AI Chat Paper
Note: Please note that the following content is generated by AMiner AI. SciOpen does not take any responsibility related to this content.
{{lang === 'zh_CN' ? '文章概述' : 'Summary'}}
{{lang === 'en_US' ? '中' : 'Eng'}}
Chat more with AI
PDF (12.9 MB)
Collect
Submit Manuscript AI Chat Paper
Show Outline
Outline
Show full outline
Hide outline
Outline
Show full outline
Hide outline
Research Article | Open Access

Risk aversion, safe-haven assets, and Bitcoin's evolving role in global financial markets: Insights from quantile spillover analysis

Seung Ho Choi1Hayoung Choi1,2Sun-Yong Choi3( )
Department of Mathematics, Kyungpook National University, Daegu 41566, Republic of Korea
Nonlinear Dynamics & Mathematical Application Center, Kyungpook National University, Daegu 41566, Republic of Korea
Department of Finance and Big Data, Gachon University, Seongnam 13120, Republic of Korea
Show Author Information

Abstract

In this study, we used a rolling-window quantile vector autoregression (QVAR) spillover framework to analyze how shocks associated with investor risk aversion propagate across major asset classes under different market states. The study spanned July 2014 to July 2024 and included gold, silver, Bitcoin, crude oil, major currencies, real estate investment trusts (REITs), U.S. Treasuries, dividend-paying equities, and broad equity indices. By estimating spillovers at the 10th, 50th, and 90th conditional return quantiles, we distinguished risk transmitters and risk absorbers in stressed, normal, and euphoric regimes. We then tested robustness across forecast horizons and alternative fear measures (our baseline risk-aversion index versus the VIX). The results indicated that, under normal conditions, Bitcoin is a dominant net transmitter of shocks, exporting risk to other assets, while traditional safe-haven assets, such as gold and silver, primarily absorb risk. In bull markets, Bitcoin's transmitting role intensifies and aligns with other high-beta assets, such as REITs, suggesting that Bitcoin amplifies risk-taking during periods of market optimism. However, under bear markets, Bitcoin's spillover power weakens sharply. Instead, U.S. Treasuries and gold emerge as key shock absorbers, reinforcing their defensive status during crisis periods. These findings suggest that Bitcoin is valuable for upside-oriented diversification but remains less reliable than Treasuries or gold as a downside hedge. The consistency of these patterns across horizons and fear proxies highlights the broader applicability of our framework for studying systemic risk, portfolio allocation, and safe-haven behavior.

CLC number: 62P20, 91G70

References

【1】
【1】
 
 
AIMS Mathematics
Pages 2481-2526

{{item.num}}

Comments on this article

Go to comment

< Back to all reports

Review Status: {{reviewData.commendedNum}} Commended , {{reviewData.revisionRequiredNum}} Revision Required , {{reviewData.notCommendedNum}} Not Commended Under Peer Review

Review Comment

Close
Close
Cite this article:
Choi SH, Choi H, Choi S-Y. Risk aversion, safe-haven assets, and Bitcoin's evolving role in global financial markets: Insights from quantile spillover analysis. AIMS Mathematics, 2026, 11(1): 2481-2526. https://doi.org/10.3934/math.2026101

405

Views

6

Downloads

1

Crossref

0

Web of Science

0

Scopus

Received: 31 October 2025
Revised: 20 January 2026
Accepted: 21 January 2026
Published: 26 January 2026
©2026 the Author(s), licensee AIMS Press.

This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0)