Impact of Macroeconomic Factors on S&P Europe 350 ESG Index During the Russo-Ukrainian War

Authors

  • Muhammad Muddasir Università di Pisa
  • M. Camino Ramon-Llorens Universidad Politécnica de Cartagena

DOI:

https://doi.org/10.47743/saeb-2025-0008

Keywords:

Russo-Ukrainian War, S&P Europe 350 ESG index, inflation, exchange rate, oil & gas, EURIBOR, Wavelet Coherence transformation (WCT) method.

Abstract

The Russo-Ukrainian War, which began on February 24, 2022, has introduced significant economic and geopolitical instability. This study aims to investigate the specific impact of key macroeconomic variables - interest rates, exchange rates, inflation, oil, and gas prices—on the S&P Europe 350 ESG Index (SPEESEP) during this conflict. By analyzing daily data spanning 20 months from April 20, 2021, to November 30, 2022, encompassing both pre-war and post-war periods, we employ the Wavelet Coherence Transformation (WCT) method to examine these relationships. Our findings reveal that exchange rates, oil, and gas prices significantly impact the ESG index, while interest rates and inflation exhibit a moderate influence. These results underscore the importance of understanding macroeconomic fluctuations during geopolitical crises for informed investment decisions. The broader significance of this study lies in its potential to guide investors in navigating the complexities introduced by geopolitical conflicts, thereby aiding in better financial decision-making and risk management. By developing appropriate regulations for the ESG industry, this research can contribute to minimizing risks and maximizing profits in volatile environments. As geopolitical risks are a persistent factor in investing, this study emphasizes the necessity for investors to meticulously evaluate these risks when devising investment strategies.

 

Author Biographies

Muhammad Muddasir, Università di Pisa

 

 

M. Camino Ramon-Llorens, Universidad Politécnica de Cartagena

Department of Economics, Accounting and Finance

Professor Doctor

 

References

AAddison, P. S. (2017). The Illustrated Wavelet Transform Handbook: Introductory Theory and Applications in Science, Engineering, Medicine and Finance (2nd Edition ed.). Boca Raton: CRC Press. http://dx.doi.org/10.1201/9781315372556

Adekoya, O. B., Asl, M. G., Oliyide, J. A., & Izadi, P. (2023). Multifractality and Cross-Correlation between the Crude Oil and the European and Non-European Stock Markets During the Russia-Ukraine War. Resources Policy, 80(C), 1-12. http://dx.doi.org/10.1016/j.resourpol.2022.103134

Aguiar-Conraria, L., Magalhaes, P. C., & Soares, M. J. (2013). The Nationalization of Electoral Cycles in the United States: A Wavelet Analysis. Public Choice, 156(3-4), 387-408. http://dx.doi.org/10.1007/s11127-012-0052-8

Ahmed, S., Hasan, M. M., & Kamal, M. R. (2023). Russia–Ukraine crisis: The effects on the European stock market. European Financial Management, 29(4), 1078-1118. http://dx.doi.org/10.1111/eufm.12386

Apergis, N., Poufinas, T., & Antonopoulos, A. (2022). ESG Scores and Cost of Debt. Energy Economics, 112(C), 1-10. http://dx.doi.org/10.1016/j.eneco.2022.106186

Bahmani-Oskooee, M., & Saha, S. (2016). Do Exchange Rate Changes Have Symmetric or Asymmetric Effects on Stock Prices? Global Finance Journal, 31(C), 57-72. http://dx.doi.org/10.1016/j.gfj.2016.06.005

Basdekis, C., Christopoulos, A., Katsampoxakis, I., & Nastas, V. (2022). The Impact of the Ukrainian War on Stock and Energy Markets: A Wavelet Coherence Analysis. Energies, 15(21), 1-15. http://dx.doi.org/10.3390/en15218174

Billio, M., Getmansky, M., Lo, A. W., & Pelizzon, L. (2012). Econometric Measures of Connectedness and Systemic Risk in the Finance and Insurance Sectors. Journal of Financial Economics, 104(3), 535-559. http://dx.doi.org/10.1016/j.jfineco.2011.12.010

Bloomberg. (2022a). Energy Shock Is Huge for EU, Manageable in U.S., Blackrock Says. Retrieved from https://financialpost.com/pmn/business-pmn/energy-shock-is-huge-for-eu-manageable-in-u-s-blackrock-says

Bloomberg. (2022b). Central Europe’s Huge Gas Depot Risks Being Empty Next Winter. Retrieved from https://financialpost.com/pmn/business-pmn/central-europes-huge-gas-depot-risks-being-empty-next-winter

Bundesbank. (2022a). War Against Ukraine: Energy Embargo Could Significantly Weaken German Economy. Retrieved from https://www.bundesbank.de/en/tasks/topics/war-against-ukraine-energy-embargo-could-significantly-weaken-german-economy-889696

