64(1), pages 42-72, March.
    29. Jan Fagerberg & Bengt-Åke Lundvall & Martin Srholec, 2018. "Global Value Chains, National Innovation Systems and Economic Development," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 30(3), pages 533-556, July.
    30. Hannu Piekkola, 2018. "Broad-based intangibles as generators of growth in Europe," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 27(4), pages 377-400, May.
    31. 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.
    32. Xie, Jie & Tian, Jiayu & Hu, Yong & Wang, Quan & Dai, Zhaoqiong, 2025. "Imported intermediate goods, intellectual property protection, and innovation in Chinese manufacturing firms," Economic Modelling, Elsevier, vol. 144(C).
    33. Kevin J. Stiroh, 2002. "Are ICT Spillovers Driving the New Economy?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(1), pages 33-57, March.
    34. Diego Comin & Bart Hobijn, 2010. "An Exploration of Technology Diffusion," American Economic Review, American Economic Association, vol. 100(5), pages 2031-2059, December.
    35. Kasahara, Hiroyuki & Rodrigue, Joel, 2008. "Does the use of imported intermediates increase productivity? Plant-level evidence," Journal of Development Economics, Elsevier, vol. 87(1), pages 106-118, August.
    36. Dongyeol Lee, 2020. "The role of R&D and input trade in productivity growth: innovation and technology spillovers," The Journal of Technology Transfer, Springer, vol. 45(3), pages 908-928, June.
    37. Ali Alsamawi & Charles Cadestin & Alexander Jaax & Joaquim Guilhoto & Sébastien Miroudot & Carmen Zürcher, 2020. "Returns to intangible capital in global value chains: New evidence on trends and policy determinants," OECD Trade Policy Papers 240, OECD Publishing.
    38. Mauro Giorgio Marrano & Jonathan Haskel & Gavin Wallis, 2009. "What Happened To The Knowledge Economy? Ict, Intangible Investment, And Britain'S Productivity Record Revisited," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(3), pages 686-716, September.
    39. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    40. Keller, Wolfgang, 2002. "Trade and the Transmission of Technology," Journal of Economic Growth, Springer, vol. 7(1), pages 5-24, March.
    41. Yang, Shenglang & Shi, Xunpeng, 2018. "Intangible capital and sectoral energy intensity: Evidence from 40 economies between 1995 and 2007," Energy Policy, Elsevier, vol. 122(C), pages 118-128.
    42. Gita Gopinath & Şebnem Kalemli-Özcan & Loukas Karabarbounis & Carolina Villegas-Sanchez, 2017. "Capital Allocation and Productivity in South Europe," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1915-1967.
    43. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    44. Marc F. Bellemare & Casey J. Wichman, 2020. "Elasticities and the Inverse Hyperbolic Sine Transformation," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(1), pages 50-61, February.
    45. Crouzet, Nicolas & Eberly, Janice, 2021. "Intangibles, markups, and the measurement of productivity growth," Journal of Monetary Economics, Elsevier, vol. 124(S), pages 92-109.
    46. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    47. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    48. Li, Qing & Wu, Yanrui, 2018. "Intangible capital in Chinese regional economies: Measurement and analysis," China Economic Review, Elsevier, vol. 51(C), pages 323-341.
    49. Nishioka, Shuichiro & Ripoll, Marla, 2012. "Productivity, trade and the R&D content of intermediate inputs," European Economic Review, Elsevier, vol. 56(8), pages 1573-1592.
    50. 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.
    51. Lawrence Slifman & Carol Corrado, 1999. "Decomposition of Productivity and Unit Costs," American Economic Review, American Economic Association, vol. 89(2), pages 328-332, May.
    52. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    53. Wen Chen, 2018. "Cross‐Country Income Differences Revisited: Accounting for the Role of Intangible Capital," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 64(3), pages 626-648, September.
    54. Tsakanikas, Aggelos & Caloghirou, Yannis & Dimas, Petros & Stamopoulos, Dimitrios, 2022. "Intangibles, innovation, and sector specialization in global value chains: A case study on the EU's and the UK's manufacturing industries," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    55. Peia, Oana & Romelli, Davide, 2022. "Did financial frictions stifle R&D investment in Europe during the great recession?," Journal of International Money and Finance, Elsevier, vol. 120(C).
    56. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    57. Gene M. Grossman & Elhanan Helpman, 1993. "Innovation and Growth in the Global Economy," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262570971, December.
    58. Andrea L. Eisfeldt & Dimitris Papanikolaou, 2014. "The Value and Ownership of Intangible Capital," American Economic Review, American Economic Association, vol. 104(5), pages 189-194, May.
    59. Amat Adarov & Robert Stehrer, 2019. "Tangible and Intangible Assets in the Growth Performance of the EU, Japan and the US," wiiw Research Reports 442, The Vienna Institute for International Economic Studies, wiiw.
    60. Badi H. Baltagi, 2026. "Nonstationary Panels," Springer Texts in Business and Economics, in: A Companion to Econometric Analysis of Panel Data, edition 0, chapter 12, pages 359-380, Springer.
    61. Ahamed, M. Mostak & Luintel, Kul B. & Mallick, Sushanta K., 2023. "Does local knowledge spillover matter for firm productivity? The role of financial access and corporate governance," Research Policy, Elsevier, vol. 52(8).
