Energy Market Dynamics and Emerging Equity Markets: Insights from A Wavelet-Based Time–Frequency Analysis
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https://doi.org/10.14419/4cdt1t05
Received date: September 16, 2025
Accepted date: November 1, 2025
Published date: November 7, 2025
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Natural Gas; Emerging Markets; Wavelet Coherence; Spillover Effects; Crisis -
Abstract
This study explores the dynamic, time-frequency relationship between international natural gas prices and the equity markets of 23 emerging economies across the APAC, EMEA, and Americas regions. Using wavelet coherence analysis, the research examines how market interactions evolve across different time horizons, with a particular focus on major global crises, including the COVID-19 pandemic and the Russia-Ukraine War. The findings reveal a stark bifurcation fundamentally driven by each nation's net energy trade position. For major gas-exporting nations, such as Qatar, Indonesia, and Mexico, a strong in-phase coherence is identified, where natural gas prices act as a positive leading indicator for equity markets, particularly in the medium- to long-term. Conversely, in major gas-importing economies, including China, South Korea, and European nations like Poland, a powerful anti-phase coherence dominates, with gas prices serving as a negative leading indicator, especially in the short- to medium-term. The analysis confirms that geopolitical shocks, particularly the Russia-Ukraine War, significantly amplify these co-movements, solidifying natural gas as a primary channel for financial risk transmission. The study concludes that natural gas plays a strategic financial role, offering predictive insights for risk mitigation and strategic portfolio allocation across emerging markets.
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References
- Aguiar-Conraria, L., & Soares, M. J. (2014). The continuous wavelet transform: A primer. Journal of Economic Surveys, 28(2), 241-275. https://doi.org/10.1111/joes.12012.
- Al-Gudhea, S., Kakinaka, M., & Miyamoto, H. (2023). Dynamic spillovers between natural gas prices and GCC stock markets: A time-varying analysis. Energy Economics, 127, 107055. https://doi.org/10.1016/j.eneco.2023.107055.
- Al-Rousan, N., Al-Najjar, H., & Al-Najjar, D. (2024). The impact of the Russo-Ukrainian war, COVID-19, and oil prices on global food securi-ty. Heliyon, 10(8), e29279. https://doi.org/10.1016/j.heliyon.2024.e29279.
- Almeida, D., Dionísio, A., Ferreira, P., Aslam, F., & Quintino, D. (2025). Information Flow between Asset Classes during Extreme Events. Physica A Statistical Mechanics and Its Applications, 130687. https://doi.org/10.1016/j.physa.2025.130687.
- Aziz, T., Sadhwani, R., Habibah, U., & Janabi, M. a. M. A. (2020). Volatility spillover among equity and commodity markets. SAGE Open, 10(2). https://doi.org/10.1177/2158244020924418.
- Baffes, J., & Nagle, P. (2022). The disconnect between oil and natural gas prices: A tale of two markets. World Bank Policy Research Working Pa-per No. 10134. https://openknowledge.worldbank.org/handle/10986/37731.
- Bai, S., He, H., Han, C., Yang, M., Shang, W., & Fan, W. (2025). What is the focus of energy supply chain relationship management during geopo-litical risks? Evidence from the stock market based on transaction cost economics. Energy Economics, 148, 108629. https://doi.org/10.1016/j.eneco.2025.108629.
- 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), 8174. https://doi.org/10.3390/en15218174.
- Bashir, M. F. (2022). Oil price shocks, stock market returns, and volatility spillovers: a bibliometric analysis and its implications. Environmental Sci-ence and Pollution Research, 29(16), 22809–22828. https://doi.org/10.1007/s11356-021-18314-4.
- Big-Alabo, T., & Big-Alabo, A. (2023). Russia-Ukraine war and the changing global system. International Journal of Research and Innovation in Social Science, VII(VIII), 529–542. https://doi.org/10.47772/IJRISS.2023.7838.
- Bigerna, S. (2023). Energy price shocks, exchange rates and inflation nexus. Energy Economics, 128, 107156. https://doi.org/10.1016/j.eneco.2023.107156
- Boeck, M., & Zörner, T. O. (2024). Natural gas prices, inflation expectations, and the pass-through to euro area inflation. Energy Economics, 108061. https://doi.org/10.1016/j.eneco.2024.108061.
- Boubaker, S., Karim, S., Naeem, M. A., & Sharma, G. D. (2023). Financial markets, energy shocks, and extreme volatility spillovers. Energy Eco-nomics, 126, 107031. https://doi.org/10.1016/j.eneco.2023.107031.
- Chen, J., Xiao, Z., Bai, J., & Guo, H. (2023). Predicting volatility in natural gas under a cloud of uncertainties. Resources Policy, 82, 103436. https://doi.org/10.1016/j.resourpol.2023.103436.
