Russian aggression against Ukraine and the changes in European Union countries’ macroeconomic situation: Do energy intensity and energy dependence matter?

Authors

DOI:

https://doi.org/10.18559/ebr.2023.4.1073

Keywords:

energy intensity, energy dependence, natural gas, Russian aggression against Ukraine, European Union member states, macroeconomic indicators, clustering

Abstract

The study aims to assess whether there are significant differences among EU member states regarding the Russo-Ukrainian-conflict-driven changes in macroeconomic indicators and whether these differences are linked to the country’s energy vulnerability. Applying the k-means clustering, there are distinguished three country groups similar with regard to regarding their energy intensity, energy dependence (including Russian gas dependence) and household budgets' exposure to energy prices. Based on Kruskal-Wallis and Wilcoxon pairwise comparison tests, the study reveals statistically significant differences among the distinguished country clusters in the level of inflation and interest rates at the time of this conflict and differences in the 2022 forecasts' changes for GDP, inflation, budget balance and unemployment. The results indicate that EU economies characterised by the most significant energy vulnerability economically suffer the most in the aftermath of the Russian invasion of Ukraine.

Downloads

Download data is not yet available.

References

Aguilera, R. F., & Aguilera, R. (2020). Revisiting the role of natural gas as a transition fuel. Mineral Economics, 33(1–2), 73–80. https://doi.org/10.1007/s13563-019-00192-5
View in Google Scholar

Aharon, D. Y., & Qadan, M. (2022). Infection, invasion, and inflation: Recent lessons. Finance Research Letters, 50, 103307. https://doi.org/10.1016/j.frl.2022.103307
View in Google Scholar

Astrov, V., Ghodsi, M., Grieveson, R., Holzner, M., Kochnev, A., Landesmann, M., Pindyuk, O., Stehrer, R., Tverdostup, M., & Bykova, A. (2022). Russia’s invasion of Ukraine: Assessment of the humanitarian, economic, and financial impact in the short and medium term. International Economics and Economic Policy, 19(2), 331–381. https://doi.org/10.1007/s10368-022-00546-5
View in Google Scholar

Azam, A., Rafiq, M., Shafique, M., Zhang, H., & Yuan, J. (2021). Analyzing the effect of natural gas, nuclear energy and renewable energy on GDP and carbon emis-sions: A multi-variate panel data analysis. Energy, 219, 119592. https://doi.org/10.1016/j.energy.2020.119592
View in Google Scholar

Benjamini, Y., & Hochberg, Y. (1995). Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society: Series B (Methodological), 57(1), 289–300. https://doi.org/10.1111/j.2517-6161.1995.tb02031.x
View in Google Scholar

Bluszcz, A. (2017). European economies in terms of energy dependence. Quality & Quantity, 51(4), 1531–1548. https://doi.org/10.1007/s11135-016-0350-1
View in Google Scholar

Boungou, W., & Yatié, A. (2022). The impact of the Ukraine–Russia war on world stock market returns. Economics Letters, 215, 110516. https://doi.org/10.1016/j.econlet.2022.110516
View in Google Scholar

BP. (2019). BP statistical review of world energy. https://www.bp.com/content/dam/bp/business-sites/en/global/corporate/pdfs/energy-economics/statistical-review/ bp-stats-review-2019-full-report.pdf
View in Google Scholar

BP. (2021). BP statistical review of world energy. https://www.bp.com/content/dam/bp/business-sites/en/global/corporate/pdfs/energy-economics/statistical-review/ bp-stats-review-2021-full-report.pdf
View in Google Scholar

Caetano, N. S., Mata, T. M., Martins, A. A., & Felgueiras, M. C. (2017). New trends in energy Production and utilization. Energy Procedia, 107, 7–14. https://doi.org/10.1016/j.egypro.2016.12.122
View in Google Scholar

Chalvatzis, K. J. (2009). Electricity generation development of Eastern Europe: A carbon technology management case study for Poland. Renewable and Sustainable Energy Reviews, 13(6–7), 1606–1612. https://doi.org/10.1016/j.rser.2008.09.019
View in Google Scholar

