International Knowledge Spillovers and Economic Growth: New Evidence from High-Tech Imports and R&D Cooperation

Yıl 2023, , 281 - 305, 26.06.2023

Mustafa Gömleksiz

https://doi.org/10.26650/ISTJECON2022-1195566

Öz

The diffusion of knowledge is an essential triggering factor in the phase of economic growth through externalities mostly based on R&D and innovations embodied in technological products or services. As a form of transmission, knowledge spillovers arising from an external source can emerge through various channels. This study investigates the effect of knowledge spillovers via high-tech imports and international R&D cooperation on longrun economic growth, in a panel of selected emerging and developing economies for the 1995-2019 period. Based on the results of second-generation econometric methods that take into account cross-section dependence and parameter heterogeneity, it is concluded that knowledge spillovers via high-tech imports are a prominent determinant of economic growth. The results also confirm the growth-enhancing effect of domestic knowledge stock as a measure of knowledge absorption capacity. However, it is deduced that knowledge spillovers via R&D cooperation have a weak and somewhat insignificant positive impact on economic growth, when ignoring the complementary relationship between incoming knowledge and the absorptive capacity of countries. Accordingly, the results indicate the essential role of increasing absorptive capacity in gains from R&D spillovers. Lastly, human capital seems to be decisive in the growth process.

