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The spillover effects of trade policy uncertainty on the shipping industry

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  • Chen, Yanhui
  • Chen, Chujun
  • Fatema, Kaniz
  • Mi, Jackson Jinhong

Abstract

The United States' recent reciprocal tariffs have created great uncertainty for the global trade. This paper studies the spillover effect of trade policy uncertainty (TPU) on the whole shipping industry in quantiles and frequencies. Through wavelet coherence analysis, this paper quantifies the time lags of TPU's propagations, revealing that short-term (1–2 weeks) chaos dominates initial responses, while mid- (2–26 weeks) and long-term (>26 weeks) effects underpin market adaptation and structural adjustments. Then, the BK-frequency model further demonstrates that positive spillovers from TPU to various shipping variables, such as freight-rate indices and vessel prices, emerge after two weeks and intensify over six months. Moreover, under extreme TPU drops, the long-term (>26 weeks) spillover effect on the shipping system becomes more pronounced, highlighting the restored confidence among industry practitioners following the easing of trade tensions. Finally, considering current industry practices, the direction of trade policy after the 90-day suspension period is pivotal, as it coincides with the peak season for container shipping, potentially driving a decrease in freight rates amid new tariffs and inventory shortfalls. The research benefits industry stakeholders and policymakers in taking targeted measures to cope with the impact of trade policy changes at the right time.

