ANALYSIS AND MODELING OF FUTURES PRICE DYNAMICS ON INTERNATIONAL EXCHANGES AND PROSPECTS FOR EXCHANGE TRADING DEVELOPMENT IN UKRAINE
Abstract
The article investigates the patterns of formation and forecasting of futures prices on leading international commodity and stock exchanges. The purpose of the study is to analyze the structural dynamics of derivatives trading on global platforms and to apply econometric modeling tools for estimating the conditional volatility of energy futures contracts. The methodology is based on the application of the GARCH(1,1) model to the daily return series of Brent crude oil futures contracts for the period 2019–2025, implemented in the MATLAB environment. The analysis covers trading volumes and asset class structure at CME Group, ICE Futures Europe, and Eurex, with particular emphasis on the record average daily volume of 28.1 million contracts at CME Group in 2025, representing a 6% year-over-year increase. The results demonstrate that the GARCH(1,1) specification adequately captures volatility clustering in futures returns, with statistically significant parameter estimates confirming persistent conditional heteroscedasticity. The Strait of Hormuz crisis in early 2026 is identified as a major supply shock that pushed Brent prices from $61/bbl to $118/bbl within a single quarter. The study contributes to the broader literature on financial market infrastructure by linking global futures price formation with the institutional constraints of emerging exchange systems. Its findings indicate that effective derivatives market development requires not only the introduction of standardized futures instruments but also transparent clearing mechanisms, reliable market data infrastructure, sufficient liquidity, and regulatory harmonization with European financial standards. In the Ukrainian context, the dominance of government bond transactions reflects the limited diversification of organized exchange trading and highlights the need for gradual market deepening through energy, agricultural, and currency derivatives. Therefore, the proposed econometric approach may be used not only for volatility forecasting but also for designing risk-management tools for institutional investors, commodity producers, financial intermediaries, and policymakers involved in rebuilding Ukraine’s capital market architecture.
References
Ballestra L. V., D’Innocenzo E., Tezza C. A GARCH model with two volatility components and two driving factors. arXiv preprint. 2024. URL: https://arxiv.org/abs/2410.14585 (дата звернення: 10.05.2026).
CME Group Reports Record Annual ADV of 28.1 Million Contracts in 2025, Up 6% Year Over Year. CME Group Media Room. 05.01.2026. URL: https://www.cmegroup.com/media-room/press-releases/2026/1/05/cme_group_reportsrecordannualadvof281millioncontractsin2025up6ye.html (дата звернення: 10.05.2026).
CME Group Reports Q1 2026 ADV of 36.2 Million Contracts. SEC Filing 8-K. 2026. URL: https://www.sec.gov/Archives/edgar/data/0001156375/000115637526000016/exhibit9913312026.htm (дата звернення: 10.05.2026).
Фондовий ринок України: кінчай, батьку, торгувати! Главком. 31.03.2025. URL: https://glavcom.ua/economics/finances/fondovij-rinok-ukrajini-kinchaj-batku-torhuvati-1052071.html (дата звернення: 10.05.2026).
Novel forecasting of white maize futures volatility: a hybrid GARCH-based bi-directional LSTM model. Cogent Economics & Finance. 2025. URL: https://www.tandfonline.com/doi/full/10.1080/23322039.2025.2484422 (дата звернення: 10.05.2026).
Oil Price Forecast 2026: Where Brent and WTI May Land. J.P. Morgan Research. 27.02.2026. URL: https://www.jpmorgan.com/insights/global-research/commodities/oil-prices (дата звернення: 10.05.2026).
Lee J., Hwang E. Modeling and forecasting of European Carbon Emission Allowance futures by ARIMA-TX-GARCH models with correlation threshold. arXiv preprint. 2025. URL: https://arxiv.org/abs/2510.07568 (дата звернення: 10.05.2026).
