Abstract
While the literature is quite clear on the association between trade and innovation, there has been little explicit study of the direction of causality. This study uses all patents granted in the USA between 1987 and 1999, assigns them to probable industries of origin and sectors of use, then tests causality with trade flows in those same economic sectors. We run robustness checks on various measures of trade (imports versus exports, volume versus value of trade), and on various measures of innovation (patent counts, patent claims, citation-weighted patents, and patent counts weighted for originality or generality). Results at the aggregate level support the literature’s assumption that imports cause innovation which then leads to exports, but at the industry level, causality is more complicated, running in both directions from imports (or exports) to and from innovation.
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References
Acs ZJ, Audretsch DB, Feldman MP (1994) R & D spillovers and recipient firm size. Rev Econ Stat 76(2):336–340
Adriana D (2014) Revisiting the relationship between unemployment rates and shadow economy: a Toda-Yamamoto approach for the case of Romania. Proc Econ Finance 10:227–236
Almeida P, Kogut B (1997) The exploration of technological diversity and geographic localization in innovation: start-up firms in the semiconductor industry. Small Bus Econ 9(1):21–31
Auboin M, Koopman R, Xu A (2021) Trade and innovation policies: coexistence and spillovers. J Pol Model Apr. https://doi.org/10.1016/j.jpolmod.2021.02.010
Baier SL, Dwyer GP, Tamura R (2006) How important are capital and total factor productivity for economic growth? Econ Inq 44(1):23–49. https://doi.org/10.1093/ei/cbj003
Bela B (1989) Outward orientation”, Handbook of Development Economics, Chenery H, Srinivasan TN (ed.), edition 1, volume 2, chapter 31, pages 1645–1689, Elsevier
Barro RJ, Mankiw NG, Sala-i-Martin X (1995) Capital mobility in neoclassical models of growth, NBER Working Paper 4206
Beckerman W (1962) Projecting Europe’s growth. Econ J 72(288):912–925
Bernard AB, Bradford Jensen J (1999) Exceptional exporter performance: cause, effect, or both? J Int Econ 47(1):1–25
Cassiman B, Martinez-Ros E (2007) Product innovation and exports. Evidence from Spanish Manufacturing, IESE Business School working paper. http://www.eco.uc3m.es/temp/agenda/Cassiman.pdf
Castellani D, Pieri F (2010) Foreign investments and productivity. Quaderni del Dipartimento di Economia, Finanza e Statistica 83.
Chand S, Sen K (2002) Trade liberalization and productivity growth: evidence from Indian manufacturing. Rev Dev Econ 6(1):120–132
Chang Y, Cui X (2013) The interactive relationship of transnational technology transfer & diffusion and national innovation capability - The Johansen co-integration and Granger-causality relationship test based on China’s open innovation system construction. Int J Bus Manag, 8(21): 76
Clerides SK, Lach S, Tybout JR (1998) Is learning by exporting important? micro-dynamic evidence from Colombia, Mexico, and Morocco. Quart J Econ 113(3):903–947
Criscuolo P, Narula R, Verspagen B (2005) Role of home and host country innovation systems in R&D internationalisation: a patent citation analysis. Econ Innov New Technol 14(5):417–433
Derakhshan F, Sakunasingha B (2008).Importing technology: a theoretical paradigm. Bus Ren Quart 3(4).