Suggested Citation

  • Chen, Yanhui & Chen, Chujun & Fatema, Kaniz & Mi, Jackson Jinhong, 2025. "The spillover effects of trade policy uncertainty on the shipping industry," Research in Transportation Economics, Elsevier, vol. 114(C).
  • Handle: RePEc:eee:retrec:v:114:y:2025:i:c:s0739885925001398
    DOI: 10.1016/j.retrec.2025.101656
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    1. Dario Caldara & Matteo Iacoviello, 2022. "Measuring Geopolitical Risk," American Economic Review, American Economic Association, vol. 112(4), pages 1194-1225, April.
    2. Olaolu Richard Olayeni, 2016. "Causality in Continuous Wavelet Transform Without Spectral Matrix Factorization: Theory and Application," Computational Economics, Springer;Society for Computational Economics, vol. 47(3), pages 321-340, March.
    3. Wang, Jialu & Mishra, Shekhar & Sharif, Arshian & Chen, Huangen, 2024. "Dynamic spillover connectedness among green finance and policy uncertainty: Evidence from QVAR network approach," Energy Economics, Elsevier, vol. 131(C).
    4. Caldara, Dario & Iacoviello, Matteo & Molligo, Patrick & Prestipino, Andrea & Raffo, Andrea, 2020. "The economic effects of trade policy uncertainty," Journal of Monetary Economics, Elsevier, vol. 109(C), pages 38-59.
    5. Yap, Wei Yim & Yang, Dong, 2024. "Geopolitical tension and shipping network disruption: Analysis of the Red Sea crisis on container port calls," Journal of Transport Geography, Elsevier, vol. 121(C).
    6. Hoque, Mohammad Enamul & Billah, Mabruk & Kapar, Burcu & Naeem, Muhammad Abubakr, 2024. "Quantifying the volatility spillover dynamics between financial stress and US financial sectors: Evidence from QVAR connectedness," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    7. Vacha, Lukas & Barunik, Jozef, 2012. "Co-movement of energy commodities revisited: Evidence from wavelet coherence analysis," Energy Economics, Elsevier, vol. 34(1), pages 241-247.
    8. Bin Meng & Shuiyang Chen & Hercules Haralambides & Haibo Kuang & Lidong Fan, 2023. "Information spillovers between carbon emissions trading prices and shipping markets: A time-frequency analysis," Post-Print hal-04046290, HAL.
    9. Wolfgang Drobetz & Konstantinos Gavriilidis & Styliani-Iris Krokida & Dimitris Tsouknidis, 2021. "The effects of geopolitical risk and economic policy uncertainty on dry bulk shipping freight rates," Applied Economics, Taylor & Francis Journals, vol. 53(19), pages 2218-2229, April.
    10. Bin Meng & Shuiyang Chen & Hercules Haralambides & Haibo Kuang & Lidong Fan, 2023. "Information spillovers between carbon emissions trading prices and shipping markets: A time-frequency analysis," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-04046290, HAL.
    11. Xie, Qiwei & Cheng, Lu & Liu, Ranran & Zheng, Xiaolong & Li, Jingyu, 2023. "COVID-19 and risk spillovers of China's major financial markets: Evidence from time-varying variance decomposition and wavelet coherence analysis," Finance Research Letters, Elsevier, vol. 52(C).
    12. Kyle Handley & Nuno Limão, 2022. "Trade Policy Uncertainty," Annual Review of Economics, Annual Reviews, vol. 14(1), pages 363-395, August.
    13. Chen, Zhiyuan & Wang, Zhihao & Zhu, Ting & Gu, Kejian & Tang, Ying, 2025. "Trade policy uncertainty and market diversification by risk-averse firms," China Economic Review, Elsevier, vol. 91(C).
    14. Jianchun Fang & Giray Gozgor & Chi Keung Marco Lau & Neelu Seetaram, 2022. "Does policy uncertainty affect economic globalization? An empirical investigation," Applied Economics, Taylor & Francis Journals, vol. 54(22), pages 2510-2528, May.
    15. Mei, Dexiang & Xie, Yutang, 2022. "U.S. grain commodity futures price volatility: Does trade policy uncertainty matter?," Finance Research Letters, Elsevier, vol. 48(C).
    16. Aviral Kumar Tiwari & Muhammad Shahbaz & Haslifah M. Hasim & Mohamed M. Elheddad, 2019. "Analysing the spillover of inflation in selected Euro-area countries," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 17(3), pages 551-577, September.
    17. Bo Lin & Liu Yuan & Bo Lu, 2023. "How Does Trade Policy Uncertainty Affect Supply Chain Efficiency: A Case Study of Listed Companies of Chinese Port Industry," Sustainability, MDPI, vol. 15(9), pages 1-13, April.
    18. Chen, Jinyu & Huang, Yuxin & Ren, Xiaohang & Qu, Jingxiao, 2022. "Time-varying spillovers between trade policy uncertainty and precious metal markets: Evidence from China-US trade conflict," Resources Policy, Elsevier, vol. 76(C).
    19. Jozef Baruník & Tomáš Křehlík, 2018. "Measuring the Frequency Dynamics of Financial Connectedness and Systemic Risk," Journal of Financial Econometrics, Oxford University Press, vol. 16(2), pages 271-296.
    20. Cao, Yan & Cheng, Sheng, 2021. "Impact of COVID-19 outbreak on multi-scale asymmetric spillovers between food and oil prices," Resources Policy, Elsevier, vol. 74(C).
    21. Alexandra Fratila (Adam) & Ioana Andrada Gavril (Moldovan) & Sorin Cristian Nita & Andrei Hrebenciuc, 2021. "The Importance of Maritime Transport for Economic Growth in the European Union: A Panel Data Analysis," Sustainability, MDPI, vol. 13(14), pages 1-23, July.
    22. Meng, Bin & Chen, Shuiyang & Haralambides, Hercules & Kuang, Haibo & Fan, Lidong, 2023. "Information spillovers between carbon emissions trading prices and shipping markets: A time-frequency analysis," Energy Economics, Elsevier, vol. 120(C).
    23. Chen, Yanhui & Zhou, Xiaoyu & Chen, Shun & Mi, Jackson Jinhong, 2024. "LNG freight rate and LNG price, carbon price, geopolitical risk: A dynamic connectedness analysis," Energy, Elsevier, vol. 302(C).
    24. Jan Hoffmann & Naima Saeed & Sigbjørn Sødal, 2020. "Liner shipping bilateral connectivity and its impact on South Africa’s bilateral trade flows," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 22(3), pages 473-499, September.
    25. Wang, Xiaoyu & Wang, Jiaojiao & Wang, Wenhuan & Zhang, Shuquan, 2023. "International and Chinese energy markets: Dynamic spillover effects," Energy, Elsevier, vol. 282(C).
    26. Karabulut, Gokhan & Bilgin, Mehmet Huseyin & Doker, Asli Cansin, 2020. "The relationship between commodity prices and world trade uncertainty," Economic Analysis and Policy, Elsevier, vol. 66(C), pages 276-281.
    27. Chatziantoniou, Ioannis & Gabauer, David & Gupta, Rangan, 2023. "Integration and risk transmission in the market for crude oil: New evidence from a time-varying parameter frequency connectedness approach," Resources Policy, Elsevier, vol. 84(C).
    28. Shang, Mengya & Zhang, Lin & Duan, Hongcheng & Wang, Lizhi & Xiao, Nanyun, 2025. "Trade policy uncertainty, shipping risk, and commodity markets," Finance Research Letters, Elsevier, vol. 73(C).
    29. Ying Wang & Hongwei Zhang & Wang Gao & Cai Yang, 2023. "Spillover effects from news to travel and leisure stocks during the COVID-19 pandemic: Evidence from the time and frequency domains," Tourism Economics, , vol. 29(2), pages 460-487, March.
    30. Gozgor, Giray & Tiwari, Aviral Kumar & Demir, Ender & Akron, Sagi, 2019. "The relationship between Bitcoin returns and trade policy uncertainty," Finance Research Letters, Elsevier, vol. 29(C), pages 75-82.
    31. Yang, Cai & Niu, Zibo & Gao, Wang, 2022. "The time-varying effects of trade policy uncertainty and geopolitical risks shocks on the commodity market prices: Evidence from the TVP-VAR-SV approach," Resources Policy, Elsevier, vol. 76(C).
    32. Huang, Zhigang & Zhang, Weilan, 2024. "Exploring the Spillover effects of tail risk fluctuations in the RMB exchange rate—The time-frequency and quantile connectivity perspective," Research in International Business and Finance, Elsevier, vol. 72(PB).
    33. Melas Konstantinos D. & Michail Nektarios A. & Louca Kyriaki G., 2025. "Trade Uncertainty, Economic Policy Uncertainty and Shipping Costs," German Economic Review, De Gruyter, vol. 26(1), pages 15-33.
    34. Alomari, Mohammed & Belghouthi, Houssem Eddine & Mensi, Walid & Vo, Xuan Vinh & Kang, Sang Hoon, 2024. "Extreme time-frequency connectedness between energy sector markets and financial markets," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 847-877.
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    JEL classification:

    • F10 - International Economics - - Trade - - - General
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • R40 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - General

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