Chalvatzis, K. J., & Ioannidis, A. (2017). Energy supply security in the EU: Benchmarking diversity and dependence of primary energy. Applied Energy, 207, 465–476. https:// doi.org/10.1016/j.apenergy.2017.07.010
View in Google Scholar

Chan, Y., & Walmsley, R. P. (1997). Learning and understanding the Kruskal-Wallis one-way analysis-of-variance-by-ranks test for differences among three or more independent groups. Physical Therapy, 77(12), 1755–1761. https://doi.org/10.1093/ptj/77.12.1755
View in Google Scholar

Colgan, J. D., Gard-Murray, A. S., & Hinthorn, M. (2023). Quantifying the value of energy security: How Russia’s invasion of Ukraine exploded Europe’s fossil fuel costs. Energy Research & Social Science, 103, 103201. https://doi.org/10.1016/j.erss.2023.103201
View in Google Scholar

Costantini, V., Gracceva, F., Markandya, A., & Vicini, G. (2007). Security of energy supply: Comparing scenarios from a European perspective. Energy Policy, 35(1), 210–226. https://doi.org/10.1016/j.enpol.2005.11.002
View in Google Scholar

Czech, K., Wielechowski, M., & Barichello, R. (2023). The shock of war: Do trade re-lations impact the reaction of stock markets to the Russian invasion of Ukraine? Ekonomista, (1), 14–27. https://doi.org/10.52335/ekon/161832
View in Google Scholar

Ding, C., & He, X. (2004). K-means clustering via principal component analysis. Twenty-First International Conference on Machine Learning – ICML, 29. https://doi.org/10.1145/1015330.1015408
View in Google Scholar

Dräger, L., Gründler, K., & Potrafke, N. (2022). Political shocks and inflation expectations: Evidence from the 2022 Russian invasion of Ukraine. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4070238
View in Google Scholar

Ericson, R. E. (2009). Eurasian natural gas pipelines: The political economy of network interdependence. Eurasian Geography and Economics, 50(1), 28–57. https://doi.org/10.2747/1539-7216.50.1.28
View in Google Scholar

European Commission. Directorate General for Economic and Financial Affairs. (2021). European economic forecast: Autumn 2021. Publications Office. https://data.europa.eu/doi/10.2765/199989
View in Google Scholar

European Commission. Directorate General for Economic and Financial Affairs. (2022). European economic forecast: Spring 2022 (Interim). Publications Office. https://data.europa.eu/doi/10.2765/897128
View in Google Scholar

Federle, J., Meier, A., Müller, G. J., & Sehn, V. (2022). Proximity to war: The stock market response to the Russian invasion of Ukraine. CEPR Discussion Paper, 17185. https://cepr.org/publications/dp17185
View in Google Scholar

Flouri, M., Karakosta, C., Kladouchou, C., & Psarras, J. (2015). How does a natural gas supply interruption affect the EU gas security? A Monte Carlo simula¬tion. Renewable and Sustainable Energy Reviews, 44, 785–796. https://doi.org/10.1016/j.rser.2014.12.029
View in Google Scholar

Giuli, M., & Oberthür, S. (2023). Third time lucky? Reconciling EU climate and exter-nal energy policy during energy security crises. Journal of European Integration, 45(3), 395–412. https://doi.org/10.1080/07036337.2023.2190588
View in Google Scholar

Hecke, T. V. (2012). Power study of Anova versus Kruskal-Wallis test. Journal of Statistics and Management Systems, 15(2–3), 241–247. https://doi.org/10.1080/09720510.2012.10701623
View in Google Scholar

Hosseini, S. E. (2022). Transition away from fossil fuels toward renewables: Lessons from Russia–Ukraine crisis. Future Energy, 1(1), 2–5. https://doi.org/10.55670/fpll.fuen.1.1.8
View in Google Scholar

Irtyshcheva, I., Kramarenko, I., & Sirenko, I. (2022). The economy of war and postwar economic development: World and Ukrainian realities. Baltic Journal of Economic Studies, 8(2), 78–82. https://doi.org/10.30525/2256-0742/2022-8-2-78-82
View in Google Scholar

