Spillover between the oil market and the freight market

Document Type : Original Article

Author
Associate Professor, Department of Maritime Transport, Faculty of Economics and Management, Khorramshahr University of Marine Science and Technology, Khorramshahr, Iran.
Abstract
Advances in information technology have led to the impact of markets on each other, and given the tradability of freight rates, a proper understanding of market volatility and spillover is essential for freight rate traders. This paper examines the spillover of volatility between the oil market and the tanker and bulk freight market. This study is conducted using daily data. The results show that the tanker market has a higher volatility spillover and the bulk cargo market experiences less volatility. This indicates that the tanker market is more integrated than the bulk cargo market and the oil market. Oil price fluctuations contribute more to the volatility spillover to the tanker market. In periods of significant oil price decline and increased volatility in the oil market, oil prices are an important source of spillover volatility. In the bulk cargo freight market, the smaller the size of the ships, the greater the level of spillover volatility, and conversely, it will be lower in larger ships. During periods of regional wars, the spillover volatility intensifies
Keywords

-Adebayo, T. S., Kartal, M. T., & Ullah, S. (2023). Role of hydroelectricity and natural gas consumption on environmental sustainability in the United States: evidence from novel time-frequency approaches. Journal of Environmental Management, 328, 116987. doi.org/10.1016/j.jenvman.2022.116987
Ahmed, W. A., & Rios, A. (2022). Digitalization of the international shipping and maritime logistics industry: a case study of TradeLens. Elsevier, In The Digital Supply Chain, 309-323.
-Ajith, P., Raju, T. B., Gupta, R., & Kulshrestha, N. (2023). Volatility in tanker freight markets. Case Studies on Transport Policy, 12, 100993. doi.org/10.1016/j.cstp.2023.100993
-Akinsola, M. O., & Odhiambo, N. M. (2020). Asymmetric effect of oil price on economic growth: Panel analysis of low-income oil-importing countries. Energy Reports, 6, 1057-1066.
-Al-Hajieh, H. (2023). Predictive directional measurement volatility spillovers between the US and selected Asian Pacific countries. Cogent Economics Finance, 11(1), 2173124. doi.org/10.1080/23322039.2023.2173124
-Alamgir, F., & Amin, S. B. (2021). The nexus between oil price and stock market: Evidence from South Asia. Energy Reports, 7, 693-703. doi.org/10.1016/j.egyr.2021.01.027
-Alkathery, M. A., Chaudhuri, K., & Nasir, M. A. (2022). Implications of clean energy, oil and emissions pricing for the GCC energy sector stock. Energy Economics, 112, 106119. doi.org/10.1016/j.eneco.2022.106119
-Altunöz, U. (2022). The nonlinear and asymetric passthrough effect of crude oil prices on inflation. OPEC Energy Review, 46(1),
31-46. doi.org/10.1111/opec.12221
Amin, M. R., & Mollick, A. V. (2022). Stock returns, oil prices and leverage: evidence from US firms. International Journal of Managerial Finance, 18(5), 785-811.
-Arena, M., Azzone, G., Ratti, S., Urbano, V. M., & Vecchio, G. (2023). Sustainable development goals and corporate reporting: An empirical investigation of the oil and gas industry. Sustainable Development, 31(1),
12-25. doi.org/10.1002/sd.2369
Babar, M., Ahmad, H., & Yousaf, I. (2024). Returns and volatility spillover between agricultural commodities and emerging stock markets: new evidence from COVID-19 and Russian-Ukrainian war. International Journal of Emerging Markets, 19(11), 4049-4072. doi.org/10.1108/IJOEM-02-2022-0226
Buyukkara, G., Kucukozmen, C. C., & Uysal, E. T. (2022). Optimal hedge ratios and hedging effectiveness: An analysis of the Turkish futures market. Borsa Istanbul Review, 22(1), 92-102. doi.org/10.1016/j.bir.2021.02.002
-Cadena-Silva, J. P., Lara, J. A. S., & Fernández, J. M. R. (2025). Stock market volatility and oil shocks: A study of G7 economies. International Review of Financial Analysis, 103, 104218. doi.org/10.1016/j.irfa.2025.104218
Cai, Y., Zhang, Y., & Zhang, A. (2025). Oil price shocks and airlines stock return and volatility–A GFEVD analysis. Economics of Transportation, 41, 100396.
