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The Impact of Non-R&D Intangible Capital on TFP Growth: Evidence from Multi-country Industry Level Data

Author

Listed:
  • Xiuying Ma

    (Jilin University of Finance and Economics)

  • Fei Jia

    (Jilin University of Finance and Economics)

  • Hong Jiang

    (Shanghai University of Finance and Economics)

  • Xiangyun Xu

    (Nanjing University of Finance and Economics)

Abstract

Compared R&D capital, the role of non-R&D intangible capital in TFP growth is under-researched. This study seeks to address this gap. The econometric analysis of industrial level data for 13 developed countries over the period of 1995–2010 shows that the growth of non-R&D intangible capital has a positive effect on TFP growth of a country. Further analysis finds that similar to R&D capital, non-R&D intangible capital also generates spillovers across industries and countries that drive TFP growth. It also shows that R&D and ICT intangible capital enhance the effect of non-R&D intangible capital. These findings extend the burgeoning literature on the role of non-R&D intangible capital in TFP growth and carry important policy implications.

Suggested Citation

  • Xiuying Ma & Fei Jia & Hong Jiang & Xiangyun Xu, 2022. "The Impact of Non-R&D Intangible Capital on TFP Growth: Evidence from Multi-country Industry Level Data," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(4), pages 2890-2910, December.
    • Handle: RePEc:spr:jknowl:v:13:y:2022:i:4:d:10.1007_s13132-021-00848-0
    DOI: 10.1007/s13132-021-00848-0
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    as
    1. Akinci, Ozge & Olmstead-Rumsey, Jane, 2018. "How effective are macroprudential policies? An empirical investigation," Journal of Financial Intermediation, Elsevier, vol. 33(C), pages 33-57.
    2. Robert E. Lucas Jr., 2015. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 105(5), pages 85-88, May.
    3. Deng, Ziliang & Guo, Honglin & Zhang, Weifu & Wang, Chengqi, 2014. "Innovation and survival of exporters: A contingency perspective," International Business Review, Elsevier, vol. 23(2), pages 396-406.
    4. Jensen, Morten Berg & Johnson, Bjorn & Lorenz, Edward & Lundvall, Bengt Ake, 2007. "Forms of knowledge and modes of innovation," Research Policy, Elsevier, vol. 36(5), pages 680-693, June.
    5. Neusser, Klaus, 2008. "Interdependencies of US manufacturing sectoral TFPs: A spatial VAR approach," Journal of Macroeconomics, Elsevier, vol. 30(3), pages 991-1004, September.
    6. Konstantinos Chatzimichael & Vangelis Tzouvelekas, 2014. "Human capital contributions to explain productivity differences," Journal of Productivity Analysis, Springer, vol. 41(3), pages 399-417, June.
    7. Gene M. Grossman & Elhanan Helpman, 1994. "Endogenous Innovation in the Theory of Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 23-44, Winter.
    8. 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.
    9. 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.
    10. Chou, Yen-Chun & Hao-Chun Chuang, Howard & Shao, Benjamin B.M., 2014. "The impacts of information technology on total factor productivity: A look at externalities and innovations," International Journal of Production Economics, Elsevier, vol. 158(C), pages 290-299.
    11. Mr. David T. Coe & Mr. Willy A Hoffmaister, 1999. "Are There International R&D Spillovers Among Randomly Matched Trade Partners? A Response to Keller," IMF Working Papers 1999/018, International Monetary Fund.
    12. Veugelers, Reinhilde & Cassiman, Bruno, 1999. "Make and buy in innovation strategies: evidence from Belgian manufacturing firms," Research Policy, Elsevier, vol. 28(1), pages 63-80, January.
    13. Jason G. Cummins, 2005. "A New Approach to the Valuation of Intangible Capital," NBER Chapters, in: Measuring Capital in the New Economy, pages 47-72, National Bureau of Economic Research, Inc.
    14. Morgan, Peter J. & Regis, Paulo José & Salike, Nimesh, 2019. "LTV policy as a macroprudential tool and its effects on residential mortgage loans," Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 89-103.
