Recalibrating the Gravity Model in International Trade: Innovation and Institutional Effects in the Serbia–Israel–Germany Trilateral Corridor
DOI:
https://doi.org/10.57125/FEL.2026.03.25.05Keywords:
bilateral elasticity, economic mass, GDP, gravity, innovation complementarity, institutional proximity, sectoral convergence, trade intensity.Abstract
International trade theory is revisited through a trilateral gravity trade model of Serbia, Germany, and Israel. Using GDP, geographic distance, innovation metrics (2015–2024), trade flows (2024), and longitudinal FDI data (2005–2025), we test the classical gravity equation, extending it to incorporate innovation complementarity and institutional proximity. Standard gravity parameters (β₁ = 1, β₂ = 1, β₃ = −2) required empirical recalibration. Our analysis yields β₁ = 0.96, β₂ = 1.58, and β₃ = −0.40 based on trade flows, and β₁ = 0.89, β₂ = 1.12, and β₃ = −1.85 for innovation-weighted extensions that reflect knowledge-based complexities. The core gravitational structure remains triadically robust. The Germany–Israel corridor exemplified substantial economic and innovation mass, offsetting geographic constraints, with $8.67 billion in trade despite a 2,900 km separation. Innovation-weighted extensions revealed asymmetric trade potentials. Germany–Israel exhibited the highest bilateral coefficient (0.00687–0.00722), driven by technological and institutional convergence. Outbound Chinese FDI control variable bolstered simulation predictive validity in Germany, partially supported it in Israel, and challenged it in Serbia, highlighting the role of innovation distance and WTO alignment. This study’s research represents the first comprehensive longitudinal analysis of the gravity model in international trade involving the triad of Serbia, Germany, and Israel, and it tests it against Chinese FDI. The verified proof-of-concept underscores the enduring relevance of the gravity model. Suggested are expanded dyadic sampling with sectoral granularity, geopolitical differentiation, testable future research hypotheses for the V4 region, and innovation-sensitive metrics in future econometric validation.
References
American Enterprise Institute. (2025). China global investment tracker. American Enterprise Institute. https://www.aei.org/china-global-investment-tracker/
Anderson, J. E. (1979). A theoretical foundation for the gravity equation. The American Economic Review, 69(1), 106–116. http://www.jstor.org/stable/1802501
Anderson, J. E. (2010). The gravity model (Working Paper No. 16576). National Bureau of Economic Research. http://www.nber.org/papers/w16576
Anderson, J. E., & Van Wincoop, E. (2003). Gravity with Gravitas: A Solution to the Border Puzzle. American Economic Review, 93(1), 170–192. https://doi.org/10.1257/000282803321455214
Arkolakis, C., Costinot, A., & Rodríguez-clare, A. (2012). New trade models, same old gains? The American Economic Review, 102(1), 94–130. http://www.jstor.org/stable/41408770
Bahar, D., Hausmann, R., & Hidalgo, C. A. (2014). Neighbors and the evolution of the comparative advantage of nations: Evidence of international knowledge diffusion? Journal of International Economics, 92(1), 111–123. https://doi.org/10.1016/j.jinteco.2013.11.001
Baier, S. L., & Bergstrand, J. H. (2007). Do free trade agreements actually increase members’ international trade? Journal of International Economics, 71(1), 72–95. https://doi.org/10.1016/j.jinteco.2006.02.005
Baldwin, R. (2006). The euro’s trade effects (Working Paper No. 594). European Central Bank. https://www.ecb.europa.eu/pub/pdf/scpwps/ecbwp594.pdf
Baldwin, R., & Jaimovich, D. (2012). Are Free Trade Agreements contagious? Journal of International Economics, 88(1), 1–16. https://doi.org/10.1016/j.jinteco.2012.03.009
Baldwin, R., & Taglioni, D. (2006). Gravity for dummies and dummies for gravity equations (Working Paper No. 12516). National Bureau of Economic Research. https://www.nber.org/system/files/working_papers/w12516/w12516.pdf
Bohm, D. (1957). Causality and Chance in Modern Physics. Routledge & Kegan Paul Ltd. https://ia800501.us.archive.org/20/items/FritjofCapraTheTurningPoint/David%20Bohm%20-%20Causality%20and%20Chance%20in%20Modern%20Physics.pdf
Bohm, D. (1980). Wholeness and Implicate Order. London: Routledge & Kegan Paul.