-Castro, C., Jiménez-Rodríguez, R., & Kizys, R. (2023). Time-varying relation between oil shocks and European stock market returns. Journal of Risk Financial Management, 16(3), 174. doi.org/10.3390/jrfm16030174
-Chen, D., & Yang, D. (2025). Impact of external uncertainties on internal volatility spillovers among shipping freight markets. Maritime Policy Management, 1-24. doi.org/10.1080/03088839.2025.2511720
-Chen, F., Sha, Y., Ji, H., Peng, K., & Liang, X. (2025). Multifractal Analysis and Machine Learning-Based Predictive Modeling of the Tanker Freight Market: Unraveling Complexity Across Four Breaks.
-Chkili, W. (2022). The links between gold, oil prices and Islamic stock markets in a regime switching environment. Eurasian Economic Review, 12(1), 169-186.
-Chrysafis, K. A., Theotokas, I. N., & Lagoudis, I. N. (2022). Managing fuel price variability for ship operations through contracts using fuzzy TOPSIS. Research in Transportation Business Management, 43, 100778.
-Coskun, M., & Taspinar, N. (2022). Volatility spillovers between Turkish energy stocks and fossil fuel energy commodities based on time and frequency domain approaches. Resources Policy, 79, 102968.
-Dadzie, P., Nambie, N. B., & Obobi, B. A. (2023). Impact of petroleum energy price volatility on commodity prices in Ghana. International Journal of Economics Financial Issues, 13(1), 73-82.
-Deniz, M., & Heyderov, A. (2024). Disturbing Effects of Global Oil Price Changes: Case of Azerbaijan. İnsan ve Toplum Bilimleri Araştırmaları Dergisi, 13(1), 422-445. doi.org/10.15869/itobiad.1415888
-Deyshappriya, N. R., Rukshan, I., & Padmakanthi, N. D. (2023). Impact of oil price on economic growth of OECD countries: a dynamic panel data analysis. Sustainability, 15(6), 4888.
-Dutta, A., Bouri, E., Rothovius, T., Azoury, N., & Uddin, G. S. (2024). Does oil price volatility matter for the US transportation industry? Energy, 290, 130194.
-Ejaz, R., Ashraf, S., Hassan, A., & Gupta, A. (2022). An empirical investigation of market risk, dependence structure, and portfolio management between green bonds and international financial markets. Journal of Cleaner Production, 365, 132666. doi.org/10.1016/j.jclepro.2022.132666
-Ertugrul, H. M., Polat, O., Yıldırım, D. Ç., & Açık, A. (2024). Dynamic Interlinkages Between Precious Metal, Exchange Rate and Crude Oil: Evidence from an Extended TVPVAR Analysis. Computational Economics, 1-26.
-Fei, Y., Chen, J., Wan, Z., Shu, Y., Xu, L., Li, H., Zheng, T. (2020). Crude oil maritime transportation: Market fluctuation characteristics and the impact of critical events. Energy Reports, 6, 518-529.
Fricaudet, M., Rehmatulla, N., & Smith, T. (2022). Understanding the scale of the stranded asset risks in the shipping industry. Available at SSRN 4181191.
-Gong, M., You, Z., Wang, L., & Ruan, D. (2024). Research of the non-linear dynamic relationship between global economic policy uncertainty and crude oil prices. Journal of Asian Economics, 90, 101673. doi.org/10.1016/j.asieco.2023.101673
-Gong, X., Wang, M., & Shao, L. (2022).
The impact of macro economy on the oil price volatility from the perspective of mixing frequency. International Journal of Finance Economics, 27(4), 4487-4514.
Guo, H., Guo, N., Jia, W., Meng, B., & Sui, C. (2025). Dynamic linkage and extreme risk spillover between international crude oil futures and clean product tanker markets. Maritime Policy Management, 1-27.
-Guo, J., Long, S., & Luo, W. (2022). Nonlinear effects of climate policy uncertainty and financial speculation on the global prices of oil and gas. International Review of Financial Analysis, 83, 102286.
-Horobet, A., Zlatea, M. L. E., Belascu, L., & Dumitrescu, D. G. (2022). Oil price volatility and airlines' stock returns: Evidence from the global aviation industry. Journal of Business Economics Management, 23(2), 284-304. doi.org/10.3846/jbem.2022.16094
Huang, Y., & Li, F. (2022). Research on the time-varying spillover effect of international crude oil price on China’s exchange rate. Energy Reports, 8, 138-148.
Kilian, L., & Zhou, X. (2022). Oil prices, exchange rates and interest rates. Journal of International Money Finance, 126, 102679. doi.org/10.1016/j.jimonfin.2022.102679
-Kiracı, K., Yaşar, M., Zelka, A., & Angay, C. (2025). Analysis of the Causality between Airline Price Index and Dollar and Oil Prices. Current Research in Social Sciences, 11(1), 206-224.
