Macroeconomic determinants of government revenues under wartime structural shocks: Evidence from Ukraine
-
DOIhttp://dx.doi.org/10.21511/pmf.15(2).2026.10
-
Article InfoVolume 15 2026, Issue #2, pp. 120-132
- 6 Views
-
0 Downloads
This work is licensed under a
Creative Commons Attribution 4.0 International License
Type of the article: Research Article
Abstract
The study aims to assess changes in the influence of macroeconomic factors on government revenues and the transfor-mation of their interrelationships under wartime structural shocks in Ukraine. Two periods are considered: the first period (2017–2020) serves as the baseline for comparison, while the second period (2022–2025) captures the structural shifts associated with the full-scale war. The methodological framework combines correlation and regression analyses, supplemented by a pooled regression with a wartime dummy variable to assess structural differences between periods, and by logarithmic transformations of variables to enhance economic interpretability. The findings indicate a substantial transformation in the relationships between macroeconomic indicators and State Budget revenues within the relatively short wartime observation period (2022–2025). During the baseline period, the model shows limited explanatory power (R2 = 0.43) and no statistically significant coefficients, reflecting the distributed nature of factor influence. In the wartime period, the explanatory power of the model increases to R2 = 0.83; however, it is accompanied by a sharp rise in multicollinearity (VIF for GDP: 38.5; for imports: 22.3), limiting the identification of the individual contribution of explanatory variables and suggesting stronger co-movement among macroeconomic indicators. The logarithmic model suggests that GDP may serve as an aggregate indicator reflecting broader macroeconomic dynamics associated with State Budget revenues, while the elasticity of State Budget revenues with respect to GDP equals 1.4, indicating heightened fiscal sensitivity under crisis conditions. The results suggest that macroeconomic indicators exhibit a more coordinated pattern of interaction in explaining State Budget revenues, within which their interrelationships intensify and acquire a systemic character.
- Keywords
-
JEL Classification (Paper profile tab)H20, E62, C22
-
References38
-
Tables5
-
Figures0
-
- Table 1. Data set for econometric analysis
- Table 2. Regression model for the baseline period (2017–2020)
- Table 3. Correlation analysis for the baseline period
- Table 4. Regression model for the period of structural disruption (2022–2025)
- Table 5. Correlation analysis for the period of structural disruption (2022–2025)
-
- Afonso, A., & Miranda, V. (2026). Compliance with fiscal sustainability and the euro. Empirica, 53, 285-316.
- Afonso, A., Alves, J., & Ionta, S. (2025). Monetary policy surprise shocks under different fiscal regimes: A panel analysis of the euro area. Journal of International Money and Finance, 156, Article 103341.
- Auerbach, A. J., & Gorodnichenko, Y. (2012). Measuring the output responses to fiscal policy. American Economic Journal: Economic Policy, 4(2), 1-27.
- Auerbach, A. J., & Gorodnichenko, Y. (2014). Effects of fiscal shocks in a globalized world. In IMF Annual Research Conference. Washington, DC.
- Bahl, R. W. (1971). A regression approach to tax effort and tax ratio analysis. IMF Staff Papers, 18(3), 570-612.
- Belinga, V., Benedek, D., de Mooij, R., & Norregaard, J. (2014). Tax buoyancy in OECD countries (IMF Working Paper No. WP/14/110).
- Bogdan, T. (2024). Ukraine’s fiscal developments and needs for economic recovery, reconstruction and European integration (Policy Notes and Reports No. 88).
- Bohdan, T., & Bohdan, I. (2023). Budget deficits and public debt of Ukraine under the shocks of pandemic and military aggression. Finansy Ukrainy – Finance of Ukraine, 5, 7-29. (In Ukrainian).
- Choudhry, N. N. (1979). Measuring the elasticity of tax revenue: A Divisia index approach. IMF Staff Papers, 26(1), 87-122.
- Chugunov, I., Makohon, V., Titarchuk, M., & Krykun, T. (2023). The budget policy of Ukraine under martial law. Public and Municipal Finance, 12(1), 1-11.
- Chugunov, I., Pasichnyi, M., & Nikitishyn, A. (2022). Dokhody derzhavnoho biudzhetu Ukrainy v umovakh voiennoho stanu [State budget revenues of Ukraine under martial law]. Scientia Fructuosa, 145(5), 124-137. (In Ukrainian).
- International Monetary Fund (IMF). (2024). Global Financial Stability Report: Macrofinancial stability amid uncertainty (Chapter 2).
- Khmaruk, Y. V. (2011). Otsinka faktoriv vplyvu na dokhody Derzhavnoho biudzhetu Ukrainy [Assessment of factors influencing state budget revenues of Ukraine]. Naukovi zapysky. Seriia “Ekonomika” – Scientific Notes. Series “Economics”, 16, 82-91. (In Ukrainian).
