MACROECONOMETRIC MODELLING OF THE RELATIONSHIP BETWEEN INFLATION, THE EXCHANGE RATE AND GDP OF UKRAINE
Abstract
The article develops a macroeconometric model of the interaction among inflation, the exchange rate and real GDP of Ukraine based on quarterly data for 2019–2026. The relevance of the study stems from the need to quantify the transmission of exchange-rate and price shocks to output under the extreme volatility of the wartime economy, when the hryvnia depreciated sharply and inflation accelerated into double digits, making the currency channel a central concern for monetary policy. The purpose of the article is to estimate the direction, strength and timing of the links among the three variables. The methodological framework rests on a vector autoregression estimated in levels; the choice of levels rather than a vector error-correction specification is justified by the stationarity of all three series confirmed by the Augmented Dickey–Fuller and KPSS tests, while a Johansen test is reported for completeness. The analytical toolkit comprises impulse-response functions with confidence bands, forecast-error variance decomposition and Granger causality tests, with the exchange rate ordered as the most exogenous variable in the Cholesky identification, and the stability and residual properties of the model verified by the corresponding diagnostic tests. The results establish a statistically significant exchange-rate pass-through: a depreciation shock raises inflation with the effect peaking two to three quarters ahead, whereas both inflationary and exchange-rate shocks depress GDP growth. Variance decomposition attributes up to 45 per cent of inflation variance and about 27 per cent of GDP variance to the exchange-rate factor over an eight-quarter horizon, confirming the leading role of the currency channel in shock transmission. The practical value lies in providing empirical support for exchange-rate stability as a precondition for both price stability and output recovery, which is directly relevant for the calibration of monetary policy during post-war reconstruction of the Ukrainian economy.
References
Sims C. A. Macroeconomics and reality. Econometrica. 1980. Vol. 48, No. 1. P. 1–48. DOI: https://doi.org/10.2307/1912017
Engle R. F., Granger C. W. J. Co-integration and error correction: Representation, estimation, and testing. Econometrica. 1987. Vol. 55, No. 2. P. 251–276. DOI: https://doi.org/10.2307/1913236
Johansen S. Statistical analysis of cointegration vectors. Journal of Economic Dynamics and Control. 1988. Vol. 12, No. 2–3. P. 231–254. DOI: https://doi.org/10.1016/0165-1889(88)90041-3
Campa J. M., Goldberg L. S. Exchange rate pass-through into import prices. The Review of Economics and Statistics. 2005. Vol. 87, No. 4. P. 679–690. DOI: https://doi.org/10.1162/003465305775098189
Варига Д. О. Компаративний аналіз інноваційної діяльності підприємств в Україні в умовах глобалізаційних викликів. Інноваційна економіка. 2025. № 4. С. 130–139. URL: https://inneco.org/index.php/innecoua/article/view/1605
Індекси споживчих цін : статистична інформація. Державна служба статистики України. URL: https://stat.gov.ua/uk/datasets/zminy-tsin-taryfiv-na-spozhyvchi-tovary-posluhy
Офіційний курс гривні щодо іноземних валют : статистичні дані. Національний банк України. URL: https://bank.gov.ua/ua/markets/exchangerates
Валовий внутрішній продукт : національні рахунки. Державна служба статистики України. URL: https://stat.gov.ua/uk/datasets/richni-natsionalni-rakhunky
Sims, C. A. (1980). Macroeconomics and reality. Econometrica, vol. 48, no. 1, pp. 1–48. DOI: https://doi.org/10.2307/1912017
Engle, R. F., & Granger, C. W. J. (1987). Co-integration and error correction: Representation, estimation, and testing. Econometrica, vol. 55, no. 2, pp. 251–276. DOI: https://doi.org/10.2307/1913236
Johansen, S. (1988). Statistical analysis of cointegration vectors. Journal of Economic Dynamics and Control, vol. 12, no. 2–3, pp. 231–254. DOI: https://doi.org/10.1016/0165-1889(88)90041-3
Campa, J. M., & Goldberg, L. S. (2005). Exchange rate pass-through into import prices. The Review of Economics and Statistics, vol. 87, no. 4, pp. 679–690. DOI: https://doi.org/10.1162/003465305775098189
Varyha, D. O. (2025). Komparatyvnyi analiz innovatsiinoi diialnosti pidpryiemstv v Ukraini v umovakh hlobalizatsiinykh vyklykiv [Comparative analysis of innovative activities of enterprises in Ukraine in the context of globalization challenges]. Innovatsiina ekonomika, no. 4, pp. 130–139. Available at: https://inneco.org/index.php/innecoua/article/view/1605 (in Ukrainian)
Derzhavna sluzhba statystyky Ukrainy [State Statistics Service of Ukraine]. (n.d.). Indeksy spozhyvchykh tsin: statystychna informatsiia [Consumer price indices: Statistical information]. Available at: https://stat.gov.ua/uk/datasets/zminy-tsin-taryfiv-na-spozhyvchi-tovary-posluhy (in Ukrainian)
Natsionalnyi bank Ukrainy [National Bank of Ukraine]. (n.d.). Ofitsiinyi kurs hryvni shchodo inozemnykh valiut: statystychni dani [Official hryvnia exchange rate against foreign currencies: Statistical data]. Available at: https://bank.gov.ua/ua/markets/exchangerates (in Ukrainian)
Derzhavna sluzhba statystyky Ukrainy [State Statistics Service of Ukraine]. (n.d.). Valovyi vnutrishnii produkt: natsionalni rakhunky [Gross domestic product: National accounts]. Available at: https://stat.gov.ua/uk/datasets/richni-natsionalni-rakhunky (in Ukrainian)
Copyright (c) 2026 В.В. Грібова, С.І. Рассадникова

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

