Cryptocurrencies as safe havens for geopolitical risk? A quantile analysis approach
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DOI: 10.1016/j.najef.2025.102439
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- Dirk G. Baur & Brian M. Lucey, 2010.
"Is Gold a Hedge or a Safe Haven? An Analysis of Stocks, Bonds and Gold,"
The Financial Review, Eastern Finance Association, vol. 45(2), pages 217-229, May.
- Dirk G. Baur & Brian M. Lucey, 2007. "Is Gold a Hedge or a Safe Haven? An Analysis of Stocks, Bonds and Gold," The Institute for International Integration Studies Discussion Paper Series iiisdp198, IIIS.
- Juan Meng & Bin Mo & He Nie, 2023. "The dynamics of crude oil future prices on China's energy markets: Quantile‐on‐quantile and casualty‐in‐quantiles approaches," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(12), pages 1853-1871, December.
- Zhang, Yaojie & He, Jiaxin & He, Mengxi & Li, Shaofang, 2023. "Geopolitical risk and stock market volatility: A global perspective," Finance Research Letters, Elsevier, vol. 53(C).
- Umar Kayani & Fakhrul Hasan, 2024. "Unveiling Cryptocurrency Impact on Financial Markets and Traditional Banking Systems: Lessons for Sustainable Blockchain and Interdisciplinary Collaborations," JRFM, MDPI, vol. 17(2), pages 1-15, February.
- Brini, Alessio & Lenz, Jimmie, 2024. "Pricing cryptocurrency options with machine learning regression for handling market volatility," Economic Modelling, Elsevier, vol. 136(C).
- Plakandaras, Vasilios & Gupta, Rangan & Wong, Wing-Keung, 2019.
"Point and density forecasts of oil returns: The role of geopolitical risks,"
Resources Policy, Elsevier, vol. 62(C), pages 580-587.
- Vasilios Plakandaras & Rangan Gupta & Wing-Keung Wong, 2018. "Point and Density Forecasts of Oil Returns: The Role of Geopolitical Risks," Working Papers 201847, University of Pretoria, Department of Economics.
- Ihsan Erdem Kayral & Ahmed Jeribi & Sahar Loukil, 2023. "Are Bitcoin and Gold a Safe Haven during COVID-19 and the 2022 Russia–Ukraine War?," JRFM, MDPI, vol. 16(4), pages 1-22, April.
- Aviral Kumar Tiwari & Emmanuel Joel Aikins Abakah & Mohd Ziaur Rehman & Chi-Chuan Lee, 2024. "Quantile dependence of Bitcoin with clean and renewable energy stocks: new global evidence," Applied Economics, Taylor & Francis Journals, vol. 56(3), pages 286-300, January.
- Jiang, Yonghong & Lie, Jiayi & Wang, Jieru & Mu, Jinqi, 2021. "Revisiting the roles of cryptocurrencies in stock markets: A quantile coherency perspective," Economic Modelling, Elsevier, vol. 95(C), pages 21-34.
- Khalfaoui, Rabeh & Gozgor, Giray & Goodell, John W., 2023.
"Impact of Russia-Ukraine war attention on cryptocurrency: Evidence from quantile dependence analysis,"
Finance Research Letters, Elsevier, vol. 52(C).
- Rabeh Khalfaoui & Giray Gozgor & John Goodell, 2022. "Impact of Russia-Ukraine war attention on cryptocurrency: Evidence from quantile dependence analysis," Post-Print hal-03797565, HAL.
- Yen, Kuang-Chieh & Cheng, Hui-Pei, 2021. "Economic policy uncertainty and cryptocurrency volatility," Finance Research Letters, Elsevier, vol. 38(C).
- Alexakis, Christos & Anselmi, Giulio & Petrella, Giovanni, 2024. "Flight to cryptos: Evidence on the use of cryptocurrencies in times of geopolitical tensions," International Review of Economics & Finance, Elsevier, vol. 89(PA), pages 498-523.
- Naifar, Nader & Shahzad, Syed Jawad Hussain & Hammoudeh, Shawkat, 2020. "Dynamic nonlinear impacts of oil price returns and financial uncertainties on credit risks of oil-exporting countries," Energy Economics, Elsevier, vol. 88(C).
- Shahzad, Umer & Mohammed, Kamel Si & Tiwari, Sunil & Nakonieczny, Joanna & Nesterowicz, Renata, 2023. "Connectedness between geopolitical risk, financial instability indices and precious metals markets: Novel findings from Russia Ukraine conflict perspective," Resources Policy, Elsevier, vol. 80(C).
- Murray A. Rudd & Dennis Porter, 2025. "A Supply and Demand Framework for Bitcoin Price Forecasting," JRFM, MDPI, vol. 18(2), pages 1-23, January.