Аграрна біржа: машина часу чи сучасна необхідність? Юридична газета. 16.03.2023. URL: https://yur-gazeta.com/publications/practice/zemelne-agrarne-pravo/agrarna-birzha-mashina-chasu-chi-suchasna-neobhidnist.html (дата звернення: 10.05.2026).
Прогноз МВФ щодо перспектив світової економіки на 2025–2026 роки. Національний інститут стратегічних досліджень. 03.06.2025. URL: https://niss.gov.ua/doslidzhennya/mizhnarodni-vidnosyny/prohnoz-mvf-shchodo-perspektyv-svitovoyi-ekonomiky-na-2025-2026 (дата звернення: 10.05.2026).
Pang T., Zhao Y. On GARCH and Autoregressive Stochastic Volatility Approaches for Market Calibration and Option Pricing. Risks. 2025. Vol. 13, No. 2. Article 31. DOI: https://doi.org/10.3390/risks13020031.
Павленко О. Стратегічні напрями диверсифікації ринків збуту української аграрної продукції. Економіка та суспільство. 2025. № 71. DOI: https://doi.org/10.32782/2524-0072/2025-71-127.
Солодкий М. О. Біржова справа : підручник / за наук. ред. О. М. Сохацької. Тернопіль : ТНЕУ, 2014. 655 с.
Сохацька О. М., Роговська-Іщук І. В., Вінницький С. О. Фундаментальний та технічний аналіз цін товарних та фінансових ринків. Київ : Кондор, 2012. 305 с. URL: http://dspace.wunu.edu.ua/bitstream/316497/608/1/Fumdanentalnyy%20ta%20technichnyy%20analiz.pdf (дата звернення: 10.05.2026).
TradingKey 2025 Markets Recap & Outlook: Crude Oil. TradingKey. 30.01.2026. URL: https://www.tradingkey.com/analysis/commodities/oil/251431285-oil-crude-wti-prices-supply-demand-opec-iea-eia-tradingkey (дата звернення: 10.05.2026).
Crude oil and petroleum product prices increased sharply in the first quarter of 2026. U.S. Energy Information Administration. 07.04.2026. URL: https://www.eia.gov/todayinenergy/detail.php?id=67424 (дата звернення: 10.05.2026).
Short-Term Energy Outlook. U.S. Energy Information Administration. April 2026. URL: https://www.eia.gov/outlooks/steo/ (дата звернення: 10.05.2026).
Водолазська О. А. Аналіз стану та перспектив розвитку організованого ринку цінних паперів в Україні. Інвестиції: практика та досвід. 2025. № 1. С. 113–118. URL: https://www.nayka.com.ua/index.php/investplan/article/view/5417/5470 (дата звернення: 10.05.2026).
Біржова реформа в Україні: шлях до здорового ринку. NV Бізнес. 15.02.2025. URL: https://biz.nv.ua/ukr/economics/torgivlyu-na-birzhi-v-ukrajini-teper-regulyuye-zakonodavstvo-50190132.html (дата звернення: 10.05.2026).
