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.
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Notes
The number of countries is reduced 11 because EU KLEMS的ISIC Rev. 4 (NACE 2) did not provide data for Czech Republic, Denmark, Ireland, Slovenia.
References
Ahmed, E. A. (2017). ICT and human capital spillover effects in achieving sustainable East Asian knowledge-based economies. Journal of the Knowledge Economy, 8(3), 1086–1112.
Akinci, O., & Olmstead-Rumsey, J. (2018). How effective are macroprudential policies? An empirical investigation. Journal of Financial Intermediation, 33, 33–57.
Arellano, M., & Bond, S. (1991). Some tests of specification in panel data: Monte Carlo evidence and an application to employment equations. Review of Economics and Statistics, 58, 277–291.
Arundel, A., Bordoy, C., & Kanerva, M. (2008). Neglected innovators: How do innovative firms that do not perform R&D innovate? Results of an analysis of the innobarometer 2007. University of Maastricht.
Arvanitis, S., & Loukis, E. (2020). Reduction of ICT Investment Due to the 2008 Economic Crisis and ICT—Enabled Innovation Performance of Firms. Journal of the Knowledge Economy, 11, 1–27.
Attour, A., & Barbaroux, P. (2021). The Role of Knowledge Processes in a Business Ecosystem’s Lifecycle. Journal of the Knowledge Economy, 12, 238–255.
Baily, M. N., Hulten, C., & Campbell, D. (1992). Productivity dynamics in manufacturing plants. Brookings Papers on Economic Activity, Microeconomics. 187–249.
Barro, R. J., & Lee, J. W. (2001). International data on educational attainment updates and implications. Oxford Economic Papers, 3, 541–563.
Barro, R., & Sala-i-Martin, X. (1995). Economic growth. Mac Graw-Hill.
Battisti, M., Belloc, F., & Del Gatto, M. (2015). Unbundling technology adoption and TFP at the firm level: Do intangibles matter? Journal of Economics & Management Strategy, 24, 390–414.
Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143.
Buckley, P., Clegg, J., & Wang, C. (2007). Is the relationship between inward FDI and spillover effects linear? An Empirical Examination of the Case of China. Journal of International Business Studies, 38(3), 447–459.
Cerutti, E., Claessens, S., & Laeven, L. (2017). The use and effectiveness of macroprudential policies: New evidence. Journal of Financial Stability, 28, 203–224.
Chatzimichael, K., & Tzouvelekas, V. (2014). Human capital contributions to explain productivity differences. Journal of Productivity Analysis, 41(3), 399–417.
Chen, W. (2018). Cross-country income differences revisited: Accounting for the role of intangible capital. Review of Income and Wealth, 64(3), 626–648.
Chen, W., Niebel, T., & Saam, M. (2016). Are intangibles more productive in ICT-intensive industries? evidence from EU countries. Telecommunications Policy, 40(5), 471–484.
Cheng, Z., & Nault, B. R. (2007). Industry level supplier-driven IT spillovers. Management Science, 53(8), 1199–1216.
Chou, Y. C., Chuang, H. C., & Shao, B. (2014). The impacts of information technology on total factor productivity: A look at externalities and innovations. International Journal of Production Economics, 158, 290–299.
Chun, H., & Nadiri, M. I. (2016). Intangible investment and changing sources of growth in Korea. Japanese Economic Review, 67, 50–76.
Coe, D. T., & Helpman, E. (1995). International R&D spillovers. European Economic Review, 39, 859–887.
Coe, D., & Hoffmaister, A. (1999). Are There International Spillovers Among Randomly Matched Trade Partners? A Response to Keller. IMF Working Paper no. WP/99/18.
Coe, D. T., Helpman, E., & Hoffmaister, A. W. (2009). International R&D spillovers and institutions. European Economic Review, 53(7), 723–741.
Cohen, W., & Levinthal, D. (1989). Innovation and learning: The two faces of R&D. Economic Journal, 99, 569–596.
Conley, T. G., & Dupor, B. (2003). A spatial analysis of sectoral complementarity. Journal of Political Economy, 111(2), 311–352.
Corrado, C., Hulten, C., & Sichel, D. (2005). Measuring capital and technology: An expanded framework. in C., Corrado, J., Haltiwanger and D., Sichel (eds), Measuring Capital in the New Economy, Studies in Income and Wealth No.65, Chicago: University of Chicago Press, 11–46.
Corrado, C. A., Haskel, J., & Jona-Lasinio, C. (2017). Knowledge spillovers, ICT and productivity growth. Oxford Bulletin of Economics & Statistics, 79, 592–618.