    15. Wang, Jian-Ye & Blomstrom, Magnus, 1992. "Foreign investment and technology transfer : A simple model," European Economic Review, Elsevier, vol. 36(1), pages 137-155, January.
    16. Torben M Andersen, 2015. "Human Capital, Inequality and Growth," European Economy - Discussion Papers 007, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    17. Amel Attour & Pierre Barbaroux, 2021. "The Role of Knowledge Processes in a Business Ecosystem’s Lifecycle," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(1), pages 238-255, March.
    18. Michele Battisti & Filippo Belloc & Massimo Del Gatto, 2015. "Unbundling Technology Adoption and tfp at the Firm Level: Do Intangibles Matter?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 24(2), pages 390-414, June.
    19. Pieri, Fabio & Vecchi, Michela & Venturini, Francesco, 2018. "Modelling the joint impact of R&D and ICT on productivity: A frontier analysis approach," Research Policy, Elsevier, vol. 47(9), pages 1842-1852.
    20. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    21. Keller, Wolfgang, 1998. "Are international R&D spillovers trade-related?: Analyzing spillovers among randomly matched trade partners," European Economic Review, Elsevier, vol. 42(8), pages 1469-1481, September.
    22. Barro, Robert J & Lee, Jong-Wha, 2001. "International Data on Educational Attainment: Updates and Implications," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 541-563, July.
    23. Elsadig Musa Ahmed, 2017. "Erratum to: ICT and Human Capital Spillover Effects in Achieving Sustainable East Asian Knowledge-Based Economies," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 8(3), pages 1113-1113, September.
    24. 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.
    25. 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.
    26. Till Proeger, 2020. "Knowledge Spillovers and Absorptive Capacity—Institutional Evidence from the “German Mittelstand”," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 11(1), pages 211-238, March.
    27. Hyunbae Chun & M. Ishaq Nadiri, 2016. "Intangible Investment and Changing Sources of Growth in Korea," The Japanese Economic Review, Springer, vol. 67(1), pages 50-76, March.
    28. Wang, Chengqi & Deng, Ziliang & Kafouros, Mario I. & Chen, Yan, 2012. "Reconceptualizing the spillover effects of foreign direct investment: A process-dependent approach," International Business Review, Elsevier, vol. 21(3), pages 452-464.
    29. Spyros Arvanitis & Euripidis Loukis, 2020. "Reduction of ICT Investment Due to the 2008 Economic Crisis and ICT-Enabled Innovation Performance of Firms," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 11(1), pages 1-27, March.
    30. Jérôme Vandenbussche & Philippe Aghion & Costas Meghir, 2006. "Growth, distance to frontier and composition of human capital," Journal of Economic Growth, Springer, vol. 11(2), pages 97-127, June.
    31. Jovanovic, Boyan & Rousseau, Peter L., 2005. "General Purpose Technologies," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 18, pages 1181-1224, Elsevier.
    32. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    33. Lee, You-Na & Walsh, John P., 2016. "Inventing while you work: Knowledge, non-R&D learning and innovation," Research Policy, Elsevier, vol. 45(1), pages 345-359.
    34. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    35. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Measuring Capital in the New Economy," NBER Books, National Bureau of Economic Research, Inc, number corr05-1.
    36. Cerutti, Eugenio & Claessens, Stijn & Laeven, Luc, 2017. "The use and effectiveness of macroprudential policies: New evidence," Journal of Financial Stability, Elsevier, vol. 28(C), pages 203-224.
    37. Zeting Liu & Dimitri Uzunidis, 2021. "Globalization of R&D, Accumulation of Knowledge and Network Innovation: the Evolution of the Firm’s Boundaries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(1), pages 166-182, March.
    38. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    39. Nordhaus William D, 2008. "Baumol's Diseases: A Macroeconomic Perspective," The B.E. Journal of Macroeconomics, De Gruyter, vol. 8(1), pages 1-39, February.