Ballestra, L. V., D’Innocenzo, E., & Tezza, C. (2024). A GARCH model with two volatility components and two driving factors. arXiv preprint. https://arxiv.org/abs/2410.14585
CME Group. (2026, January 5). CME Group reports record annual ADV of 28.1 million contracts in 2025, up 6% year over year. https://www.cmegroup.com/media-room/press-releases/2026/1/05/cme_group_reportsrecordannualadvof281millioncontractsin2025up6ye.html
CME Group Inc. (2026). CME Group reports Q1 2026 ADV of 36.2 million contracts. U.S. Securities and Exchange Commission. https://www.sec.gov/Archives/edgar/data/0001156375/000115637526000016/exhibit9913312026.htm
Hetmantsev, D. (2025, March 31). Fondovyi rynok Ukrainy: Kinchai, batku, torhuvaty! [The stock market of Ukraine: Stop trading, father!]. Hlavkom. https://glavcom.ua/economics/finances/fondovij-rinok-ukrajini-kinchaj-batku-torhuvati-1052071.html
Huang, C.-S., & Sayed, A. (2025). Novel forecasting of white maize futures volatility: A hybrid GARCH-based bi-directional LSTM model. Cogent Economics & Finance, 13(1), Article 2484422. https://doi.org/10.1080/23322039.2025.2484422
J.P. Morgan Research. (2026, February 27). Oil price forecast 2026: Where Brent and WTI may land. https://www.jpmorgan.com/insights/global-research/commodities/oil-prices
Lee, J., & Hwang, E. (2025). Modeling and forecasting of European Carbon Emission Allowance futures by ARIMA-TX-GARCH models with correlation threshold. arXiv preprint. https://arxiv.org/abs/2510.07568
Navalniev, O. (2023, March 16). Ahrarna birzha: Mashyna chasu chy suchasna neobkhidnist? [Agricultural exchange: A time machine or a modern necessity?]. Yurydychna Hazeta. https://yur-gazeta.com/publications/practice/zemelne-agrarne-pravo/agrarna-birzha-mashina-chasu-chi-suchasna-neobhidnist.html
National Institute for Strategic Studies. (2025, June 3). Prohnoz MVF shchodo perspektyv svitovoi ekonomiky na 2025–2026 roky [IMF forecast on the prospects of the world economy for 2025–2026]. https://niss.gov.ua/doslidzhennya/mizhnarodni-vidnosyny/prohnoz-mvf-shchodo-perspektyv-svitovoyi-ekonomiky-na-2025-2026
Pang, T., & Zhao, Y. (2025). On GARCH and autoregressive stochastic volatility approaches for market calibration and option pricing. Risks, 13(2), Article 31. https://doi.org/10.3390/risks13020031
Pavlenko, O. (2025). Stratehichni napriamy dyversyfikatsii rynkiv zbutu ukrainskoi ahrarnoi produktsii [Strategic directions for diversification of sales markets for Ukrainian agricultural products]. Ekonomika ta Suspilstvo, 71. https://doi.org/10.32782/2524-0072/2025-71-127
Solodkyi, M. O. (2014). Birzhova sprava [Exchange activity] (O. M. Sokhatska, Ed.). TNEU.
Sokhatska, O. M., Rohovska-Ishchuk, I. V., & Vinnytskyi, S. O. (2012). Fundamentalnyi ta tekhnichnyi analiz tsin tovarnykh ta finansovykh rynkiv [Fundamental and technical analysis of prices in commodity and financial markets]. Kondor. http://dspace.wunu.edu.ua/bitstream/316497/608/1/Fumdanentalnyy%20ta%20technichnyy%20analiz.pdf
TradingKey. (2026, January 30). TradingKey 2025 markets recap & outlook: Crude oil. https://www.tradingkey.com/analysis/commodities/oil/251431285-oil-crude-wti-prices-supply-demand-opec-iea-eia-tradingkey
U.S. Energy Information Administration. (2026, April 7). Crude oil and petroleum product prices increased sharply in the first quarter of 2026. https://www.eia.gov/todayinenergy/detail.php?id=67424
U.S. Energy Information Administration. (2026, April). Short-term energy outlook. https://www.eia.gov/outlooks/steo/
Vodolazska, O. A. (2025). Analiz stanu ta perspektyv rozvytku orhanizovanoho rynku tsinnykh paperiv v Ukraini [Analysis of the state and prospects for the development of the organized securities market in Ukraine]. Investytsii: Praktyka ta Dosvid, 1, 113–118. https://www.nayka.com.ua/index.php/investplan/article/view/5417/5470
NV Biznes. (2025, February 15). Birzhova reforma v Ukraini: Shliakh do zdorovoho rynku [Exchange reform in Ukraine: The path to a healthy market]. https://biz.nv.ua/ukr/economics/torgivlyu-na-birzhi-v-ukrajini-teper-regulyuye-zakonodavstvo-50190132.html
Copyright (c) 2026 Андрій Глуша

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