Cummins, J. G. (2005). A new approach to the valuation of intangible capital. In C. Corrado, J. Haltiwanger, & D. Sichel (Eds.), Measuring Capital in the New Economy (pp. 47–72). University of Chicago Press.
Deng, Z., Wang, C., Guo, H., & Zhang, W. (2014). Innovation and survival of exporters: A contingency perspective. International Business Review, 23(2), 396–406.
Edquist, H., & Henrekson, M. (2017). Do R&D and ICT affect total factor productivity growth differently? Telecommunications Policy, 41(2), 106–119.
Goodridge, P., Haskel, J., & Wallis, G. (2017). Spillovers from R&D and other intangible investment: Evidence from UK industries. Review of Income and Wealth, 63, 22–48.
Griliches, Z., & Regev, H. (1995). Productivity and firm turnover in Israeli industry: 1979–1988. Journal of Econometrics, 65, 175–203.
Grossman, G. M., & Helpman, E. (1991). Trade, knowledge spillovers, and growth. European Economic Review, 35(2–3), 517–526.
Grossman, G. M., & Helpman, E. (1994). Endogenous innovation in the theory of growth. Journal of Economic Perspectives, 8(1), 23–44.
Guo, Y. T., Zheng, G., & Liu, F. (2017). Non-R&D-based innovation activities and performance in Chinese SMEs: The role of absorptive capacity. Asian Journal of Technology Innovation, 25, 110–128.
Hausman, J. A. (1978). Specification tests in econometrics. Econometrica, 46(6), 1251–1271.
Hervas-Oliver, J. L., Sempere-Ripoll, F., Boronat-Moll, C., & Rojas, R. (2015). Technological innovation without R&D. Technology Analysis & Strategic Management, 27, 19–38.
Hirsch-Kreinsen, H., Jacobson, D., Laestadius, S., & Smith, K. (2005). Low and medium technology industries in the knowledge economy: The analytical issues. in: Hirsch-Kreinsen, H., Jacobson, D., Laestadius, S. (Eds.), Low-tech Innovation in the Knowledge Economy. Peter Lang Publishing Group.
Huang, C., Arundel, A., & Hollanders, H. (2010). How firms innovate: R&D, non-R&D, and technology adoption. MERIT Working Papers 2010–027, United Nations University — Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
Jäger, K. (2018). EU KLEMS Growth and Productivity Accounts 2017 release — Description of Methodology and General Notes, http://www.euklems.net/TCB/2018/Metholology_EUKLEMS_2017_revised.pdf.
Jensen, M. B., Johnson, B., Lorenz, E., & Lundvall, B. A. (2007). Forms of knowledge and modes of innovation. Research Policy, 36(5), 680–693.
Jia, F., Ma, X. Y., Xu, X. Y., & Xie, L. J. (2020). The differential role of manufacturing and non-manufacturing TFP growth in economic growth. Structural Change and Economic Dynamics, 52, 174–183.
Jorgenson, D. W. (2001). Information Technology and the U. S.Economy. American Economic Review, 91(1), 1–31.
Jorgenson, D. W., Ho, M. S., & Samuels, J. D. (2014). What will revive U.S. economic growth? Lessons from a prototype industry-level production account for the United States. Journal of Policy Modeling, 36(4), 674–691.
Jovanovic, B., & Rousseau, P. (2005). General purpose technologies, in: Aghion, P., Durlauf, S. (Eds.). Handbook of economic growth, volume 1, chapter 18, 1181–1224.
Kafouros, M., Buckley, P., Sharp, A., & Wang, C. (2008). The role of internationalization in explaining innovation performance. Technovation, 15(3), 233–251.
Keller, W. (1998). Are international R&D spillovers trade-related? Analyzing spillovers among randomly matched trade partners. European Economic Review, 42, 1469–1481.
Klevorick, A., & Levin., R., Nelson, R., & Winter, S. (1995). On the sources of significance of inter-industry differences in technological opportunities. Research Policy, 24, 185–205.
Konara, P., & Wei, Y. Q. (2019). The complementarity of human capital and language capital in foreign direct investment. International Business Review, 28(2), 391–404.
Koutroumpis, P., Leiponen, A., & Thomas, L. D. W. (2020). Small is big in ICT: The impact of R&D on productivity, Telecommunications Policy, 44(1), 101833.
Lee, Y. N., & Walsh, J. P. (2016). Inventing while you work: Knowledge, non-R&D learning and innovation. Research Policy, 45, 345–359.
Liu, Z. T., & Uzunidis, D. (2021). Globalization of R&D, Accumulation of knowledge and network innovation: The evolution of the firm’s boundaries. Journal of the Knowledge Economy, 12, 166–182.