- KSE Institute. (2024). Report on losses as a result of Russia’s military aggression against Ukraine. Kyiv School of Economics.
- Lagravinese, R., Liberati, P., & Sacchi, A. (2020). Tax buoyancy in OECD countries: New empirical evidence. Journal of Macroeconomics, 63, Article 103189.
- Ljytyj, I., & Miedviedkova, N. (2023). The modern paradigm of the financial policy of the state and the features of its implementation under the war on the territory of Ukraine. Finansy Ukrainy – Finance of Ukraine, 6, 61-74. (In Ukrainian).
- Lotz, J. R., & Morss, E. R. (1967). Measuring “tax effort” in developing countries. IMF Staff Papers, 14(3), 478-499.
- Lukianenko, I. H. (2003). Dynamichni makroekonomichni modeli. Novyi kontseptualnyi pidkhid [Dynamic macroeconomic models: A new conceptual approach]. Kyiv, Ukraine: KM Akademiia. (In Ukrainian).
- Lukianenko, I. H. (2005). Systemne modeliuvannia mekhanizmu biudzhetnoho rehuliuvannia [System modeling of the budget regulation mechanism]. Kyiv: Kyiv National Economic University. (In Ukrainian).
- Lyutyy, I., & Moroz, P. (2025). Osoblyvosti biudzhetno-podatkovoi polityky Ukrainy v umovakh hlobalnoi nevyznachenosti [Characteristics of Ukraine’s budgetary and fiscal policy under conditions of global uncertainty]. Finansy Ukrainy – Finance of Ukraine, (5), 7-22. (In Ukrainian).
- Manayubahwe, K. L., & Umulisa, Y. (2026). Assessment of multiple structural breaks in inflation and their effect on macroeconomic stability in East Africa. African Journal of Economic and Management Studies, 1-15.
- Mansfield, C. Y. (1972). Elasticity and buoyancy of a tax system: A method applied to Paraguay. IMF Staff Papers, 19(2), 425-466.
- Marfatia, H. A., Gupta, R., & Miller, S. M. (2020). 125 years of time-varying effects of fiscal policy on financial markets. International Review of Economics & Finance, 70, 303-320.
- Mimir, Y., & Ricci, L. (2024). Financial imbalances and macroeconomic tail risks: A structural regime-switching investigation (ESM Working Paper No. 64). European Stability Mechanism.
- Ministry of Finance of Ukraine. (2019). Retail trade turnover in Ukraine. (In Ukrainian).
- Ministry of Finance of Ukraine. (n.d.). Open Budget web portal: Public finance data of Ukraine. (In Ukrainian).
- National Bank of Ukraine (NBU). (n.d.). Ofitsiinyi kurs hryvni [Official exchange rate of hryvnia]. (In Ukrainian).
- OECD. (2025). Revenue Statistics 2025. Paris: OECD Publishing.
- Prest, A. R. (1962). The sensitivity of the yield of personal income tax in the United Kingdom. The Economic Journal, 72(287), 576-596.
- Romenska, K., Datsenko, V., Samodai, V., Pugach, Y., & Dudchyk, O. (2024). Management of budget flows under martial law. Public and Municipal Finance, 13(1), 55-69.
- Sarana, L., & Zanayev, O. (2025). Osoblyvosti administruvannia podatkiv v Ukraini [Peculiarities of tax administration in Ukraine]. Modern Economics – Modern Economics, 51, 185-190. (In Ukrainian).
- Sen Gupta, A. (2007). Determinants of tax revenue efforts in developing countries (IMF Working Paper No. WP/07/184).
- Skorba, O., Pasko, T., Babenko-Levada, V., & Tereshchenko, T. (2021). Dynamics of tax revenues in the budget of Ukraine and their forecast during the crisis period. Public and Municipal Finance, 10(1), 106-118.
- State Customs Service of Ukraine. (n.d.). Trade statistics database. (In Ukrainian).
- State Statistics Service of Ukraine. (n.d.a). Vnutrishnia torhivlia [Internal trade statistics] [Data set]. (In Ukrainian).
- State Statistics Service of Ukraine. (n.d.b). Statystychna baza danykh [Statistical database] [Data set]. (In Ukrainian).
- Tanzi, V. (1977). Inflation, lags in collection, and the real value of tax revenue. IMF Staff Papers, 24(1), 154-167.
- Tanzi, V. (1989). The impact of macroeconomic policies on the level of taxation and the fiscal balance in developing countries. IMF Staff Papers, 36(3), 633-656.