Anahtar Kelimeler

Knowledge spillovers, High-tech imports, R&D cooperation, Economic growth

Kaynakça

• Acharya, R.C. & Keller, W. (2007). Technology Transfer through Imports (NBER Working Paper No. 13086). https://doi.org/10.3386/w13086 google scholar
• Acharya, R.C. & Keller, W. (2008). Estimating the productivity selection and technology spillover effects of imports (NBER Working Paper No. 14079). https://doi.org/10.3386/w14079 google scholar
• Aghion, P. & Howitt, P.W. (1992). A Model of Growth Through Creative Destruction. Econometrica, 60(2), 323-351. https://doi.org/10.2307/2951599 google scholar
• Aschhoff, B. & Schmidt, T. (2008). Empirical Evidence on the Success of R&D Cooperation—Happy Together?. Review of Industrial Organization, 33, 41-62. https://doi.org/10.1007/s11151-008-9179-7 google scholar
• Barajas, A. & Huergo, E. (2010). International R&D cooperation within the EU Framework Programme: empirical evidence for Spanish firms. Economics of Innovation and New Technology, 19(1), 87111. https://doi.org/10.1080/10438590903016492 google scholar
• Barro, R. & Lee, J.W. (2001). International data on educational attainment: updates and implications. Oxford Economic Papers, 53(3), 541-563. google scholar
• Barro, R.J. & Lee, J.-W. (2012). A new data set of educational attainment in the world, 1950-2010. Journal of Development Economics, 104, 184-198. http://dx.doi.org/10.1016/j. jdeveco.2012.10.001 google scholar
• Basile, R., Capello, R. & Caragliu, A. (2011). Interregional Knowledge Spillovers and Economic Growth: The Role of Relational Proximity. In K. Kourtit, P. Nijkamp & R.R. Stough (Eds.), Drivers of Innovation, Entrepreneurship and Regional Dynamics (pp. 21-43). Springer. google scholar
• Beath, J., Poyago-Theotoky, J. & Ulph, D. (1998). Organizational design and information sharing in a research joint venture with spillovers. Bulletin of Economic Research, 50(1), 47-59. https://doi. org/10.1111/1467-8586.00050 google scholar
• Belderbos, R., Carree, M. & Lokshin, B. (2004). Cooperative R&D and firm performance. Research Policy, 33, 1477-1492. https://doi.org/10.1016/j.respol.2004.07.003 google scholar
• Belitz, H. & Mölders, F. (2016). International knowledge spillovers through high-tech imports and R&D of foreign-owned firms. The Journal of International Trade & Economic Development, 25(4), 590-613. https://doi.org/10.1080/09638199.2015.1106575 google scholar
• Branstetter, L. G. (1998). Looking for International Knowledge Spillovers a Review of the Literature with Suggestions for New Approaches. The Economics and Econometrics of Innovation, 49/50, 517-540. google scholar
• Breusch, T.S. & Pagan, A.R. (1980). The Lagrange Multiplier Test and Its Applications to Model Specification in Econometrics. Review of Economic Studies, 47, 239-253. google scholar
• Cassiman, B. & Veugelers, R. (1998). R&D cooperation and spillovers: Some empirical evidence (Universitat Pompeu Fabra Economics WP No. 328). https://dx.doi.org/10.2139/ssrn.139697 google scholar
• Cassiman, B., Perez-Castrillo, D. & Veugelers, R. (2002). Endogeneizing know-how flows through the nature of R&D investments. International Journal of Industrial Organization, 20, 775-799. https:// doi.org/10.1016/S0167-7187(01)00084-4 google scholar
• Cincera, M., Kempen, L., Van Pottelsberghe, B., Veugelers, R. & Sanchez, C.V. (2003). Productivity Growth, R&D and the role of international collaborative agreements: some evidence for Belgian Manufacturing companies. Brussels Economic Review, 46(3), 107-140. google scholar
• Coe, D.T. & Helpman, E. (1995). International R&D spillovers. European Economic Review, 39 (1995), 859-887. google scholar
• Cohen, W.M. & Levinthal, D.A. (1989). Innovation and learning: The two faces of R&D. The Economic Journal, 99(397), 569-596. google scholar
• Dai, M. & Chen, Y. (2016). R&D, Technology Imports and Innovation Capacity—Evidence from HighTech Industry of China. American Journal of Industrial and Business Management, 6, 24-32. https://doi.org/10.4236/ajibm.2016.61002 google scholar
• Döring, T. & Schnellenbach, J. (2006). What do we know about geographical knowledge spillovers and regional growth?: A survey of the literature. Regional Studies, 40(3), 375-395. https://doi. org/10.1080/00343400600632739 google scholar
• Eberhardt, M. & Bond, S. (2009). Cross-Section Dependence in Nonstationary Panel Models: A Novel Estimator (MPRA Paper No. 17692). https://mpra.ub.uni-muenchen.de/17692/. google scholar
