Stress selective Behavior: Asymmetric Responses of Bitcoin and Gold to Valuation and Uncertainty Shocks

IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE
Ricardo Teruel-Gutiérrez, Juan Andres Bernal Conesa, Genoveva Aparicio Serrano
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Abstract

Gold is widely viewed as a safe-haven, yet empirical evidence on Bitcoin remains mixed. A key reason is that “stress” is often treated as a single regime even though turmoil can be triggered by valuation-led equity drawdowns or by fear-driven volatility spikes. Using daily data from 2014 to 2026, stress days are classified non-parametrically into valuation-driven tails and uncertainty-driven tails, with joint/systemic days identified when both conditions hold. Evidence combines stress-conditional correlations and sign rates, rolling market betas (rolling OLS controlling for contemporaneous ΔVIX), and HAC-robust regressions of Bitcoin and gold returns on equity returns, ΔVIX, the 10-year U.S. Treasury yield, the OFR Financial Stress Index, inflation-adjusted money supply, and sentiment/attention proxies. Bitcoin is stress-selective: equity comovement is near zero in valuation-driven stress but increases sharply when uncertainty dominates and is strongest in joint/systemic episodes; rolling betas display pronounced right-tail realizations in uncertainty-driven regimes, with episodic maxima above 2. Regression results corroborate a direct uncertainty channel, with volatility shocks exerting a statistically significant negative effect on Bitcoin returns beyond equity movements and controls, while gold remains comparatively insulated. Findings are robust to alternative stress cut-offs (1%/99% and 10%/90%) and rolling-window lengths. Practically, stress testing and risk limits should distinguish valuation-drawdown scenarios from volatility-shock scenarios, and crypto exposure limits and margin/haircut schedules should tighten when volatility/financial-stress indicators deteriorate, whereas gold provides more reliable protection in fear-driven episodes.
压力选择行为:比特币和黄金对估值和不确定性冲击的不对称反应
黄金被广泛视为避险资产,但有关比特币的实证证据仍然好坏参半。一个关键原因是,“压力”通常被视为一种单一机制,尽管由估值主导的股市下跌或由恐惧驱动的波动性飙升都可能引发动荡。利用2014年至2026年的日常数据,将压力天数非参数地分为估值驱动尾部和不确定性驱动尾部,并在两种情况下识别联合/系统天数。证据包括压力条件相关性和签名率,滚动市场beta(滚动OLS控制同期ΔVIX),以及比特币和黄金股票回报的hac稳健回归,ΔVIX, 10年期美国国债收益率,OFR金融压力指数,通货膨胀调整后的货币供应量,以及情绪/注意力代理。比特币具有压力选择性:在估值驱动的压力下,股价波动接近于零,但在不确定性占主导地位时,股价波动会急剧上升,在联合/系统性事件中波动最剧烈;在不确定性驱动的情况下,滚动贝塔表现出明显的右尾实现,偶发最大值大于2。回归结果证实了一个直接的不确定性通道,波动性冲击对比特币的回报产生了统计上显著的负面影响,而黄金仍然相对不受影响。研究结果对于可选应力截止值(1%/99%和10%/90%)和滚动窗长度都是稳健的。实际上,压力测试和风险限制应该区分估值下降情景和波动性冲击情景,当波动性/金融压力指标恶化时,加密货币敞口限制和保证金/减记时间表应该收紧,而黄金在恐惧驱动的情况下提供更可靠的保护。
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来源期刊
Finance Research Letters
Finance Research Letters BUSINESS, FINANCE-
CiteScore
11.10
自引率
14.40%
发文量
863
期刊介绍: Finance Research Letters welcomes submissions across all areas of finance, aiming for rapid publication of significant new findings. The journal particularly encourages papers that provide insight into the replicability of established results, examine the cross-national applicability of previous findings, challenge existing methodologies, or demonstrate methodological contingencies. Papers are invited in the following areas: Actuarial studies Alternative investments Asset Pricing Bankruptcy and liquidation Banks and other Depository Institutions Behavioral and experimental finance Bibliometric and Scientometric studies of finance Capital budgeting and corporate investment Capital markets and accounting Capital structure and payout policy Commodities Contagion, crises and interdependence Corporate governance Credit and fixed income markets and instruments Derivatives Emerging markets Energy Finance and Energy Markets Financial Econometrics Financial History Financial intermediation and money markets Financial markets and marketplaces Financial Mathematics and Econophysics Financial Regulation and Law Forecasting Frontier market studies International Finance Market efficiency, event studies Mergers, acquisitions and the market for corporate control Micro Finance Institutions Microstructure Non-bank Financial Institutions Personal Finance Portfolio choice and investing Real estate finance and investing Risk SME, Family and Entrepreneurial Finance
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