Campos, N. F., Coricelli, F., & Moretti, L. (2014). Economic growth and political integration: Estimating the benefits from membership in the European Union using the synthetic counterfactuals method (IZA Discussion Paper No. 8162). IZA. https://docs.iza.org/dp8162.pdf
Chaney, T. (2008). Distorted gravity: The intensive and extensive margins of international trade. American Economic Review, 98(4), 1707–1721. https://doi.org/10.1257/aer.98.4.1707
Chen, D., & Li, X. (2025). The impact of institutional proximity on digital technology innovation linkages: Empirical evidence on the Guangdong-Hong Kong-Macao greater bay area of China. Technology Analysis & Strategic Management, 37(12), 2605–2618. https://doi.org/10.1080/09537325.2024.2369565
Clarke, G. R. G., & Wallsten, S. J. (2006). Has the Has the internet increased trade? Developed and developing country evidence. Economic Inquiry, 44(3), 465–484. https://doi.org/10.1093/ei/cbj026
Comin, D., & Mestieri, M. (2018). If technology has arrived everywhere, why has income diverged? American Economic Journal: Macroeconomics, 10(3), 137–178. https://doi.org/10.1257/mac.20150175
Disdier, A.-C., & Head, K. (2008). The puzzling persistence of the distance effect on bilateral trade. The Review of Economics and Statistics, 90(1), 37–48. http://www.jstor.org/stable/40043123
European Commission. (2024). European innovation scoreboard 2024. Publications Office of the European Union. https://research-and-innovation.ec.europa.eu/knowledge-publications-tools-and-data/publications/all-publications/european-innovation-scoreboard-2024_en?prefLang=it
Fally, T. (2015). Structural gravity and fixed effects. Journal of International Economics, 97(1), 76–85. https://doi.org/10.1016/j.jinteco.2015.05.005
Francois, J., & Manchin, M. (2013). Institutions, infrastructure, and trade. World Development, 46, 165–175. https://doi.org/10.1016/j.worlddev.2013.02.009
Freund, C. L., & Weinhold, D. (2004). The effect of the Internet on international trade. Journal of International Economics, 62(1), 171–189. https://doi.org/10.1016/S0022-1996(03)00059-X
Hausmann, R., Hidalgo, C. A., Bustos, S., Coscia, M., Simoes, A., & Yildirim, M. A. (2014). The atlas of economic complexity: mapping paths to prosperity The MIT Press. https://doi.org/10.7551/mitpress/9647.001.0001
Head, K., & Mayer, T. (2014). Gravity equations: workhorse, toolkit, and cookbook. In Handbook of International Economics (Vol. 4, pp. 131–195). Elsevier. https://doi.org/10.1016/B978-0-444-54314-1.00003-3
Helpman, E., Melitz, M., & Rubinstein, Y. (2008). Estimating trade flows: Trading partners and trading volumes. The Quarterly Journal of Economics, 123(2), 441–487. http://www.jstor.org/stable/25098907
Hidalgo, C. A., & Hausmann, R. (2009). The building blocks of economic complexity. Proceedings of the National Academy of Sciences, 106(26), 10570–10575. https://doi.org/10.1073/pnas.0900943106
Hsieh, T.-H., Zhu, Y.-B., & Huang, K.-L. (2022). Using the gravitational mixed models to analyze the impact of China’s foreign direct investment along with The Belt and Road countries on trade flows. Frontiers in Psychology, 13, Article 960722. https://doi.org/10.3389/fpsyg.2022.960722
Isard, W. (1954). Location theory and trade theory: Short-run analysis. The Quarterly Journal of Economics, 68(2), 305. https://doi.org/10.2307/1884452
Ji, X., Chen, J., & Zhang, H. (2024). Agricultural specialisation activates the industry chain: Implications for rural entrepreneurship in China. Agribusiness, 40(4), 950–974. https://doi.org/10.1002/agr.21868