Bundesbank. (2022b). Monthly Report: Economic Activity May Have More or Less Stagnated in the First Quarter. Retrieved from https://www.bundesbank.de/en/tasks/topics/monthly-report-economic-activity-may-have-more-or-less-stagnated-in-the-first-quarter-889702

Cerqueti, R., Ciciretti, R., Dalò, A., & Nicolosi, M. (2021). ESG Investing: A Chance to Reduce Systemic Risk. Journal of Financial Stability, 54(10), 1-13. http://dx.doi.org/10.1016/j.jfs.2021.100887

Chortane, S. G., & Pandey, D. K. (2022). Does the Russia-Ukraine War Lead to Currency Asymmetries? A US Dollar Tale. Journal of Economic Asymmetries, 26(1), 1-26. http://dx.doi.org/10.1016/j.jeca.2022.e00265

Cohen, M. X. (2019). A Better Way to Define and Describe Morlet Wavelets for Time-Frequency Analysis. NeuroImage, 199(October), 81-86. http://dx.doi.org/10.1016/j.neuroimage.2019.05.048

Deng, M., Leippold, M., Wagner, A. F., & Wang, Q. (2022). War and Policy: Investor Expectations on the Net-Zero Transition. Swiss Finance Institute Research Paper(22-29), 1-78. http://dx.doi.org/10.2139/ssrn.4080181

DeStatis. (2022). Producer Prices in March 2022 [Press release]. Retrieved from https://www.destatis.de/EN/Press/2022/04/PE22_172_61241.html

Dewenter, K. L., Higgins, R. C., & Simin, T. T. (2005). Can Event Study Methods Solve the Currency Exposure Puzzle? Pacific-Basin Finance Journal, 13(2), 119-144. http://dx.doi.org/10.1016/j.pacfin.2004.07.002

Diebold, F. X., & Yilmaz, K. (2012). Better to Give than to Receive: Predictive Directional Measurement of Volatility Spillovers. International Journal of Forecasting, 28(1), 57-66. http://dx.doi.org/10.1016/j.ijforecast.2011.02.006

Ding, L., & Vo, M. (2012). Exchange Rates and Oil Prices: A Multivariate Stochastic Volatility Analysis. The Quarterly Review of Economics and Finance, 52(1), 15-37. http://dx.doi.org/10.1016/j.qref.2012.01.003

DW news. (2022). Euro plummets to a 20-year low amid war in Ukraine – DW – 09/22/2022. Retrieved from https://www.dw.com/en/euro-plummets-to-a-20-year-low-amid-war-in-ukraine/a-63199120

ECB. (2022a). Inflation in the Near-Term and the Medium-Term. Retrieved from https://www.ecb.europa.eu/press/key/date/2022/html/ecb.sp220217_1~592ac6ec12.en.html

ECB. (2022d). Assessing Corporate Vulnerabilities in the Euro Area. Retrieved from https://www.ecb.europa.eu/pub/economic-bulletin/articles/2022/html/ecb.ebart202202_02~7a61e442be.en.html

Elbahnasawy, N. G., & Ellis, M. A. (2022). Inflation and the Structure of Economic and Political Systems. Structural Change and Economic Dynamics, 60(March), 59-74. http://dx.doi.org/10.1016/j.strueco.2021.11.006

Eurostat. (2024). Natural Gas Price Statistics. Retrieved from https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Natural_gas_price_statistics&oldid=582365#:~:text=In%20the%20first%20semester%20of

Fahmy, H. (2022). The Rise in Investors’ Awareness of Climate Risks After the Paris Agreement and the Clean Energy-Oil-Technology Prices Nexus. Energy Economics, 106(3), 1-17. http://dx.doi.org/10.1016/j.eneco.2021.105738

Gencay, R., Selcuk, F., & Whitcher, B. (2002). An Introduction to Wavelets and Other Filtering Methods in Finance and Economics. Waves in Random Media, 12(3), 399. http://dx.doi.org/10.1088/0959-7174/12/3/701

Gong, X., & Xu, J. (2022). Geopolitical Risk and Dynamic Connectedness between Commodity Markets. Energy Economics, 110(6), 1-15. http://dx.doi.org/10.1016/j.eneco.2022.106028

Graps, A. (1995). An Introduction to Wavelets. IEEE Computational Science & Engineering, 2(2), 50-61. http://dx.doi.org/10.1109/99.388960

Grossmann, A., & Morlet, J. (1984). Decomposition of Hardy Functions into Square Integrable Wavelets of Constant Shape. SIAM Journal on Mathematical Analysis, 15(4), 723-736. http://dx.doi.org/10.1137/0515056

GWN. (2022). Gas Prices in Europe Are Expected to Triple. Retrieved from https://goodwordnews.com/gas-prices-in-europe-are-expected-to-triple/