Khudaykulova, M., Yuanqiong, H., & Khudaykulov, A. (2022). Economic consequ-ences and implications of the Ukraine-Russia war. The International Journal of Management Science and Business Administration, 8(4), 44–52. https://doi.org/10.18775/ijmsba.1849-5664-5419.2014.84.1005
View in Google Scholar

Kilian, L., & Murphy, D. P. (2014). The role of inventories and speculative trading in the global market for crude oil: Speculation in oil markets. Journal of Applied Econometrics, 29(3), 454–478. https://doi.org/10.1002/jae.2322
View in Google Scholar

Korosteleva, J. (2022). The implications of Russia’s invasion of Ukraine for the EU energy market and businesses. British Journal of Management, 33(4), 1678–1682. https://doi.org/10.1111/1467-8551.12654
View in Google Scholar

Krickovic, A. (2015). When interdependence produces conflict: EU–Russia energy relations as a security dilemma. Contemporary Security Policy, 36(1), 3–26. https://doi.org/10.1080/13523260.2015.1012350
View in Google Scholar

Kruskal, W. H. (1952a). A nonparametric test for the several sample problem. The Annals of Mathematical Statistics, 23(4), 525–540. https://doi.org/10.1214/aoms/1177729332
View in Google Scholar

Kruskal, W. H., & Wallis, W. A. (1952b). Use of ranks in one-criterion variance analysis. Journal of the American Statistical Association, 47(260), 583–621. https://doi.org/10.1080/01621459.1952.10483441
View in Google Scholar

Kutcherov, V., Morgunova, M., Bessel, V., & Lopatin, A. (2020). Russian natural gas exports: An analysis of challenges and opportunities. Energy Strategy Reviews, 30, 100511. https://doi.org/10.1016/j.esr.2020.100511
View in Google Scholar

Leng Wong, S., Chia, W. M., & Chang, Y. (2013). Energy consumption and energy R&D in OECD: Perspectives from oil prices and economic growth. Energy Policy, 62, 1581–1590. https://doi.org/10.1016/j.enpol.2013.07.025
View in Google Scholar

Liadze, I., Macchiarelli, C., Mortimer‐Lee, P., & Sanchez Juanino, P. (2022). Economic costs of the Russia‐Ukraine war. The World Economy, 46(4), 874–886. https://doi.org/10.1111/twec.13336
View in Google Scholar

Linde, Y., Buzo, A., & Gray, R. (1980). An algorithm for vector quantizer design. IEEE Transactions on Communications, 28(1), 84–95. https://doi.org/10.1109/TCOM.1980.1094577
View in Google Scholar

Martins, F., Felgueiras, C., & Smitková, M. (2018). Fossil fuel energy consumption in European countries. Energy Procedia, 153, 107–111. https://doi.org/10.1016/j.egypro.2018.10.050
View in Google Scholar

Martins, F., Felgueiras, C., Smitková, M., & Caetano, N. (2019). Analysis of fossil fuel energy consumption and environmental impacts in European countries. Energies, 12(6), 964. https://doi.org/10.3390/en12060964
View in Google Scholar

Mbah, R. E., & Wasum, D. (2022). Russian–Ukraine 2022 war: A review of the economic impact of Russian–Ukraine crisis on the USA, UK, Canada, and Europe. Advances in Social Sciences Research Journal, 9(3), 144–153. https://doi.org/10.14738/assrj.93.12005
View in Google Scholar

Mišík, M., & Nosko, A. (2017). The Eastring gas pipeline in the context of the Central and Eastern European gas supply challenge. Nature Energy, 2(11), 844–848. https://doi.org/10.1038/s41560-017-0019-6
View in Google Scholar

Nuzzo, R. L. (2016). The box plots alternative for visualizing quantitative data. PM&R, 8(3), 268–272. https://doi.org/10.1016/j.pmrj.2016.02.001
View in Google Scholar

