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Quantile on quantile connectedness between safe-haven assets and stock markets: a portfolio risk perspective

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  • Mensi, Walid
  • Nabli, Mohamed Amine
  • Guesmi, Mouna
  • Belghouthi, Houssem Eddine
  • Kang, Sang Hoon

Abstract

This study investigates quantile-on-quantile connectedness between the stock markets of China, Europe, Japan, the UK, and the US, and safe-haven assets including gold, Bitcoin, and green bonds, employing the methodology proposed in Gabauer and Stenfors (2024). Furthermore, we examine the optimal design of investment portfolios built with these assets using Minimum Variance Portfolio, Minimum Correlation Portfolio, and Minimum Connectedness Portfolio measures. Our key findings show that reversely related quantiles show significantly stronger total connectedness than directly related ones, highlighting the significance of tail risk in portfolio management. The connectedness among these stock markets and safe haven assets is asymmetric and fluctuates over time, especially during major economic events such as the oil surplus of 2014, the Chinese economic deceleration in 2015, the COVID-19 pandemic in 2020, the Russia–Ukraine war in 2022, and the war between Israel and Hamas that began in 2023. We find that gold, Bitcoin and green bonds can act as safe havens for international equities, especially in periods of market stress, but their status depends on market conditions. A portfolio analysis indicates that Bitcoin and the Nikkei 225 index serve as effective hedges against stock market volatility, and that Bitcoin is an important portfolio component with the highest optimal weight.

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  • Mensi, Walid & Nabli, Mohamed Amine & Guesmi, Mouna & Belghouthi, Houssem Eddine & Kang, Sang Hoon, 2025. "Quantile on quantile connectedness between safe-haven assets and stock markets: a portfolio risk perspective," The North American Journal of Economics and Finance, Elsevier, vol. 80(C).
    • Handle: RePEc:eee:ecofin:v:80:y:2025:i:c:s1062940825001366
    DOI: 10.1016/j.najef.2025.102496
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    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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