Export performance cluster analysis of Poland’s regions in the first 20 years of EU membership
Journal cover Quaestiones Geographicae, volume 44, no. 4, year 2025, title Quaestiones Geographicae
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Keywords

region’s exports
FDI
cluster analysis
EU

How to Cite

Umiński, S. (2025). Export performance cluster analysis of Poland’s regions in the first 20 years of EU membership. Quaestiones Geographicae, 44(4), 31–41. https://doi.org/10.14746/quageo-2025-0040

Abstract

This paper analyses the evolution of Poland’s foreign trade (FT) at the regional (NUTS-2) level during the country’s first 20 years of European Union (EU) membership. The goal is to uncover region-specific export dynamics and structural adjustments that are often masked by national-level aggregates. We focus on export quality and structure, intra-industry trade (IIT) intensity, and the role of foreign-owned entities (FOEs). A novel contribution lies in our application of cluster analysis to dynamic export changes over time, rather than to static cross-sectional levels typically used in the literature. Using Ward’s agglomerative method, we identify six distinct regional clusters that capture heterogeneous trajectories of export transformation. While EU membership fostered expansion into the EU single market, it also served as a catalyst for diversification into non-EU markets, revealing Poland’s increasing global trade competitiveness. This approach reveals a strong degree of regional idiosyncrasy despite increasing national openness and EU integration. Our findings provide new insights for policymakers seeking to design regionally differentiated export support strategies.

https://doi.org/10.14746/quageo-2025-0040
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References

Altomonte C., Aquilante T., Békés G., Ottaviano G.I., 2013. Internationalization and innovation of firms: Evidence and policy. Economic Policy 28(76): 663-700. DOI: https://doi.org/10.1111/1468-0327.12020

Ambroziak A.A., Kawecka-Wyrzykowska E., Mongiało D., Próchniak M., Schwabe M., 2024. 20 lat Polski w Unii Europejskiej (Twenty years of Poland in the European Union). 1-228. https://samorzad.pap.pl/sites/default/files/2024-04/raport-PAP_20-lat-w-UE.pdf

Bajgar M., Javorcik B., 2020. Climbing the rungs of the quality ladder: FDI and domestic exporters in Romania. The Economic Journal 130(628): 937-955. DOI: https://doi.org/10.1093/ej/ueaa003

Baldwin R.E., Okubo T., 2006. Heterogeneous firms, agglomeration and economic geography: Spatial selection and sorting. Journal of Economic Geography 6(3): 323-346. DOI: https://doi.org/10.1093/jeg/lbi020

Batabyal A.A., Nijkamp P. (eds), 2015. The region and trade: New analytical directions. World Scientific Publishing, Singapore. DOI: https://doi.org/10.1142/9789814520164_0001

Brodzicki T., 2024. Global knowledge-intensive business services trade flows. The revealed competitive position of Europe and Central and Eastern Europe. Quaestiones Geographicae 43(4): 151-167. DOI: https://doi.org/10.14746/quageo-2024-0040

Brodzicki T., Jurkiewicz T., Márquez-Ramos L., Umiński S., 2019. Patterns and determinants of the horizontal and vertical intra-industry trade of regions: Panel analysis for Spain & Poland. Applied Economics 52(14): 1533-1552. DOI: https://doi.org/10.1080/00036846.2019.1676871

Brodzicki T., Umiński S., 2017. A gravity panel data analysis of foreign trade by regions: The role of metropolises and history. Regional Studies 52(2): 261-273. DOI: https://doi.org/10.1080/00343404.2017.1296123

Capello R., 2016. Regional economics, 2nd ed. Routledge, London and New York. DOI: https://doi.org/10.4324/9781315720074

Cieślik A., 2019. MNE activity in Poland: Horizontal, vertical or both? Emerging Markets Finance and Trade 57(2): 335-347. DOI: https://doi.org/10.1080/1540496X.2018.1549029

Cieślik A., Michałek J.J., Szczygielski K., 2016. Innovations and export performance: Firm-level evidence from Poland. Entrepreneurial Business and Economics Review 4(4): 11-28. DOI: https://doi.org/10.15678/EBER.2016.040402

Cieślik A., Turgut M.B., 2021. Estimating the growth effects of 2004 eastern enlargement of the European Union. Journal of Risk and Financial Management 14(3): 128. DOI: https://doi.org/10.3390/jrfm14030128

Coşar K.A., Fajgelbaum P.D., 2016. Internal geography, international trade, and regional specialization. American Economic Journal: Microeconomics 8(1): 24-56. DOI: https://doi.org/10.1257/mic.20140145

Courant P.N., Deardorff A.V., 1992. International trade with lumpy countries. Journal of Political Economy 100(1): 198-210. DOI: https://doi.org/10.1086/261813

Duda R.O., Hart P.E., 1973. Pattern classification and scene analysis. New York: Wiley.

European Commission, 2005. European innovation scoreboard 2004. Comparative analysis of innovation performance. Commission staff working paper, Office for Official Publications of the European Communities, Luxembourg.

European Commission, 2006. European innovation progress report 2006. Trendchart. Office for Official Publications of the European Communities, Luxembourg.