Ostertagová, E., Ostertag, O., & Kováč, J. (2014). Methodology and application of the Kruskal-Wallis test. Applied Mechanics and Materials, 611, 115–120. https://doi.org/10.4028/www.scientific.net/AMM.611.115
View in Google Scholar

Ozili, P. K. (2022). Global economic consequence of Russian invasion of Ukraine. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4064770
View in Google Scholar

Prohorovs, A. (2022). Russia’s war in Ukraine: Consequences for European countries’ businesses and economies. Journal of Risk and Financial Management, 15(7), 295. https://doi.org/10.3390/jrfm15070295
View in Google Scholar

Ruiz Estrada, M. A. (2022). How much inflation and unemployment worldwide can generate the Russo-Ukrainian war crisis? SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4131388
View in Google Scholar

Sadik-Zada, E. R., & Gatto, A. (2021). Energy security pathways in South East Europe: Diversification of the natural gas supplies, energy transition, and energy futures. In M. Mišík & V. Oravcová (Eds.), From economic to energy transition (pp. 491–514). Springer International Publishing. https://doi.org/10.1007/978-3-030-55085-1_17
View in Google Scholar

Statista. (2022). Natural gas in Europe. www.statista.com
View in Google Scholar

Sugiawan, Y., & Managi, S. (2019). New evidence of energy-growth nexus from inclusive wealth. Renewable and Sustainable Energy Reviews, 103, 40–48. https://doi.org/10.1016/j.rser.2018.12.044
View in Google Scholar

Szulecki, K., & Overland, I. (2023). Russian nuclear energy diplomacy and its implications for energy security in the context of the war in Ukraine. Nature Energy, 8(4), 413–421. https://doi.org/10.1038/s41560-023-01228-5
View in Google Scholar

Szulecki, K., & Westphal, K. (2018). Taking security seriously in EU energy governan-ce: Crimean shock and the energy union. In K. Szulecki (Ed.), Energy security in Europe: Divergent perceptions and policy challenges (pp.177–202). https://doi.org/10.1007/978-3-319-64964-1_7
View in Google Scholar

Tibshirani, R., Walther, G., & Hastie, T. (2001). Estimating the number of clusters in a data set via the gap statistic. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 63(2), 411–423. https://doi.org/10.1111/1467-9868.00293
View in Google Scholar

Umar, M., Riaz, Y., & Yousaf, I. (2022). Impact of Russian-Ukraine war on clean energy, conventional energy, and metal markets: Evidence from event study approach. Resources Policy, 79, 102966. https://doi.org/10.1016/j.resourpol.2022.102966
View in Google Scholar

Van de Graaf, T., & Colgan, J. D. (2017). Russian gas games or well-oiled conflict? Energy security and the 2014 Ukraine crisis. Energy Research & Social Science, 24, 59–64. https://doi.org/10.1016/j.erss.2016.12.018
View in Google Scholar

Wilcoxon, F. (1992). Individual comparisons by ranking methods. In S. Kotz & N. L. Johnson (Eds.), Breakthroughs in statistics (pp. 196–202). Springer. https://doi.org/10.1007/978-1-4612-4380-9_16
View in Google Scholar

World Bank. (2022). Global economic prospects. https://doi.org/10.1596/978-1-4648-1843-1
View in Google Scholar

Yousaf, I., Patel, R., & Yarovaya, L. (2022). The reaction of G20+ stock markets to the Russia–Ukraine conflict ‘black-swan’ event: Evidence from event study approach. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4069555
View in Google Scholar

Zhu, D., Mortazavi, S. M., Maleki, A., Aslani, A., & Yousefi, H. (2020). Analysis of the robustness of energy supply in Japan: Role of renewable energy. Energy Reports, 6, 378–391. https://doi.org/10.1016/j.egyr.2020.01.011
View in Google Scholar

Downloads

Published

2023-12-11

How to Cite

Wielechowski, M., & Czech, K. (2023). Russian aggression against Ukraine and the changes in European Union countries’ macroeconomic situation: Do energy intensity and energy dependence matter?. Economics and Business Review, 9(4). https://doi.org/10.18559/ebr.2023.4.1073

Issue

Section

Research article- regular issue