-Kirchner, J. W. (2022). Impulse response functions for nonlinear, nonstationary, and heterogeneous systems, estimated by deconvolution and demixing of noisy time series. Sensors, 22(9), 3291. doi.org/10.3390/s22093291
-Kwon, D. (2022). The impacts of oil price shocks and United States economic uncertainty on global stock markets. International Journal of Finance Economics, 27(2), 1595-1607. doi.org/10.1002/ijfe.2232
-Li, X.-X., & Yip, T. L. (2023). Dynamic interdependence and volatility spillovers across bunker fuel markets and shipping freight markets. Maritime Policy Management, 50(3), 351-374. doi.org/10.1080/03088839.2021.2005265
Li, Y., Huang, J., Gao, W., & Zhang, H. (2021). Analyzing the time-frequency connectedness among oil, gold prices and BRICS geopolitical risks. Resources Policy, 73, 102134. doi.org/10.1016/j.resourpol.2021.102134
-Lu, M., Chang, B. H., Salman, A., Razzaq, M. G. A., & Uddin, M. A. (2023). Time varying connectedness between foreign exchange markets and crude oil futures prices. Resources Policy, 86, 104128.
-Lu, Q., Umair, M., Qin, Z., & Ullah, M. (2024). Exploring the nexus of oil price shocks: Impacts on financial dynamics and carbon emissions in the crude oil industry. Energy, 312, 133415. doi.org/10.1016/j.energy.2024.133415
-Magalhães, L. A., Silva, T. C., & Tabak, B. M. (2022). Hedging commodities in times of distress: The case of COVID19. Journal of Futures Markets, 42(10), 1941-1959. doi.org/10.1002/fut.22365
-Mansouri Daneshvar, M. R., Sohrabi, A., Sadeghi, A., & Khatami, R. (2024).
An overview of causal factors in fluctuations of some economic indices in Iran using impulse response analysis (1990–2022). Modeling Earth Systems Environment, 10(2), 1959-1971. doi.org/10.1007/s40808-023-01886-0
-Mensi, W., Aslan, A., Vo, X. V., & Kang, S. H. (2023). Time-frequency spillovers and connectedness between precious metals, oil futures and financial markets: Hedge and safe haven implications. International Review of Economics Finance, 83, 219-232.
-Mensi, W., Naeem, M. A., Vo, X. V., & Kang, S. H. (2022). Dynamic and frequency spillovers between green bonds, oil and G7 stock markets: Implications for risk management. Economic Analysis Policy, 73, 331-344.
-Narayan, P. K., & Sharma, S. S. (2023). Understanding mispricing in the travel and leisure industry. International Review of Financial Analysis, 90, 102869. doi.org/10.1016/j.irfa.2023.102869
-Nusair, S. A., & Al-Khasawneh, J. A. (2023). Changes in oil price and economic policy uncertainty and the G7 stock returns: evidence from asymmetric quantile regression analysis. Economic Change Restructuring, 56(3),
1849-1893.
-Peng, C., Zhu, H., Guo, Y., & Chen, X. (2018). Risk spillover of international crude oil to China's firms: Evidence from granger causality across quantile. Energy Economics, 72,
188-199. doi.org/10.1016/j.eneco.2018.04.007
-Pinho, C., & Maldonado, I. (2022). Commodity and equity markets: Volatility and return spillovers. Commodities, 1(1), 18-33. doi.org/10.3390/commodities1010003
-Prodromou, T., & Demirer, R. (2022). Oil price shocks and cost of capital: Does market liquidity play a role? Energy Economics, 115, 106340.
-Psaraftis, H. N., & Lagouvardou, S. (2023). Ship speed vs power or fuel consumption: Are laws of physics still valid? Regression analysis pitfalls and misguided policy implications. Cleaner Logistics Supply Chain, 7, 100111. doi.org/10.1016/j.clscn.2023.100111
-Regis, M., Serra, P., & Van Den Heuvel, E. R. (2022). Random autoregressive models: A structured overview. Econometric Reviews, 41(2), 207-230.
-Rukh, L., Rehman, S. U., & Zeb, A. (2023). Impact of Macro and Micro Economic Variables on Volatility of Stock Prices: Empirical Evidence from Pakistan's Cement Industry. Global Management Sciences Review, 8(1), 22-33.