European Commission, 2024. European innovation scoreboard 2024.

Forsgren M., 2024. Theories of the multinational firm. A multidimensional creature in the global economy. 4th ed, Edward Elgar Publishing Limited, Cheltenham, UK.

Fujita M., Krugman P., 2003. The new economic geography: Past, present and the future. Papers in Regional Science 83(1): 139-164. DOI: https://doi.org/10.1007/s10110-003-0180-0

Gajewski P., Tchorek G., 2017. What drives export performance of firms in Eastern and Western Poland? European Planning Studies 25(12): 2250-2271. DOI: https://doi.org/10.1080/09654313.2017.1355890

Hagemejer J., Matuszczak Ł, 2024. Single market enlargement and technical barriers to trade: Revisiting the evidence. Central European Economic Journal 11(58): 79-96. DOI: https://doi.org/10.2478/ceej-2024-0008

Javorcik B.S., Lo Turco A., Maggioni D., 2018. New and improved: Does FDI boost production complexity in host countries? The Economic Journal 128(614): 2507-2537. DOI: https://doi.org/10.1111/ecoj.12530

Komornicki T., Ciołek D., 2017. Territorial capital in Poland. In: Bradley J., Zaucha J. (eds), Territorial cohesion: A missing link between economic growth and welfare lessons from the Baltic tiger. Uniwersytet Gdański Katedra Makroekonomii, Gdańsk: 93-146.

Mayer T., Ottaviano G.I.P., 2008. The happy few: The internationalisation of European firms. Intereconomics 43(3): 135-148. DOI: https://doi.org/10.1007/s10272-008-0247-x

Melitz M.J., Redding S.J., 2014. Heterogeneous firms and trade. In: Gopinath G., Helpman E., Rogoff K. (eds), Handbook of international economics. Vol. 4. Elsevier/North-Holland, Amsterdam: 1-54. DOI: https://doi.org/10.1016/B978-0-444-54314-1.00001-X

Milligan G.W., Cooper M.C., 1985. An examination of procedures for determining the number of clusters in a data set. Psychometrika 50(2): 159-179. DOI: https://doi.org/10.1007/BF02294245

Nazarczuk J.M., Umiński S., 2018a. The geography of openness to foreign trade in Poland: The role of special economic zones and foreign-owned entities. Bulletin of Geography. Socio-Economic Series 39(39): 97-111. DOI: https://doi.org/10.2478/bog-2018-0007

Nazarczuk J.M., Umiński S., 2018b. The impact of special economic zones on export behaviour: Evidence from Polish firm-level data. E+M Ekonomie a Management 21(3): 4-22. DOI: https://doi.org/10.15240/tul/001/2018-3-001

Nazarczuk J.M., Umiński S., 2019. Foreign trade in special economic zones in Poland. Wydawnictwo Uniwersytetu Warmińsko-Mazurskiego w Olsztynie, Olsztyn. https://hdl.handle.net/10419/204302

Nazarczuk J.M., Umiński S., Brodzicki T., 2020a. Determinants of the spatial distribution of exporters in regions: The role of ownership. The Annals of Regional Science 64(3): 547-574. DOI: https://doi.org/10.1007/s00168-019-00947-6

Nazarczuk J.M., Umiński S., Jurkiewicz T., 2020b. Foreign ownership as a neglected factor in regions’ smart specialisation exports. Journal of Business Economics and Management 21(3): 826-850. DOI: https://doi.org/10.3846/jbem.2020.12425

North D.C., 1955. Location theory and regional economic growth. Journal of Political Economy 63(3): 243-258. DOI: https://doi.org/10.1086/257668

Statistics Poland, 2005. Nauka i technika w 2004r. (Science and technology in 2004). Informacje i opracowania statystyczne, Warsaw.

Umiński S., Borowicz A., 2021. Will multinational enterprises contribute to Poland’s economic resilience and recovery during and post COVID-19 pandemic. Transnational Corporations Review 13(1): 74-87. DOI: https://doi.org/10.1080/19186444.2021.1888638

Umiński S., Nazarczuk J.M. (eds), 2020. Regions in international trade. De Gruyter Open, Warsaw/Berlin. DOI: https://doi.org/10.1515/9788395815041

Umiński S., Nazarczuk J.M., Borowicz A., 2023. The role of foreign-owned entities in building economic resilience in times of crisis: The case of European digital and technologically-intensive firms during the COVID-19 pandemic. Equilibrium. Quarterly Journal of Economics and Economic Policy 18(3): 751-777. DOI: https://doi.org/10.24136/eq.2023.024

van Hulst N., Mulder R., Soete L.L.G., 1991. Exports and technology in manufacturing industry. Weltwirtschaftliches Archiv 127(2): 246-264. DOI: https://doi.org/10.1007/BF02707985

Ward J.H., 1963. Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association 58(301): 236. DOI: https://doi.org/10.2307/2282967

Yoshida Y., 2008. Intra-industry trade between Japan and Korea: Vertical intra-industry trade, fragmentation and export margins. Discussion Paper. Faculty of Economics, Kyushu Sangyo University (32).