• Eberhardt, M. & Teal, F. (2010). Productivity Analysis in Global Manufacturing Production (Oxford University Department of Economics Discussion Paper Series No. 515). https://ora.ox.ac.uk/objects/uuid:ea831625-9014-40ec-abc5-516ecfbd2118 google scholar
• Eurostat (2020). High-tech industry and knowledge-intensive services (htec). https://ec.europa.eu/ eurostat/cache/metadata/en/htec_esms.htm google scholar
• Fernández, J. & Gavilanes, J.C. (2017). Learning-by-importing in emerging innovation systems: evidence from Ecuador. The Journal of International Trade & Economic Development, 26(1), 4564. https://doi.org/10.1080/09638199.2016.1205121 google scholar
• Fischer, M.M. (2006). Innovation, Networks, and Knowledge Spillovers (1st ed.). Springer. google scholar
• Görg, H. & Greenaway, D. (2004). Much Ado about Nothing? Do Domestic Firms Really Benefit from Foreign Direct Investment?. World Bank Research Observer, 19(2), 171-197. google scholar
• Gorodnichenko, Y., Svejnar, J. & Terrell, K. (2007). When Does FDI Have Positive Spillovers? Evidence from 17 Emerging Market Economies (IZA Discussion Paper No. 3079). https://www.iza.org/ publications/dp/3079/when-does-fdi-have-positive-spillovers-evidence-from-17-emerging-market-economies google scholar
• Griliches, Z. & Lichtenberg, F. (1984). R&D and Productivity Growth at the Industry Level: Is There Still a Relationship?. In Z. Griliches (Ed.), R&D, Patents, and Productivity (pp. 465-502). University of Chicago Press. google scholar
• Griliches, Z. (1979). Issues in Assessing the Contribution of Research and Development to Productivity Growth. The Bell Journal of Economics, 10(1), 92-116. google scholar
• Griliches, Z. (1992). The search for R&D spillovers. The Scandinavian Journal of Economics, 94, 2947. google scholar
• Grossman, G. M. & Helpman, E. (1990). Trade, Knowledge Spillovers, and Growth (NBER Working Paper No. 3485). https://doi.org/10.3386/w3485. google scholar
• Grossman, G.M. & Helpman, E. (1991). Quality Ladders in the Theory of Growth. The Review of Economic Studies, 58(1), 43-61. https://doi.org/10.2307/2298044 google scholar
• Grossman, G.M. & Helpman, E. (1995). Technology and Trade. In G.M. Grossman & K. Rogoff (Eds.), Handbook of International Economics (Volume 3) (pp.1279-1337). Elsevier. google scholar
• Grünfeld, L.A. (2003). Meet me halfway but don’t rush: Absorptive capacity and strategic R&D investment revisited. International Journal of Industrial Organization, 21(8), 1091-1109. https:// doi.org/10.1016/S0167-7187(03)00076-6 google scholar
• Halpern, L., Koren, M. & Szeidl, A. (2005). Import and Productivity (IEHAS Discussion Papers, No. MT-DP - 2005/9). https://www.econstor.eu/bitstream/10419/108083/1/MTDP0509.pdf. google scholar
• Halpern, L., Koren, M. & Szeidl, A. (2015). Imported Inputs and Productivity. American Economic Review, 105(12), 3660-3703. https://doi.org/10.1257/aer.20150443 google scholar
• Hsiao, C. (2007). “Panel data analysis—advantages and challenges”, Test, 16(1), 1-22. google scholar
• IMF (2022). WEO Groups and Aggregates. https://www.imf.org/external/pubs/ft/weo/2022/02/ weodata/groups.htm google scholar
• Jaffe, A.B. (1986). Technological Opportunity and Spillovers of R&D: Evidence from Firms’ Patents, Profits, and Market Value. American Economic Review, 76(5), 984-1001. google scholar
• Kaiser, U. (2002). Measuring knowledge spillovers in manufacturing and services: an empirical assessment of alternative approaches. Research Policy, 31, 125-144. google scholar
• Karlsson, C., Flensburg, P. & Hörte, S. (2004). Introduction: Knowledge Spillovers and Knowledge Management. In C. Karlsson, P. Flensburg & S. Hörte (Eds.), Knowledge Spillovers and Knowledge Management (pp. 3-34). Edward Elgar. google scholar
• Kokko, A. (1994). Technology, Market Characteristics and Spillovers. Journal of Development Economics, 43(1), 279-293. https://doi.org/10.1016/0304-3878(94)90008-6 google scholar
• Lane, P. J., Salk, J.E. & Lyles, M.A. (2001). Absorptive Capacity, Learning, and Performance in International Joint Ventures. Strategic Management Journal, 22, 1139-1161. https://doi. org/10.1002/smj.206 google scholar
• Lichtenberg, F.R. & van Pottelsberghe de la Potterie, B. (1998). International R&D spillovers: A comment. European Economic Review, 42 (1998), 1483-1491. https://doi.org/10.1016/S0014-2921(97)00089-5 google scholar