Lopez-Rodriguez, J., & Martinez-Lopez, D. (2017). Looking beyond the R&D effects on innovation: The contribution of non-R&D activities to total factor productivity growth in the EU. Structural Change and Economic Dynamics, 40, 37–45.
Lucas, R. (2015). Human capital and growth. American Economic Review, 105(5), 85–88.
Moilanen, M., Østbye, S., & Woll, K. (2014). Non-R&D SMEs. Small Business Economics, 43, 447–462.
Moretti, E. (2004). Workers education, spillovers, and productivity: Evidence from plant-level production functions. American Economic Review, 94, 656–690.
Morgan, P. J., Regis, P. J., & Salike, N. (2019). LTV policy as a macroprudential tool and its effects on residential mortgage loans. Journal of Financial Intermediation, 37, 89–103.
Morrow, K. M., Röger, W., & Turrini, A. (2010). Determinants of TFP growth: A close look at industries driving the EU–US TFP gap. Structural Change and Economic Dynamics, 21(3), 165–180.
Neusser, K. (2008). Interdependencies of US manufacturing sectoral TFPs: A spatial VAR approach. Journal of Macroeconomics, 30, 991–1004.
Nordhaus, W. D. (2008). Baumol’s diseases: A macroeconomic perspective. The BE Journal of Macroeconomics, 8(1), 1–39.
Oliner, S. D., & Sichel, D. (2002). Information technology and productivity: Where are we now and where are we going? Federal Reserve Bank of Atlanta Review, 87(3), 15–44.
Olley, G. S., & Pakes, A. (1996). The dynamics of productivity in the telecommunications equipment industry. Econometrica, 64(6), 1263–1297.
Park, W. G. (1995). International R&D Spillovers and OECD Economic Growth. Economic Inquiry, 33(4), 571–591.
Pieri, F., Vecchi, M., & Venturini, F. (2018). Modelling the joint impact of R&D and ICT on productivity: A frontier analysis approach. Research Policy, 47(9), 1842–1852.
Proeger, T. (2020). Knowledge spillovers and absorptive capacity—Institutional evidence from the “German Mittelstand.” Journal of the Knowledge Economy, 11, 211–238.
Romer, P. M. (1990). Endogenous technological change. Journal of Political Economy, 98(5), 71–102.
Roth, F., & Thum, A. E. (2013). Intangible capital and labor productivity growth: Panel evidence for the EU from 1998–2005. Review of Income and Wealth, 59, 486–508.
Santamaría, L., Nieto, M. J., & Barge-Gil, A. (2009). Beyond formal R&D: Taking advantage of other sources of innovation in low- and medium-technology industries. Research Policy, 38(3), 507–517.
Timmer, M. P., & van Arky, B. (2005). Does information and communication technology drive EU-US productivity growth differentials? Oxford Economic Papers, 57, 693–716.
Trigo, A. (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, 20(1), 48–68.
Tsuji, M., Ueki, Y., Shigeno, H., Idota, H., & Bunno, T. (2018). R&D and non-R&D in the innovation process among firms in ASEAN countries: Based on firm-level survey data. European Journal of Management and Business Economics, 27(2), 198–214.
Ugur, M., Churchill, S. A., & Luong, H. M. (2020). What do we know about R&D spillovers and productivity? Meta-analysis evidence on heterogeneity and statistical power. Research Policy, Forthcoming.
Van Ark, B., O’Mahony, M., & Timmer, M. P. (2008). The productivity gap between Europe and the U.S.: Trends and causes. Journal of Economic Perspectives, 22(1), 25–44.
Vandenbussche, J., Aghion, P., & Meghir, C. (2006). Growth, distance to frontier and composition of human capital. Journal of Economic Growth, 11, 97–127.
Veugelers, R., & Cassiman, B. (1999). Make and buy in innovation strategies: Evidence from Belgian manufacturing firms. Research Policy, 28(1), 63–80.
Wang, J. Y., & Blomström, M. (1992). Foreign investment and technology transfer: A simple model. European Economic Review, 36(1), 137–155.
Wang, C., Deng, Z., Kafouros, M., & Chen, C. (2012). Reconceptualizing the spillover effects of foreign direct investment: A process-dependent approach. International Business Review, 21(3), 452–464.
Xie, X., Wang, H., & Jiao, H. (2019). Non-R&D innovation and firms’ new product performance: The joint moderation effect of R&D intensity and network embeddedness. R&D Management, 49(5), 748–761.
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Ma, X., Jia, F., Jiang, H. et al. The Impact of Non-R&D Intangible Capital on TFP Growth: Evidence from Multi-country Industry Level Data. J Knowl Econ 13, 2890–2910 (2022). https://doi.org/10.1007/s13132-021-00848-0
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DOI: https://doi.org/10.1007/s13132-021-00848-0