- Sonal Sahu & José Hugo Ochoa Vázquez & Alejandro Fonseca Ramírez & Jong-Min Kim, 2024. "Analyzing Portfolio Optimization in Cryptocurrency Markets: A Comparative Study of Short-Term Investment Strategies Using Hourly Data Approach," JRFM, MDPI, vol. 17(3), pages 1-14, March.
- Su, Chi-Wei & Qin, Meng & Tao, Ran & Shao, Xue-Feng & Albu, Lucian Liviu & Umar, Muhammad, 2020. "Can Bitcoin hedge the risks of geopolitical events?," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
- Colon, Francisco & Kim, Chaehyun & Kim, Hana & Kim, Wonjoon, 2021. "The effect of political and economic uncertainty on the cryptocurrency market," Finance Research Letters, Elsevier, vol. 39(C).
- Long, Huaigang & Demir, Ender & Będowska-Sójka, Barbara & Zaremba, Adam & Shahzad, Syed Jawad Hussain, 2022. "Is geopolitical risk priced in the cross-section of cryptocurrency returns?," Finance Research Letters, Elsevier, vol. 49(C).
- Mo, Bin & Meng, Juan & Zheng, Liping, 2022. "Time and frequency dynamics of connectedness between cryptocurrencies and commodity markets," Resources Policy, Elsevier, vol. 77(C).
- Nguyen, Thanh Cong & Thuy, Tien Ho, 2023. "Geopolitical risk and the cost of bank loans," Finance Research Letters, Elsevier, vol. 54(C).
- Jozef BarunÃk & Tobias Kley, 2019.
"Quantile coherency: A general measure for dependence between cyclical economic variables,"
The Econometrics Journal, Royal Economic Society, vol. 22(2), pages 131-152.
- Jozef Barun'ik & Tobias Kley, 2015. "Quantile Coherency: A General Measure for Dependence between Cyclical Economic Variables," Papers 1510.06946, arXiv.org, revised Dec 2018.
- López-Martín, Carmen & Arguedas-Sanz, Raquel & Muela, Sonia Benito, 2022. "A cryptocurrency empirical study focused on evaluating their distribution functions," International Review of Economics & Finance, Elsevier, vol. 79(C), pages 387-407.
- Rym Regaieg & Wajdi Moussa & Nidhal Mgadmi, 2024. "Can We Reckon Bitcoin as a Hedge, a Safe Haven or a Diversifier for US Dollars?," Global Business Review, International Management Institute, vol. 25(2_suppl), pages 138-150, April.
- Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
- Raheem, Ibrahim D. & le Roux, Sara, 2023. "Geopolitical risks and tourism stocks: New evidence from causality-in-quantile approach," The Quarterly Review of Economics and Finance, Elsevier, vol. 88(C), pages 1-7.
- Bouri, Elie & Saeed, Tareq & Vo, Xuan Vinh & Roubaud, David, 2021. "Quantile connectedness in the cryptocurrency market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 71(C).
- Francisco Jareño & Román Ferrer & Stanislava Miroslavova, 2016. "US stock market sensitivity to interest and inflation rates: a quantile regression approach," Applied Economics, Taylor & Francis Journals, vol. 48(26), pages 2469-2481, June.
- Liu, Fangying & Qin, Chuan & Qin, Meng & Stefea, Petru & Norena-Chavez, Diego, 2024. "Geopolitical risk: An opportunity or a threat to the green bond market?," Energy Economics, Elsevier, vol. 131(C).
- Chiang-Ching Tan & Pick-Soon Ling & Siew-Ling Sim & Kelvin Lee Yong Ming, 2023. "Hedge and safe-haven properties of Cryptocurrencies: evidence in east asia-5 market," Cogent Economics & Finance, Taylor & Francis Journals, vol. 11(1), pages 2183640-218, December.
- Anh Thi Phuong Hoang & Bao Cong Nguyen To & Hoang Dinh Tran, 2025. "Safe havens in the digital age: Cryptocurrencies and geopolitical risks," HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE - ECONOMICS AND BUSINESS ADMINISTRATION, HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE, HO CHI MINH CITY OPEN UNIVERSITY, vol. 15(3), pages 160-180.
- Tarchella, Salma & Khalfaoui, Rabeh & Hammoudeh, Shawkat, 2024. "The safe haven, hedging, and diversification properties of oil, gold, and cryptocurrency for the G7 equity markets: Evidence from the pre- and post-COVID-19 periods," Research in International Business and Finance, Elsevier, vol. 67(PB).
- Salma Tarchella & Rabeh Khalfaoui & Shawkat Hammoudeh, 2024. "The safe haven, hedging, and diversification properties of oil, gold, and cryptocurrency for the G7 equity markets: Evidence from the pre- and post-COVID-19 periods," Post-Print hal-04464938, HAL.
- Segnon, Mawuli & Gupta, Rangan & Wilfling, Bernd, 2024.
"Forecasting stock market volatility with regime-switching GARCH-MIDAS: The role of geopolitical risks,"
International Journal of Forecasting, Elsevier, vol. 40(1), pages 29-43.