Larch, M., Wanner, J., Yotov, Y. V., & Zylkin, T. (2019). urrency unions and trade: A PPML re-assessment with high-dimensional fixed effects. Oxford Bulletin of Economics and Statistics, 81(3), 487–510. https://doi.org/10.1111/obes.12283
Limão, N. (2016). Preferential trade agreements. In K. Bagwell & R. W. Staiger (Eds.), Handbook of Commercial Policy (Vol. 1, pp. 279–367). Elsevier. https://terpconnect.umd.edu/~limao/handbook_pta/handbook_chapter_ptas.pdf
Lypko, N. (2022). The gravity model of trade: the case of Central and Eastern Europe. LeXonomica, 14(2), 187–212. https://doi.org/10.18690/lexonomica.14.2.187-212.2022
Mazurek, J. (2016). On the gravity equation of trade: A case of Germany. E+M Ekonomie a Management, 19(3), 20–30. https://doi.org/10.15240/tul/001/2016-3-002
Melitz, M. J. (2003). The impact of trade on intra-industry reallocations and aggregate industry productivity. Econometrica, 71(6), 1695–1725. http://www.jstor.org/stable/1555536
Newton, I. (1846). The mathematical principles of natural philosophy (A. Motte, Trans.; N. W. Chittenden, Ed.). Daniel Adee. (Original work published 1687)
Osnago, A., Piermartini, R., & Rocha, N. (2015). Trade policy uncertainty as barrier to trade (Staff Working Paper ERSD-2015-05). World Trade Organization. https://www.wto.org/english/res_e/reser_e/ersd201505_e.pdf
Paulus, M., Michalíková, E., & Benáček, V. (2014). German international trade: Interpreting export flows according to the gravity model (IES Working Paper No. 19/2014). Charles University. https://www.econstor.eu/bitstream/10419/102580/1/786886633.pdf
Peri, G. (2005). Determinants of knowledge flows and their effect on innovation. The Review of Economics and Statistics, 87(2), 308–322. http://www.jstor.org/stable/40042905
Rauch, J. E., & Watson, J. (2003). Starting small in an unfamiliar environment. International Journal of Industrial Organization, 21(7), 1021–1042. https://doi.org/10.1016/S0167-7187(03)00018-3
Ravenstein, E. G. (1885). The laws of migration. Journal of the Statistical Society of London, 48(2), 167. https://doi.org/10.2307/2979181
Rodríguez-López, J. A. (2011). Prices and exchange rates: A theory of disconnect. The Review of Economic Studies, 78(3), 1135–1177. http://www.jstor.org/stable/23015842
Rose, A. K., & Stanley, T. D. (2005). A Meta-Analysis of the Effect of Common Currencies on International Trade*: Effect of Currency Union on Trade. Journal of Economic Surveys, 19(3), 347–365. https://doi.org/10.1111/j.0950-0804.2005.00251.x
Santacreu, A. M. (2015). Innovation, diffusion, and trade: Theory and measurement. Journal of Monetary Economics, 75, 1–20. https://doi.org/10.1016/j.jmoneco.2015.06.008
Sertić, M. B., Vučković, V., & Andabaka, A. (2024). Examining the effects of trade liberalisation using a gravity model approach. Economics, 18(1), 20220061. https://doi.org/10.1515/econ-2022-0061
Silva, J. M. C. S., & Tenreyro, S. (2006). The log of gravity. The Review of Economics and Statistics, 88(4), 641–658. https://doi.org/10.1162/rest.88.4.641
Silva, J. M. C. S., & Tenreyro, S. (2010). Currency unions in prospect and retrospect. Annual Review of Economics, 2(1), 51–74. https://doi.org/10.1146/annurev.economics.102308.124508
Statistical Office of the Republic of Serbia. (2025). Statistical yearbook of the Republic of Serbia 2025. https://www.stat.gov.rs/sr-latn/publikacije/publication/?p=17536&tip=2
Stewart, J. Q. (1948). Demographic gravitation: Evidence and applications. Sociometry, 11(1/2), 31. https://doi.org/10.2307/2785468
Tinbergen, J. (1962). Shaping the world economy: Suggestions for an international economic policy. Twentieth Century Fund.