- Fattouh, B., Rogers, J., & Stern, J. (2019). The dynamics of the global LNG market. In The Oxford Handbook of the Geopolitics of Energy (pp. 352-371). Oxford University Press.
- Gajdzik, B., Wolniak, R., Nagaj, R., Žuromskaitė-Nagaj, B., & Grebski, W. W. (2024). The influence of the global Energy Crisis on energy Effi-ciency: A Comprehensive analysis. Energies, 17(4), 947. https://doi.org/10.3390/en17040947.
- Gkillas, K., Bouri, E., Gupta, R., & Roubaud, D. (2021). Spillovers in the time-varying connectedness of natural gas and financial markets. Journal of Forecasting, 40(3), 478-494. https://doi.org/10.1002/for.2718.
- Gritz, A., & Wolff, G. (2023). Gas and energy security in Germany and central and Eastern Europe. Energy Policy, 184, 113885. https://doi.org/10.1016/j.enpol.2023.113885.
- Gunay, S., Dömötör, B., & Víg, A. A. (2025). Investigation of emerging market stress under various frequency bands: Evidence from FX market uncertainty and liquidity. Emerging Markets Review, 101262. https://doi.org/10.1016/j.ememar.2025.101262.
- Hasanov, F. J., Mahmudlu, C., Deb, K., Abilov, S., & Hasanov, O. (2020). The role of Azeri natural gas in meeting European Union energy security needs. Energy Strategy Reviews, 28, 100464. https://doi.org/10.1016/j.esr.2020.100464.
- Jiang, P., Van Fan, Y., & Klemeš, J. J. (2021). Impacts of COVID-19 on energy demand and consumption: Challenges, lessons and emerging op-portunities. Applied Energy, 285, 116441. https://doi.org/10.1016/j.apenergy.2021.116441
- Kamal, M. M., Roca, E., Li, B., Lin, C., & Reza, R. (2025). Price contagion and risk spillover in the global commodities market: COVID-19 pan-demic vs. global financial crisis. Resources Policy, 103, 105553. https://doi.org/10.1016/j.resourpol.2025.105553.
- Kilian, L., & Park, C. (2009). The impact of oil price shocks on the U.S. stock market. International Economic Review, 50(4), 1267-1287. https://doi.org/10.1111/j.1468-2354.2009.00568.x.
- Li, P., Zhang, P., Guo, Y., & Li, J. (2024). How has the relationship between major financial markets changed during the Russia–Ukraine con-flict? Humanities and Social Sciences Communications, 11(1). https://doi.org/10.1057/s41599-024-04231-7.
- Liu, M., Liu, Y., Wong, C. W., Lai, K., & Tu, E. (2025). The impacts of geopolitics on global Liquefied Natural Gas (LNG) shipping network: Evi-dence from two geopolitical events. Ocean & Coastal Management, 267, 107706. https://doi.org/10.1016/j.ocecoaman.2025.107706.
- Loureiro, J. R., Inchauspe, J., & Aguilera, R. F. (2023). World regional natural gas prices: Convergence, divergence or what? New evi-dence. Journal of Commodity Markets, 32, 100368. https://doi.org/10.1016/j.jcomm.2023.100368.
- Ma, Y., Wei, Q., & Gao, X. (2024). The Impact of Political Risks on Financial Markets: Evidence from a Stock Price Crash Perspec-tive. International Journal of Financial Studies, 12(2), 51. https://doi.org/10.3390/ijfs12020051.
- Mirnezami, S. R., Sohag, K., Jamour, M., Moridi-Farimani, F., & Hosseinian, A. (2023). Spillovers effect of gas price on macroeconomic indicators: A GVAR approach. Energy Reports, 9, 6211–6218. https://doi.org/10.1016/j.egyr.2023.05.222.
- Olayeni, O. R. (2024). The impact of the Russia-Ukraine war on natural gas markets: An interrupted time series analysis. Energy Strategy Reviews, 52, 101314. https://doi.org/10.1016/j.esr.2024.101314.
- Ouyang, Z., Chen, Z., Zhou, X., & Ouyang, Z. (2025). Imported risk in global financial markets: Evidence from cross-market connectedness. The North American Journal of Economics and Finance, 102374. https://doi.org/10.1016/j.najef.2025.102374.
- Pacelli, V., Di Tommaso, C., Foglia, M., & Povia, M. M. (2024). Spillover effects between energy uncertainty and financial risk in the Eurozone banking sector. Energy Economics, 108082. https://doi.org/10.1016/j.eneco.2024.108082.