Hayward, R. (2018). Foreign Exchange Speculation: An Event Study. International Journal of Financial Studies, 6(1), 1-13. http://dx.doi.org/10.3390/ijfs6010022

Horton, J., & Palumbo, D. (2023). Russia Sanctions: What Impact Have They Had on its Oil and Gas Exports? Retrieved from https://www.bbc.com/news/58888451

Hudgins, L., Friehe, C. A., & Mayer, M. E. (1993). Wavelet Transforms and Atmopsheric Turbulence. Physical Review Letters, 71(20), 3279-3282. http://dx.doi.org/10.1103/PhysRevLett.71.3279

Ji, Q., Shahzad, S. J. H., Bouri, E., & Suleman, M. T. (2020). Dynamic Structural Impacts of Oil Shocks on Exchange Rates: Lessons to Learn. Journal of Economic Structures, 9(1), 1-19. http://dx.doi.org/10.1186/s40008-020-00194-5

Josephs, J. (2022a). Ukraine War to Cause Biggest Price Shock in 50 years - World Bank. Retrieved from https://www.bbc.com/news/business-61235528

Karkowska, R., & Urjasz, S. (2023). How Does the Russian-Ukrainian War Change Connectedness and Hedging Opportunities? Comparison between Dirty and Clean Energy Markets versus Global Stock Indices. Journal of International Financial Markets, Institutions and Money, 85(June), 1-21. http://dx.doi.org/10.1016/j.intfin.2023.101768

Kassouri, Y., & Altıntaş, H. (2020). Commodity Terms of Trade Shocks and Real Effective Exchange Rate Dynamics in Africa’s Commodity-Exporting Countries. Resources Policy, 68(October), 1-17. http://dx.doi.org/10.1016/j.resourpol.2020.101801

Kick, A., & Rottmann, H. (2022). Sustainable Stocks and the Russian War on Ukraine-an Event Study in Europe. CESifo Working Paper(9798), 1-20. http://dx.doi.org/10.2139/ssrn.4137955

Krugman, P. (2022). How the Putin Shock Might Affect the World Economy. Retrieved from https://www.nytimes.com/2022/03/08/opinion/putin-russia-ukraine-economy-sanctions.html

Kuşkaya, S., Ünlü, F., & Gençoğlu, P. (2021). Döviz Kuru ve Üretici Fiyat Endeksi Arasındaki Ilişkinin Sürekli Dalgacık Uyumu Modeli ile Analizi: Türkiye Üzerine Ampirik Bulgular. İzmir İktisat Dergisi, 36(2), 365-378. http://dx.doi.org/10.24988/ije.202136208

Lawler, A. (2022, May 30, 2019). How the Ukraine Conflict is Reshaping Global Oil Markets. Retrieved from https://www.reuters.com/markets/commodities/how-ukraine-conflict-is-reshaping-global-oil-markets-2022-05-30/

Leterme, J. (2020). Can ESG Factors Be Considered as a Systematic Risk Factor for Equity Mutual Funds in the Eurozone? (Master), Université catholique de Louvain. Retrieved from http://hdl.handle.net/2078.1/thesis:24176

Liboreiro, J. (2022, 28/10/2022). European Central Bank Announces New Super Hike of Interest Rates. Retrieved from https://www.euronews.com/my-europe/2022/10/27/ecb-announces-new-super-hike-of-interest-rates-to-tame-inflation-as-recession-draws-nearer

Lim, W. M., Chin, M. W. C., Ee, Y. S., Fung, C. Y., Giang, C. S., Heng, K. S., . . . Weissmann, M. A. (2022). What is at Stake in a War? A Prospective Evaluation of the Ukraine and Russia Conflict for Business and Society. Global Business and Organizational Excellence, 41(6), 23-36. http://dx.doi.org/10.1002/joe.22162

Lo, G. D., Marcelin, I., Bassène, T., & Sène, B. (2022). The Russo-Ukrainian War and Financial Markets: The role of Dependence on Russian Commodities. Finance Research Letters, 50(4), 1-10. http://dx.doi.org/10.1016/j.frl.2022.103194

Lyócsa, Š., & Plíhal, T. (2022). Russia’s Ruble During the Onset of the Russian Invasion of Ukraine in Early 2022: The Role of Implied Volatility and Attention. Finance Research Letters, 48(453), 1-10. http://dx.doi.org/10.1016/j.frl.2022.102995

Managi, S., & Okimoto, T. (2013). Does the Price of Oil Interact with Clean Energy Prices in the Stock Market? Japan and the World Economy, 27(1), 1-9. http://dx.doi.org/10.1016/j.japwor.2013.03.003