    62. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    63. Nicholas Bloom & John Van Reenen, 2002. "Patents, Real Options and Firm Performance," Economic Journal, Royal Economic Society, vol. 112(478), pages 97-116, March.
    64. 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.
    65. Alicia M. Robb & David T. Robinson, 2014. "The Capital Structure Decisions of New Firms," The Review of Financial Studies, Society for Financial Studies, vol. 27(1), pages 153-179, January.
    66. 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.
    67. Sarafidis, Vasilis & Yamagata, Takashi & Robertson, Donald, 2009. "A test of cross section dependence for a linear dynamic panel model with regressors," Journal of Econometrics, Elsevier, vol. 148(2), pages 149-161, February.
    68. Laura Alfaro & Maggie Xiaoyang Chen, 2012. "Surviving the Global Financial Crisis: Foreign Ownership and Establishment Performance," American Economic Journal: Economic Policy, American Economic Association, vol. 4(3), pages 30-55, August.
    69. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    70. Kalina Manova & Shang-Jin Wei & Zhiwei Zhang, 2015. "Firm Exports and Multinational Activity Under Credit Constraints," The Review of Economics and Statistics, MIT Press, vol. 97(3), pages 574-588, July.
    71. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LLC, vol. 9(1), pages 86-136, March.
    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. Shenglang Yang, 2016. "Intangible capital and sectoral energy intensity: Evidence from 40 economies," ANU Working Papers in Economics and Econometrics 2016-646, Australian National University, College of Business and Economics, School of Economics.
    2. 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.
    3. Naima Chrid & Sami Saafi & Mohamed Chakroun, 2021. "Export Upgrading and Economic Growth: a Panel Cointegration and Causality Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 811-841, June.
    4. Wen Chen, 2018. "Cross‐Country Income Differences Revisited: Accounting for the Role of Intangible Capital," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 64(3), pages 626-648, September.
    5. 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).
    6. Carolina Hintzmann & Josep Lladós-Masllorens & Raul Ramos, 2021. "Intangible Assets and Labor Productivity Growth," Economies, MDPI, vol. 9(2), pages 1-21, May.
    7. Roth, Felix & Rammer, Christian, 2025. "Intangible assets and productivity at the firm level: R&D versus non-R&D intangibles," ZEW Discussion Papers 25-062, ZEW - Leibniz Centre for European Economic Research.
    8. Yang, Shenglang & Shi, Xunpeng, 2018. "Intangible capital and sectoral energy intensity: Evidence from 40 economies between 1995 and 2007," Energy Policy, Elsevier, vol. 122(C), pages 118-128.
    9. Nonnis, Alberto & Bounfour, Ahmed & Kim, Keungoui, 2023. "Knowledge spillovers and intangible complementarities: Empirical case of European countries," Research Policy, Elsevier, vol. 52(1).
    10. Mushtaq Ahmad Malik & Tariq Masood, 2022. "Dynamics of Output Growth and Convergence in the Middle East and North African Countries: Heterogeneous Panel ARDL Approach," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(2), pages 1444-1469, June.
    11. Ilias Kostarakos & Kieran McQuinn & Petros Varthalitis, 2024. "Is Ireland the most intangible intensive economy in Europe? A growth accounting perspective," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 70(2), pages 370-394, June.
    12. Roth,Felix & Thum, Anna-Elisabeth, 2010. "Does intangible capital affect economic growth?," CEPS Papers 3667, Centre for European Policy Studies.
    13. Tarik Dogru & Umit Bulut & Ercan Sirakaya-Turk, 2021. "Modeling tourism demand: Theoretical and empirical considerations for future research," Tourism Economics, , vol. 27(4), pages 874-889, June.
    14. Markus Eberhardt & Francis Teal, 2011. "Econometrics For Grumblers: A New Look At The Literature On Cross‐Country Growth Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 109-155, February.
    15. Roth, Felix & Sen, Ali, 2021. "Intangible Capital and Labor Productivity Growth: Revisiting the Evidence," Hamburg Discussion Papers in International Economics 10, University of Hamburg, Department of Economics.
    16. Roth, Felix, 2022. "Intangible Capital and Labor Productivity Growth – Revisiting the Evidence: An Update," Hamburg Discussion Papers in International Economics 11, University of Hamburg, Department of Economics.
    17. Vishal Jaunky, 2013. "Democracy and economic growth in Sub-Saharan Africa: a panel data approach," Empirical Economics, Springer, vol. 45(2), pages 987-1008, October.
    18. Francisco García-Lillo & Eduardo Sánchez-García & Bartolomé Marco-Lajara & Pedro Seva-Larrosa, 2023. "Renewable Energies and Sustainable Development: A Bibliometric Overview," Energies, MDPI, vol. 16(3), pages 1-22, January.
    19. Zafar, Muhammad Wasif & Shahbaz, Muhammad & Hou, Fujun & Sinha, Avik, 2018. "¬¬¬¬¬¬From Nonrenewable to Renewable Energy and Its Impact on Economic Growth: Silver Line of Research & Development Expenditures in APEC Countries," MPRA Paper 90611, University Library of Munich, Germany, revised 10 Dec 2018.
    20. Herzer, Dierk, 2013. "Cross-Country Heterogeneity and the Trade-Income Relationship," World Development, Elsevier, vol. 44(C), pages 194-211.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    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:eee:ecmode:v:155:y:2026:i:c:s0264999325004249. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30411 .

    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.