• Liu, N., & Fan, F. (2020). Threshold effect of international technology spillovers on China’s regional economic growth. Technology Analysis & Strategic Management, 32(8), 923-935. https://doi.org /10.1080/09537325.2020.1729977 google scholar
• López, A. (2008). Determinants of R&D cooperation: Evidence from Spanish manufacturing firms. International Journal of Industrial Organization, 26, 113-136. https://doi.org/10.1016/j. ijindorg.2006.09.006 google scholar
• Lucas, R. E. (1988). On the mechanics of economic development. Journal of Monetary Economics, 22(1), 3-42. https://doi.org/10.1016/0304-3932(88)90168-7 google scholar
• Narula, R. (2004). Understanding absorptive capacities in an ‘innovation systems’ context: consequences for economic and employment growth. MERIT-Infonomics Research Memorandum Series No. 003, 1-53. https://doi.org/10.26481/umamer.2004003 google scholar
• Nyantakyi, E.B. & Munemo, J. (2017). Technology gap, imported capital goods and productivity of manufacturing plants in Sub-Saharan Africa. The Journal of International Trade & Economic Development, 26(2), 209-227. https://doi.org/10.1080/09638199.2016.1233450 google scholar
• OECD (1996). The Knowledge-Based Economy (No. 34988). https://www.oecd.org/officialdocuments/ publicdisplaydocumentpdf/?cote=OCDE/GD%2896%29102&docLanguage=En google scholar
• OECD (2003). The Sources of Economic Growth in OECD Countries. Organisation for Economic Cooperation and Development. https://doi.org/10.1787/9789264199460-en google scholar
• OECD (2022). International co-operation in patents. https://stats.oecd.org/viewhtml. aspx?datasetcode=PATS_COOP&lang=en# google scholar
• Pesaran, M.H. & Yamagata, T. (2008). Testing Slope Homogeneity in Large Panels. Journal of Econometrics, 142(1), 50-93. https://doi.org/10.1016/j.jeconom.2007.05.010 google scholar
• Pesaran, M.H. (2004). General Diagnostic Tests for Cross Section Dependence in Panels (Cambridge Working Papers in Economics No.435). https://doi.org/10.17863/CAM.5113 google scholar
• Pesaran, M.H. (2006). Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure. Econometrica, 74(4), 967-1012. https://doi.org/10.1111/_j.1468 -0262.2006.00692.x google scholar
• Pesaran, M.H. (2007). A Simple Panel Unit Root Test in the Presence of Cross-Section Dependence. Journal of Applied Econometrics, 22, 265-312. https://doi.org/10.1002/jae.951 google scholar
• Pesaran, M.H., Ullah, A. & Yamagata, T. (2008). A Bias-Adjusted LM Test of Error Cross-Section Independence. Econometrics Journal, 1 1, 105-127. https://doi.org/10.1111/j.1368-423X.2007.00227.x google scholar
• Romer, P. M. (1986). Increasing Returns and Long-Run Growth. Journal of Political Economy, 94(5), 1002-1037. https://doi.org/10.1086/261420 google scholar
• Scherer, F.M. (1984). Using Linked Patent and R&D Data to Measure Interindustry Technology Flows. In Z. Griliches (Ed.), R&D, Patents and Productivity (pp. 417-464). University of Chicago Press. google scholar
• Teixeiraa, A.A.C. & Fortuna, N. (2010). Human capital, R&D, trade, and long-run productivity. Testing the technological absorption hypothesis for the Portuguese economy, 1960-2001. Research Policy, 39, 335-350. https://doi.org/10.1016/j.respol.2010.01.009 google scholar
• UNDP (2022). Human Development Reports, Data Center. https://hdr.undp.org/data-center/ documentation-and-downloads google scholar
• Van Stel, A. (2006). Empirical Analysis of Entrepreneurship and Economic Growth (1st ed). Springer. google scholar
• Veeramani, C. (2014). World’s Knowledge Spillovers: Beyond Openness and Growth. Journal of Economic Integration, 29(2), 298-328. https://doi.org/10.11130/jei.2014.29.2.298 google scholar
• Westerlund, J. (2008). Panel Cointegration Tests of the Fisher Effect. Journal of Applied Econometrics, 23(2), 193-223. https://doi.org/10.1002/jae.967 google scholar
• Westerlund, J., Hosseinkouchack, M. & Solberger, M. (2016). The Local Power of the CADF and CIPS Panel Unit Root Tests. Econometric Reviews, 35(5), 845-870. https://doi.org/10.1080/07474938. 2014.977077 google scholar
• WIPO (2022). WIPO IP Statistics Data Center. https://www3.wipo.int/ipstats/ google scholar
• World Bank (2022a). World Development Indicators. https://databank.worldbank.org/source/world-development-indicators google scholar
• World Bank (2022b). World Integrated Trade Solution. https://wits.worldbank.org/ google scholar
• Youssef, A.B. & Wei, Z. (2012). The productivity impact of international technology transfer in China: Empirical investigation on Chinese regions. Economics Bulletin, 32(2),1590-1603. google scholar