UN Comtrade. (2025). UN Comtrade Database. https://comtradeplus.un.org (comtradeplus.un.org in Bing)
UNCTAD. (2026). 10 trends shaping global trade in 2026. https://unctad.org/news/10-trends-shaping-global-trade-2026
Vemić, M. (2025). Implicate economies: Bohmian quantum theory and the architecture of a different kind of sustainability. https://doi.org/10.13140/RG.2.2.31351.07844
Vemić, M., Cvijić, L., Stanković, L., & Dimić, M. (2025). Bilateral economic dynamics: Exploring the emerging trade relationship between Serbia and Israel (2021–2024). Futurity Economics & Law, 5, 4–24. https://futurity-econlaw.com/index.php/FEL/article/view/319
Vemić, M., Stanković, Lj. Đ., & Cvijić, L. (2025). Bilateral economic dynamics: Exploring the emerging trade relationship between Serbia and Germany. In Ž. Radosavljević (Ed.), Zbornik radova (pp. 516–539). Fakultet za poslovne studije i pravo; Fakultet za informacione tehnologije i inženjerstvo.
Visegrad Group. (2025). Visegrad—arrival, survival, revival. https://www.visegradgroup.eu/home/documents/bibliography/visegradarrival-survival-120628
Waldorf, B., & Kim, A. (2018). The index of relative rurality (IRR): US county data for 2000 and 2010 (Version 1.0, p. 1 file, 225 KB) [Application/vnd.openxmlformats-officedocument.spreadsheetml.sheet]. Purdue University Research Repository. https://doi.org/10.4231/R7959FS8
World Intellectual Property Organisation. (2024). Global Innovation Index 2024: Unlocking the Promise of Social Entrepreneurship. (p. 8.5 MB, 326 pages :) [Pdf]. World Intellectual Property Organisation. https://doi.org/10.34667/TIND.50062
Wu, M., & Zhang, Y. (2021). Location choice of China’s OFDI in “Belt and Road” countries – empirical evidence from big data. E3S Web of Conferences, 253, Article 02059. https://doi.org/10.1051/e3sconf/202125302059
Yotov, Y. V. (2012). A simple solution to the distance puzzle in international trade. Economics Letters, 117(3), 794–798. https://doi.org/10.1016/j.econlet.2012.08.032
Yotov, Y. V., Piermartini, R., Monteiro, J. A., & Larch, M. (2016). An advanced guide to trade policy analysis: The structural gravity model. World Trade Organisation. https://www.wto.org/english/res_e/booksp_e/advancedwtounctad2016_e.pdf
Zhang, H. (2022). Does combining different types of innovation always improve SME performance? An analysis of innovation complementarity. Journal of Innovation & Knowledge, 7(3), Article 100192. https://doi.org/10.1016/j.jik.2022.100192
Zhang, J., Si, Y., & Yu, J. (2025). Geography of transnational knowledge flows from China: Distance, Pipelines and Hierarchy? PLOS One, 20(6), Article e0326503. https://doi.org/10.1371/journal.pone.0326503
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 author

This work is licensed under a Creative Commons Attribution 4.0 International License.
