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Higher-order co-moment contagion during Trump’s second presidential term: A trade policy uncertainty perspective

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  • Bouri, Elie
  • Jalkh, Naji
  • Demir, Ender

Abstract

Donald Trump's second presidential term continues to shape economic and trade policies as well as the dynamics of financial markets. In this paper, we examine whether U.S. trade policy uncertainty (TPU) under Trump’s second term triggers financial contagion with asset classes through higher-order moments of asset returns. Our analysis extends recent studies that consider abnormal returns and the dynamics of asset correlations around the tariffs announcements and contributes to the literature that links political transitions and trade policy uncertainty with financial markets beyond the first and second moments by considering higher-order comoment contagion. Using daily data on U.S. equities, U.S. treasury and corporate bonds, U.S. dollar index, gold, crude oil, and Bitcoin, we consider the 2024 U.S. presidential election, 2025 presidential inauguration, and liberation day. Overall, the results show evidence of contagion in co-volatility, co-skewness, and co-kurtosis between US trade policy uncertainty and each of the examined assets following the three events. This highlights the substantial exposure of these assets to Trump's proposed tariffs, which has important implications for the decision-making processes of various economic actors.

Suggested Citation

  • Bouri, Elie & Jalkh, Naji & Demir, Ender, 2025. "Higher-order co-moment contagion during Trump’s second presidential term: A trade policy uncertainty perspective," Research in International Business and Finance, Elsevier, vol. 79(C).
  • Handle: RePEc:eee:riibaf:v:79:y:2025:i:c:s0275531925002843
    DOI: 10.1016/j.ribaf.2025.103028
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    References listed on IDEAS

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    1. 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.
    2. Geert Bekaert & Michael Ehrmann & Marcel Fratzscher & Arnaud Mehl, 2014. "The Global Crisis and Equity Market Contagion," Journal of Finance, American Finance Association, vol. 69(6), pages 2597-2649, December.
    3. Rüdiger Fahlenbrach & Kevin Rageth & René M Stulz, 2021. "How Valuable Is Financial Flexibility when Revenue Stops? Evidence from the COVID-19 Crisis [The risk of being a fallen angel and the corporate dash for cash in the midst of COVID]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5474-5521.
    4. Hui, Eddie Chi-man & Chan, Ka Kwan Kevin, 2014. "The global financial crisis: Is there any contagion between real estate and equity markets?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 405(C), pages 216-225.
    5. Pástor, Ľuboš & Veronesi, Pietro, 2013. "Political uncertainty and risk premia," Journal of Financial Economics, Elsevier, vol. 110(3), pages 520-545.
    6. Chih-Chiang Wu & Wei-Peng Chen & Nattawadee Korsakul, 2025. "Extreme risk spillover in the equity markets: Evidence from the U.S.–China trade war," Review of Quantitative Finance and Accounting, Springer, vol. 65(3), pages 1203-1228, October.
    7. Bianconi, Marcelo & Esposito, Federico & Sammon, Marco, 2021. "Trade policy uncertainty and stock returns," Journal of International Money and Finance, Elsevier, vol. 119(C).
    8. Simon Gilchrist & Egon Zakrajsek, 2012. "Credit Spreads and Business Cycle Fluctuations," American Economic Review, American Economic Association, vol. 102(4), pages 1692-1720, June.
    9. Yang, Cai & Zhang, Hongwei & Qin, Yun & Niu, Zibo, 2024. "Partisan conflict, trade policy uncertainty, and the energy market," Research in International Business and Finance, Elsevier, vol. 71(C).
    10. Travis Cable & Amir Mani & Wei Qi & Georgios Sotiropoulos & Yiyuan Xiong, 2025. "On the Efficacy of Shorting Corporate Bonds as a Tail Risk Hedging Solution," Papers 2504.06289, arXiv.org.
    11. Renée Fry-McKibbin & Cody Yu-Ling Hsiao, 2018. "Extremal dependence tests for contagion," Econometric Reviews, Taylor & Francis Journals, vol. 37(6), pages 626-649, July.
    12. Apergis, Nicholas & Christou, Christina & Kynigakis, Iason, 2019. "Contagion across US and European financial markets: Evidence from the CDS markets," Journal of International Money and Finance, Elsevier, vol. 96(C), pages 1-12.
    13. Alan J. Auerbach & Yuriy Gorodnichenko, 2013. "Corrigendum: Measuring the Output Responses to Fiscal Policy," American Economic Journal: Economic Policy, American Economic Association, vol. 5(3), pages 320-322, August.
    14. Cheng, Natalie Fang Ling & Hasanov, Akram Shavkatovich & Poon, Wai Ching & Bouri, Elie, 2023. "The US-China trade war and the volatility linkages between energy and agricultural commodities," Energy Economics, Elsevier, vol. 120(C).
    15. Mardi Dungey & Renee Fry & Brenda Gonzalez-Hermosillo & Vance Martin, 2005. "Empirical modelling of contagion: a review of methodologies," Quantitative Finance, Taylor & Francis Journals, vol. 5(1), pages 9-24.
    16. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    17. Fry, Renée & Martin, Vance L. & Tang, Chrismin, 2010. "A New Class of Tests of Contagion With Applications," Journal of Business & Economic Statistics, American Statistical Association, vol. 28(3), pages 423-437.
    18. Forbes, Kristin J. & Warnock, Francis E., 2012. "Capital flow waves: Surges, stops, flight, and retrenchment," Journal of International Economics, Elsevier, vol. 88(2), pages 235-251.
    19. Fry-McKibbin, Renée & Greenwood-Nimmo, Matthew & Hsiao, Cody Yu-Ling & Qi, Lin, 2022. "Higher-order comoment contagion among G20 equity markets during the COVID-19 pandemic," Finance Research Letters, Elsevier, vol. 45(C).
    20. Adeel Riaz & Assad Ullah & Li Xingong, 2024. "Does trade policy uncertainty in China and USA matter for key financial markets?," Economic Change and Restructuring, Springer, vol. 57(2), pages 1-30, April.
    21. Rao, Amar & Lucey, Brian & Kumar, Satish, 2025. "Financial market reactions to U.S. tariff announcements: Evidence from trade-surplus and trade-deficit countries," Finance Research Letters, Elsevier, vol. 81(C).
    22. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    23. Kaczmarek, Tomasz & Demir, Ender & Rouatbi, Wael & Zaremba, Adam, 2025. "Tariffs announcement as a global stress test: Early stock market reactions to U.S. protectionism," Finance Research Letters, Elsevier, vol. 85(PD).
    24. Baur, Dirk G. & Hong, KiHoon & Lee, Adrian D., 2018. "Bitcoin: Medium of exchange or speculative assets?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 54(C), pages 177-189.
    25. Kaczmarek, Tomasz & Demir, Ender & Rouatbi, Wael & Zaremba, Adam, 2025. "Tariff exposure and sectoral vulnerability: Evidence from equity market responses to the 2025 U.S. trade shock," Research in International Business and Finance, Elsevier, vol. 77(PB).
    26. Huseyin Gulen & Mihai Ion, 2016. "Editor's Choice Policy Uncertainty and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 29(3), pages 523-564.
    27. Minseog Oh & Donggyu Kim, 2024. "Effect of the U.S.–China Trade War on Stock Markets: A Financial Contagion Perspective," Journal of Financial Econometrics, Oxford University Press, vol. 22(4), pages 954-1005.
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