Nusair, S. A., & Olson, D. (2022). Dynamic Relationship between Exchange Rates and Stock Prices for the G7 Countries: A Nonlinear ARDL Approach. Journal of International Financial Markets, Institutions and Money, 78(March), 1-20. http://dx.doi.org/10.1016/j.intfin.2022.101541

Partington, R. (2022). Inflation in eurozone hits record 8.6% as Ukraine war continues. The Guardian. Retrieved from https://www.theguardian.com/business/2022/jul/01/inflation-in-eurozone-hits-record-86-as-ukraine-war-continues

Pástor, Ľ., Stambaugh, R. F., & Taylor, L. A. (2021). Sustainable Investing in Equilibrium. Journal of Financial Economics, 142(2), 550-571. http://dx.doi.org/10.1016/j.jfineco.2020.12.011

Qiang, W., Lin, A., Zhao, C., Liu, Z., Liu, M., & Wang, X. (2019). The Impact of International Crude Oil Price Fluctuation on the Exchange Rate of Petroleum-Importing Countries: A Summary of Recent Studies. Natural Hazards, 95(1), 227-239. http://dx.doi.org/10.1007/s11069-018-3501-y

Roubini, N. (2022). Russia’s War and the Global Economy. Retrieved from https://www.project-syndicate.org/onpoint/russias-war-and-the-global-economy-by-nouriel-roubini-2022-02

S&P Global. (2022). European Supply Shock: Sectors and Countries at Most Risk Retrieved from https://www.spglobal.com/market-intelligence/en/news-insights/research/european-supply-shock-sectors-and-countries-at-most-risk

Salisu, A. A., Adekunle, W., Alimi, W. A., & Emmanuel, Z. (2019). Predicting Exchange Rate with Commodity Prices: New Evidence from Westerlund and Narayan (2015) Estimator with Structural Breaks and Asymmetries. Resources Policy, 62(August), 33-56. http://dx.doi.org/10.1016/j.resourpol.2019.03.006

Statista. (2022). Harmonized Index of Consumer Prices (HICP) Inflation Rate of the European Union in March 2022, by Country. Retrieved from https://www.statista.com/statistics/225698/monthly-inflation-rate-in-eu-countries/

Steffen, B., & Patt, A. (2022). A Historical Turning Point? Early Evidence on How the Russia-Ukraine War Changes Public Support for Clean Energy Policies. Energy Research & Social Science, 91(September), 1-10. http://dx.doi.org/10.1016/j.erss.2022.102758

Tobias, A., & Brunnermeier, M. K. (2016). CoVaR. The American Economic Review, 106(7), 1705-1741. http://dx.doi.org/10.1257/aer.20120555

Uddin, G. S., Tiwari, A. K., Arouri, M., & Teulon, F. (2013). On the Relationship between Oil Price and Exchange Rates: A Wavelet Analysis. Economic Modelling, 35(September), 502-507. http://dx.doi.org/10.1016/j.econmod.2013.07.035

Vacha, L., & Barunik, J. (2012). Co-Movement of Energy Commodities Revisited: Evidence from Wavelet Coherence Analysis. Energy Economics, 34(1), 241-247. http://dx.doi.org/10.1016/j.eneco.2011.10.007

Yahya, M., Kanjilal, K., Dutta, A., Uddin, G. S., & Ghosh, S. (2021). Can Clean Energy Stock Price Rule Oil Price? New Evidences from A Regime-Switching Model at First and Second Moments. Energy Economics, 95(3), 1-15. http://dx.doi.org/10.1016/j.eneco.2021.105116

Zalduendo, J. (2006). Determinants of Venezuela’s Equilibrium Real Exchange Rate. IMF Working Paper(06/74), 1-19. http://dx.doi.org/10.5089/9781451863345.001

Zhang, H., Cai, G., & Yang, D. (2020). The Impact of Oil Price Shocks on Clean Energy Stocks: Fresh Evidence from Multi-Scale Perspective. Energy, 196(3), 1-29. http://dx.doi.org/10.1016/j.energy.2020.117099

Zhao, G., Jiang, D., Diao, J., & Qian, L. (2004). Application of Wavelet Time-Frequency Analysis on Fault Diagnosis for Steam Turbine. Paper presented at the 5th International Conference of Acoustical and Vibratory Surveillance Methods and Diagnostic Techniques, France, CETIM.

Downloads

Published

2025-03-19

How to Cite

Muddasir, M., & Camino Ramon-Llorens, M. (2025). Impact of Macroeconomic Factors on S&P Europe 350 ESG Index During the Russo-Ukrainian War. Scientific Annals of Economics and Business, 72(1), 145–164. https://doi.org/10.47743/saeb-2025-0008

Issue

Section

Articles

Similar Articles

1 2 3 4 5 6 7 8 9 10 > >> 

You may also start an advanced similarity search for this article.