-Saidu, M., Naseem, N., Law, S., & Yasmin, B. (2021). Exploring the asymmetric effect of oil price on exchange rate: Evidence from the top six African net oil importers. Energy Reports, 7, 8238-8257.
-Shih, Y.-C., Tzeng, Y.-A., Cheng, C.-W., & Huang, C.-H. (2023). Speed and fuel ratio optimization for a dual-fuel ship to minimize its carbon emissions and cost. Journal of Marine Science Engineering, 11(4), 758. doi.org/10.3390/jmse11040758
-Sreenu, N. (2022). Impact of crude oil price uncertainty on indian stock market returns: Evidence from oil price volatility index. Energy Strategy Reviews, 44, 101002.
-Staugaitis, A. J., & Vaznonis, B. (2022). Financial speculation impact on agricultural and other commodity return volatility: Implications for sustainable development and food security. Agriculture, 12(11), 1892. doi.org/10.3390/agriculture12111892
-Sun, X., Haralambides, H., & Liu, H. (2019). Dynamic spillover effects among derivative markets in tanker shipping. Transportation Research Part E: Logistics Transportation Review, 122, 384-409.
-Tabash, M. I., Issa, S. S., Mansour, M., Saleh, M. W., Rahrouh, M., AlQeisi, K., & Al-Absy, M. S. M. (2025). Dynamic Shock-Transmission Mechanism Between US Trade Policy Uncertainty and Sharia-Compliant Stock Market Volatility of GCC Economies. Risks, 13(3), 56.
-Tang, C., Aruga, K., & Hu, Y. (2023).
The dynamic correlation and volatility spillover among green bonds, clean energy stock, and fossil fuel market. Sustainability, 15(8), 6586. doi.org/10.3390/su15086586
Tiwari, A. K., Aye, G. C., Gupta, R., & Gkillas, K. (2020). Gold-oil dependence dynamics and the role of geopolitical risks: Evidence from a Markov-switching time-varying copula model. Energy Economics, 88, 104748.
-Tuna, V. E., Tuna, G., & Kostak, N. (2021). The effect of oil market shocks on the stock markets: Time-varying asymmetric causal relationship for conventional and Islamic stock markets. Energy Reports, 7, 2759-2774. doi.org/10.1016/j.egyr.2021.04.057
-Umar, Z., Aziz, M. I. A., Zaremba, A., & Tran, D. K. (2023). Modelling dynamic connectedness between oil price shocks and exchange rates in ASEAN+ 3 economies. Applied Economics, 55(23), 2676-2693. doi.org/10.1080/00036846.2022.2104801
-Ustaoglu, E. (2025). Static and dynamic return and volatility connectedness between transportation tokens and transportation indices: Evidence from quantile connectedness approach. The North American Journal of Economics Finance, 75, 102312. doi.org/10.1016/j.najef.2024.102312
-Wang, Q., Zhou, J., Li, Z., & Liu, S. (2025). Towards Sustainable Shipping: Joint Optimization of Ship Speed and Bunkering Strategy Considering Ship Emissions. Atmosphere, 16(3), 285.
  -Wei, P., Li, Y., Ren, X., & Duan, K. (2022). Crude oil price uncertainty and corporate carbon emissions. Environmental Science Pollution Research, 29(2), 2385-2400. doi.org/10.1007/s11356-021-15837-8
-Wen, F., Zhang, M., Xiao, J., & Yue, W. (2022). The impact of oil price shocks on the risk-return relation in the Chinese stock market. Finance Research Letters, 47, 102788. doi.org/10.1016/j.frl.2022.102788
-Xu, L., & Yu, Q. (2022). Performance analysis: using the Northern Sea Route as an alternative to traditional routes. Journal of Marine Science Technology, 30(6), 7.
-Yang, Y., Gai, T., Cao, M., Zhang, Z., Zhang, H., & Wu, J. (2023). Application of group decision making in shipping industry 4.0: bibliometric analysis, trends, and future directions. Systems, 11(2), 69-70.
-Zeng, H., & Lu, R. (2022). High-frequency volatility connectedness and time-frequency correlation among Chinese stock and major commodity markets around COVID-19. Investment Management Financial Innovations, 19(2), 260-261.
-Zhang, Y., & Qiao, J. (2023). A ship performance and genetic algorithm-based decision support system for vessel speed optimisation of ocean route. International Journal of Shipping Transport Logistics,
 17
(1-2), 107-145.
-Ziadat, S. A., & AlKhouri, R. (2022). Revisiting volatility spillovers in the Gulf Cooperation Council. Cogent Economics Finance, 10(1), 2031683.