Probabilistic-automatic modeling of the balance sheet of foreign trade of Ukraine with EU countries in terms of goods

Keywords: export of goods, import of goods, simulation model, forecasting of dynamics, random variables

Abstract

Abstract. Ukraine carries out intensive trade in goods with EU countries. This is facilitated by a convenient geographical location, an extensive road network and other factors.

Problem statement. For planning the activities of enterprises, searching for external partners, as well as for forming the state’s foreign trade policy, it is advisable to analyze and forecast trade indicators, including by building simulation models.

Unresolved aspects. Given the gap in the use of probabilistic-automatic modeling in the field of studying Ukraine’s foreign trade with 27 EU countries both in general and in terms of countries, this article is designed to fill it.

Purpose of the article. The purpose of the article is to build a probabilistic-automatic model of the dynamics of the balance of export-import operations between Ukraine and EU countries in terms of goods.

Main material. The article defines the initial parameters of the model; forms a graph of connections between automatons; determines the structure of the alphabet matrix of the system; builds a system of functions of automatons’ outputs; a table of conditional functionals-transitions was formed; a vector of initial states of automatons was determined as actual data on foreign trade in goods between Ukraine and 27 EU countries in 2024; a system of distribution of independent random variables was constructed; simulation runs of the model were conducted using the Microsoft Excel program.

Conclusions. It is predicted that the balance sheet of Ukraine’s foreign trade with EU countries in terms of goods in 2025–2027 will be negative, that is, imports will exceed exports, but this difference will decrease annually.

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Author Biography

Olesia Totska , Lesya Ukrainka Volyn National University

Doctor of Economic Sciences, Full Professor

References

Afanasiev, K. M., & Hanechko, I. H. (2025). Modeling firm behavior under uncertainty. Efficient Economy, 3. https://doi.org/10.32702/2307-2105.2025.3.51 [in Ukrainian]

Horska, E., Moroz, S., Polakova, Z., Nagyova, L., & Paska, I. (2019). Evaluation of interaction between chosen indicators of development of regions in Ukraine. Equilibrium. Quarterly Journal of Economics and Economic Policy, 14(2), 341–357. https://doi.org/10.24136/eq.2019.016

Horska, E., Moroz, S., & Palkovic, J. (2023). Determinants of export activities in Ukrainian regions in the pre-conflict and the first-stage conflict periods. Entrepreneurial Business and Economics Review, 11(1), 181–198. https://doi.org/10.15678/EBER.2023.110110

Karpets, E. P. (2024). Simulation modeling as a tool for resource management in conditions of information uncertainty. Cybernetics and Computer Technologies, 4, 43–49. https://doi.org/10.34229/2707-451X.24.4.4 [in Ukrainian]

Lapishko, M. L., Danylkiv, K. P., & Dobosh, N. M. (2018). Immatious-automatic simulation of processes in insurance activities. Financial and Credit Activity Problems of Theory and Practice, 2(25), 226–235. https://doi.org/10.18371/fcaptp.v2i25.136692

Nagyova, L., Horakova, M., Moroz, S., Horska, E., & Polakova, Z. (2018). The analysis of export trade between Ukraine and Visegrad countries. E & M EKONOMIE A MANAGEMENT, 21(2), 115–132. https://doi.org/10.15240/tul/001/2018-2-008

Perekhrest, L. M. (2010). Probabilistic-automated modeling methodology as a tool for predicting the stable development of a bank. Bulletin of the Eastern European University of Economics and Management. Ser.: Economics and Management, 2(8), 141–148. Retrieved from: https://visnyksura.com.ua/storage/media/Q4cW7y67eRmtUOkVCrhwrjfPB6G5OunOVh3sk1gc.pdf [in Ukrainian]

Totska, O. L. (2009). Economic-mathematical modeling of issue of products in food retail industry of Ukraine: monograph. Editorial and Publishing Department “Vezha” of Lesya Ukrainka Volyn National University. Retrieved from: https://evnuir.vnu.edu.ua/handle/123456789/13677 [in Ukrainian]

Totska, O. L. (2020). Managing the development of higher education of Ukraine in European educational area: monograph. Vezha-Druk Publishing House. Retrieved from: https://evnuir.vnu.edu.ua/handle/123456789/20037 [in Ukrainian]

Totska, O. (2022). Forecast modeling of foreign trade in agricultural complex products between Ukraine and Romania. Scientific Papers. Series “Management, Economic Engineering in Agriculture and Rural Development”, 22(3), 777–782. Retrieved from: https://managementjournal.usamv.ro/pdf/vol.22_3/Art86.pdf

State Statistics Service of Ukraine. (2026). Ukraine’s Foreign Trade in Goods with EU. Retrieved from: https://ukrstat.gov.ua/ [in Ukrainian]

Zadoia, O., & Duc, P. M. (2023). Models of economic openness of European countries and Ukraine: a comparative analysis. Academy Review, 1, 253–269. https://doi.org/10.32342/2074-5354-2023-1-58-19 [in Ukrainian]

Published
2026-06-30
Cited
How to Cite
Totska , O. (2026). Probabilistic-automatic modeling of the balance sheet of foreign trade of Ukraine with EU countries in terms of goods. FINANCIAL AND CREDIT SYSTEMS: PROSPECTS FOR DEVELOPMENT, 2(21), 144-153. https://doi.org/10.26565/2786-4995-2026-2-11
Section
Economic and mathematical methods and models of financial development