    40. Ugur, Mehmet & Churchill, Sefa Awaworyi & Luong, Hoang M., 2020. "What do we know about R&D spillovers and productivity? Meta-analysis evidence on heterogeneity and statistical power," Research Policy, Elsevier, vol. 49(1).
    41. Huang, Can & Arundel, Anthony & Hollanders, Hugo, 2010. "How Firms Innovate: R&D, Non-R&D, and Technology Adoption," Working Papers 9854, University of Tasmania, Tasmanian School of Business and Economics, revised 19 Nov 2012.
    42. Alexandre Trigo, 2013. "The Nature of Innovation in R&D- and Non-R&D-Intensive Service Firms: Evidence from Firm-Level Latent Class Analysis," Industry and Innovation, Taylor & Francis Journals, vol. 20(1), pages 48-68, January.
    43. Elsadig Musa Ahmed, 2017. "ICT and Human Capital Spillover Effects in Achieving Sustainable East Asian Knowledge-Based Economies," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 8(3), pages 1086-1112, September.
    44. Zhuo (June) Cheng & Barrie R. Nault, 2007. "Industry Level Supplier-Driven IT Spillovers," Management Science, INFORMS, vol. 53(8), pages 1199-1216, August.
    45. 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.
    46. Marcel P. Timmer & Bart van Ark, 2005. "Does information and communication technology drive EU-US productivity growth differentials?," Oxford Economic Papers, Oxford University Press, vol. 57(4), pages 693-716, October.
    47. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    48. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Introduction to "Measuring Capital in the New Economy"," NBER Chapters, in: Measuring Capital in the New Economy, pages 1-10, National Bureau of Economic Research, Inc.
    49. ., 2008. "The Role of the Internet in Explaining Innovation Performance," Chapters, in: Industrial Innovation and Firm Performance, chapter 11, pages 190-205, Edward Elgar Publishing.
    50. Timothy G. Conley & Bill Dupor, 2003. "A Spatial Analysis of Sectoral Complementarity," Journal of Political Economy, University of Chicago Press, vol. 111(2), pages 311-352, April.
    51. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    52. Bart van Ark & Mary O'Mahoney & Marcel P. Timmer, 2008. "The Productivity Gap between Europe and the United States: Trends and Causes," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 25-44, Winter.
    53. Santamara, Llus & Nieto, Mara Jess & Barge-Gil, Andrs, 2009. "Beyond formal R&D: Taking advantage of other sources of innovation in low- and medium-technology industries," Research Policy, Elsevier, vol. 38(3), pages 507-517, April.
    54. Konara, Palitha & Wei, Yingqi, 2019. "The complementarity of human capital and language capital in foreign direct investment," International Business Review, Elsevier, vol. 28(2), pages 391-404.
    55. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    56. Tsuji, Masatsugu & Ueki, Yasushi & Shigeno, Hidenori & Bunno, Teruyuki & Idota, Hiroki, 2018. "ICT and Two Categories of R&D in the Innovation Process among Firms in ASEAN Countries Based on Firm-level Survey Data," 29th European Regional ITS Conference, Trento 2018 184970, International Telecommunications Society (ITS).
    57. Koutroumpis, Pantelis & Leiponen, Aija & Thomas, Llewellyn D.W., 2020. "Small is big in ICT: The impact of R&D on productivity," Telecommunications Policy, Elsevier, vol. 44(1).
    58. Jia, Fei & Ma, Xiuying & Xu, Xiangyun & Xie, Lijuan, 2020. "The differential role of manufacturing and non-manufacturing TFP growth in economic growth," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 174-183.
    59. Peter J Buckley & Jeremy Clegg & Chengqi Wang, 2007. "Is the relationship between inward FDI and spillover effects linear? An empirical examination of the case of China," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(3), pages 447-459, May.
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    More about this item

    Keywords

    Intangible capital; Non-R&D intangible capital; R&D intangible capital; ICT intangible capital; TFP; Jel Code: D24; O47; O52;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • O52 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Europe

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