- Mawuli Segnon & Rangan Gupta & Bernd Wilfling, 2022. "Forecasting Stock Market Volatility with Regime-Switching GARCH-MIDAS: The Role of Geopolitical Risks," Working Papers 202203, University of Pretoria, Department of Economics.
- Sim, Nicholas & Zhou, Hongtao, 2015. "Oil prices, US stock return, and the dependence between their quantiles," Journal of Banking & Finance, Elsevier, vol. 55(C), pages 1-8.
- Yae, James & Tian, George Zhe, 2024. "Volatile safe-haven asset: Evidence from Bitcoin," Journal of Financial Stability, Elsevier, vol. 73(C).
- Sim, Nicholas, 2016. "Modeling the dependence structures of financial assets through the Copula Quantile-on-Quantile approach," International Review of Financial Analysis, Elsevier, vol. 48(C), pages 31-45.
- Christos Alexakis & Giulio Anselmi & Giovanni Petrella, 2024. "Flight to cryptos: Evidence on the use of cryptocurrencies in times of geopolitical tensions," Post-Print hal-04184338, HAL.
- Mo, Bin & Nie, He & Zhao, Rongjie, 2024. "Dynamic nonlinear effects of geopolitical risks on commodities: Fresh evidence from quantile methods," Energy, Elsevier, vol. 288(C).
- Mo, Bin & Chen, Cuiqiong & Nie, He & Jiang, Yonghong, 2019. "Visiting effects of crude oil price on economic growth in BRICS countries: Fresh evidence from wavelet-based quantile-on-quantile tests," Energy, Elsevier, vol. 178(C), pages 234-251.
- Wang, Pengfei & Zhang, Wei & Li, Xiao & Shen, Dehua, 2019. "Is cryptocurrency a hedge or a safe haven for international indices? A comprehensive and dynamic perspective," Finance Research Letters, Elsevier, vol. 31(C), pages 1-18.
- Jin, Changlun & Tian, Xiujuan, 2024. "Enhanced safe-haven status of Bitcoin: Evidence from the Silicon Valley Bank collapse," Finance Research Letters, Elsevier, vol. 59(C).
- Almeida, José & Gaio, Cristina & Gonçalves, Tiago Cruz, 2024. "Crypto market relationships with bric countries' uncertainty – A wavelet-based approach," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
- Lin, Minghui & Liu, Ye & Sheng, Vincent Ng Kim, 2025. "Analysis of the impact of macroeconomic factors on cryptocurrency returns - Based on quantile regression study," International Review of Economics & Finance, Elsevier, vol. 97(C).
- Naji Jalkh & Elie Bouri, 2024. "Global Geopolitical Risk and the Long- and Short-Run Impacts on the Returns and Volatilities of US Treasuries," Defence and Peace Economics, Taylor & Francis Journals, vol. 35(3), pages 339-366, April.
- Sheikh, Umaid A. & Asadi, Mehrad & Roubaud, David & Hammoudeh, Shawkat, 2024. "Global uncertainties and Australian financial markets: Quantile time-frequency connectedness," International Review of Financial Analysis, Elsevier, vol. 92(C).
- Mensi, Walid & Aslan, Aylin & Vo, Xuan Vinh & Kang, Sang Hoon, 2023. "Time-frequency spillovers and connectedness between precious metals, oil futures and financial markets: Hedge and safe haven implications," International Review of Economics & Finance, Elsevier, vol. 83(C), pages 219-232.
- Cui, Moyang & Wong, Wing-Keung & Wisetsri, Worakamol & Mabrouk, Fatma & Muda, Iskandar & Li, Zeyun & Hassan, Marria, 2023. "Do oil, gold and metallic price volatilities prove gold as a safe haven during COVID-19 pandemic? Novel evidence from COVID-19 data," Resources Policy, Elsevier, vol. 80(C).
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Cited by:
- Ballis, Antonis & Karagiorgis, Ariston & Anastasiou, Dimitrios & Kallandranis, Christos, 2025. "Cryptocurrency dynamics during global crises: Insights from Bitcoin’s interplay with traditional markets," International Review of Economics & Finance, Elsevier, vol. 103(C).
- Ha, Le Thanh, 2025. "From wars to dynamic waves: Scrutinizing connectedness between geopolitical risk index, green and non-green crypto volatility by quantile spillovers," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 679(C).
- Ankam, Pranay Kumar & Pattanayak, Jamini Kanta, 2025. "Do cryptocurrencies exhibit similar hedging and safe haven properties under different uncertainty indices? A comparative analysis with gold and the U.S. Dollar index," Finance Research Letters, Elsevier, vol. 86(PG).
- Almeida, José & Gonçalves, Tiago Cruz, 2026. "Cryptocurrencies and economic sanctions," The North American Journal of Economics and Finance, Elsevier, vol. 81(C).
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Keywords
; ; ; ; ;JEL classification:
- C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
- G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
- G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
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