- Parziale, A., & Gatto, A. (2025). Economic challenges from carbon intensity reduction and energy transition: oil demand shocks, business profita-bility and market structures. International Environmental Agreements Politics Law and Economics. https://doi.org/10.1007/s10784-025-09687-9.
- Phan, I., Luo, X., & Adelopo, I. (2025). Global spillover persistence and market resilience during uncertainty. Journal of Capital Markets Stud-ies. https://doi.org/10.1108/JCMS-03-2025-0031.
- Rahman, S. (2021). The asymmetric effects of oil price shocks on the U.S. stock market. Energy Economics, 105, 105694. https://doi.org/10.1016/j.eneco.2021.105694.
- Reboredo, J. C., & Rivera-Castro, M. A. (2014). Wavelet-based evidence of the impact of oil prices on stock returns. International Review of Eco-nomics & Finance, 29, 101-117. https://doi.org/10.1016/j.iref.2013.05.014.
- Reboredo, J. C., & Ugolini, A. (2022). Climate transition risk, profitability and stock prices. International Review of Financial Analysis, 83, 102271. https://doi.org/10.1016/j.irfa.2022.102271.
- Sadorsky, P. (1999). Oil price shocks and stock market activity. Energy Economics, 21(5), 449-469. https://doi.org/10.1016/S0140-9883(99)00020-1.
- Salisu, A. A., & Ogbonna, A. E. (2021). A new perspective on the nexus between oil and financial markets: The role of textual sentiment. Energy Economics, 99, 105307. https://doi.org/10.1016/j.eneco.2021.105307.
- Salisu, A. A., Vo, X. V., & Olayeni, O. R. (2022). Natural gas markets and the Russia–Ukraine conflict: A note on the interconnected-ness. Resources Policy, 79, 103052. https://doi.org/10.1016/j.resourpol.2022.103052.
- Sesini, M., Giarola, S., & Hawkes, A. D. (2020). The impact of liquefied natural gas and storage on the EU natural gas infrastructure resili-ence. Energy, 209, 118367. https://doi.org/10.1016/j.energy.2020.118367.
- Shahbaz, M., Trabelsi, N., Tiwari, A. K., Abakah, E. J. A., & Jiao, Z. (2021). Relationship between green investments, energy markets, and stock markets in the aftermath of the global financial crisis. Energy Economics, 104, 105655. https://doi.org/10.1016/j.eneco.2021.105655.
- Stern, J. (2017). The new geopolitics of natural gas. The Oxford Institute for Energy Studies Paper, NG 122.
- Sun, Q., & Xu, W. (2018). Wavelet analysis of the co-movement and lead–lag effect among multi-markets. Physica a Statistical Mechanics and Its Applications, 512, 489–499. https://doi.org/10.1016/j.physa.2018.08.102.
- Ti, A., & Husodo, Z. A. (2024). Navigating volatility spillover amidst investor extreme fear in stablecoin and financial markets. Cogent Economics & Finance, 12(1). https://doi.org/10.1080/23322039.2024.2408276.
- Tian, L. (2024). The impact of the Russia-Ukraine conflict on global economic stability and political security. Advances in Economics Management and Political Sciences, 120(1), None. https://doi.org/10.54254/2754-1169/120/20242466.
- Umar, M., Farid, S., & Naeem, M. A. (2022). Time-frequency connectedness among clean-energy stocks and fossil fuel markets: Comparison be-tween financial, oil and pandemic crisis. Energy, 240, 122702. https://doi.org/10.1016/j.energy.2021.122702.
- Van De Ven, D. J., & Fouquet, R. (2016). Historical energy price shocks and their changing effects on the economy. Energy Economics, 62, 204–216. https://doi.org/10.1016/j.eneco.2016.12.009.
- Wang, T., Wu, F., & Zhang, D. (2025). Evolution of the oil and gas price-linkage with multiple uncertainties. Energy Economics, 108893. https://doi.org/10.1016/j.eneco.2025.108893.
- Xing, X., Cong, Y., Wang, Y., & Wang, X. (2023). The impact of COVID-19 and war in Ukraine on energy prices of oil and natural gas. Sustainability, 15(19), 14208. https://doi.org/10.3390/su151914208.
- Yousfani, K., Iftikhar, H., Rodrigues, P. C., Armas, E. a. T., & López-Gonzales, J. L. (2025). Global Shocks and Local Fragilities: A Financial Stress Index approach to Pakistan’s monetary and asset market dynamics. Economies, 13(8), 243. https://doi.org/10.3390/economies13080243.
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How to Cite
Sharma, S. ., & Katoch , D. R. . (2025). Energy Market Dynamics and Emerging Equity Markets: Insights from A Wavelet-Based Time–Frequency Analysis. International Journal of Accounting and Economics Studies, 12(7), 267-276. https://doi.org/10.14419/4cdt1t05