Dritsaki C (2017) Toda-Yamamoto causality test between inflation and nominal interest rates: evidence from three countries of Europe. Int J Econ Fin Issues 7(6):120–129
Edwards S (1997) Trade policy, growth, and income distribution. Am Econ Rev 87(2):205–210
Engle RF, Granger CWJ (1987) Cointegration and error correction: representation, estimation and testing. Econometrica 55:391–407
Funke M, Niebuhr A (2005) Regional geographic research and development spillovers and economic growth: evidence from West Germany. Reg Stud 39(1):143–153
Giles JA, Williams CL (2000) Export-led growth: a survey of the empirical literature and some non-causality results. J Int Trade Econ Dev 9(4):445–470
Grossman GM, Helpman E (1991) Trade, knowledge spillovers, and growth. Eur Econ Rev 35(2):517–526
Hall BH, Jaffe AB, Trajtenberg M (2001) The NBER patent citation data file: lessons, insights and methodological tools. NBER Working Paper 8498
Jaffe AB (1989) Real effects of academic research. Am Econ Rev 79(5):957–970
Jaffe AB, Lerner J (2001) Reinventing public R&D: patent policy and the commercialization of national laboratory technologies. Rand J Econ 32(1):167–198
Jaffe AB, Trajtenberg M, Fogarty MS (2000) Knowledge spillovers and patent citations: evidence from a survey of inventors. Am Econ Rev 90(2):215–218
Jaffe AB, Trajtenberg M, Henderson R (1992) Geographic localization of knowledge spillovers as evidenced by patent citations. Quart J Econ 108(3):577–598
Jaffe AB, Trajtenberg M (1996) Flows of knowledge from universities and federal laboratories: modeling the flow of patent citations over time and across institutional and geographic boundaries. Proc Nat Acad Sci U S A 93(23):12671–12677
Johansen S (1991) Estimation and hypothesis testing of cointegration vectors in Gaussian vector autoregressive models. Econometrica 59:1551–1580
Johansen S, Juselius K (1990) Maximum likelihood estimation and inference on cointegration with application to the demand for money. Ox Bull Econ Stat 52:169–210
Johnson DKN (2002) The OECD Technology Concordance (OTC): patents by industry of manufacture and sector of use. OECD STI Working Paper 2002–5. https://doi.org/10.1787/521138670407
Johnson DKN, Lybecker KM (2012) Does distance matter less now? The changing role of geography in biotechnology innovation. Rev Ind Org 40(1):21–35
Kaldor N (1970) The case for regional policies. Scott J Polit Econ 17(3):337–348
Kortum S, Putnam J (1997) Assigning patents to industries: tests of the Yale technology concordance. Econ Sys Res 9(2):161–176
Kraay A (2006) Exports and economic performance: evidence from a panel of Chinese enterprises. Global Integration and Technology Transfer, Bernard Hoekman and Beata Smarzynska Javorcik, editors. World Bank. Pages 139–160
Liu X, Wang C (2003) Does foreign direct investment facilitate technological progress? Evidence from Chinese industries. Res Pol 32(6):945–953
MacGarvie M (2005) The determinants of international knowledge diffusion as measured by patent citations. Econ Lett 87(1):121–126
MacGarvie M (2006) Do firms learn from international trade? Rev Econ Stat 88(1):46–60
Madsen JB (2007) Technology spillover through trade and TFP convergence: 135 years of evidence for the OECD countries. J Int Econ 72(2):464–480
Mankiw NG, Romer D, Weil DN (1992) A contribution to the empirics of economic growth. Quart J Econ 107(2):407–437
Mazzucato M, Kattel R, Ryan-Collins J (2020) Challenge-driven innovation policy: towards a new policy toolkit. J Ind Comp Trade 20(2):421–437
Melitz MJ (2003) The impact of trade on intra-industry reallocations and aggregate industry productivity. Econometrica 71(6):1695–1725
Rambaldi AN, Doran HE (1996) Testing for Granger non-causality in cointegrated systems made easy. Working Papers in Econometrics and Applied Statistics. Department of Econometrics, the University of New England, No. 88
Toda HY, Phillips PCB (1993) Vector autoregressions and causality. Econometrica 61(6):1367–1393
Toda HY, Yamamoto T (1995) Statistical inferences in vector autoregressions with possibly integrated processes. J Econ 66:225–250
Trajtenberg M (1990) A penny for your quotes: patent citations and the value of innovations. Rand J Econ 21(1):172–187
U.S. Department of Commerce. Bureau of Economic Analysis. (2014). Command-basis real gross domestic product and gross national product, chained dollars; National income and product accounts tables; Real GDP. http://www.bea.gov/iTable
Van Beveren I, Vandenbussche H (2010) Product and process innovation and firms’ decision to export. J Econ Pol Ref 13(1):3–24
Vogel A, Wagner J (2010) Higher productivity in importing German manufacturing firms: self-selection, learning from importing, or both? Rev World Econ 145(4):641–665
Acknowledgements
We thank anonymous reviewers for improving our work.
Thanks are due to Christine B. Kim, who started our interest on this topic more than a decade ago, to Amy Brown who helped to build the original dataset upon which we built, and to anonymous referees who made this work better than it was. The authors take responsibility for all remaining errors.
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Johnson, D.K.N., Van Wagoner, P. The Chicken or the Egg: Causality Between Trade and Innovation. J Ind Compet Trade 21, 527–541 (2021). https://doi.org/10.1007/s10842-021-00366-4
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DOI: https://doi.org/10.1007/s10842-021-00366-4