Commodities

商品
  • 文章类型: Journal Article
    商品期货对投资组合经理来说是一种有吸引力的资产类别。由于它们与其他资产的相关性较低,大宗商品开始受到投资者的欢迎,因为它们允许获取多样化的好处。这项全面的研究考察了经济政策不确定性[1]与包括黑色金属在内的广泛商品之间的时间和频率溢出效应,有色金属,和贵金属,食物,和能源商品,从1997年12月到2022年4月,其中包括各种政治,经济和健康危机。这项研究的新颖之处在于其广泛的时间和分类范围,了解不同类型的商品如何应对各种危机。此外,我们的研究开辟了新的领域,采用小波分析,以获得详细的见解,在时间和频率域的金融时间序列的利益,提供对共同运动和领先滞后关系的更深入的理解。具体来说,我们介绍了交叉小波变换(XWT)和小波相干(WTC)分析。我们的研究结果表明,并非所有危机都对商品产生统一影响。值得注意的是,在全球金融危机和COVID-19大流行期间,商品之间的共同运动变得明显更强。这些结果凸显了商品资产类别内的异质性,单个商品表现出不同的潜在动态。重要的是,即使在处理非线性和非平稳时间序列数据时,所提出的方法也有助于提取稳健的结果。因此,我们的工作为政策制定者(包括监管机构)提供了宝贵的见解,投资者,和基金经理。
    Commodity futures constitute an attractive asset class for portfolio managers. Propelled by their low correlation with other assets, commodities begin gaining popularity among investors, as they allow to capture diversification benefits. This comprehensive study examines the time and frequency spillovers between the Economic Policy Uncertainty [1] and a broad set of commodities encompassing ferrous, non-ferrous, and precious metals, food, and energy commodities over a period from December 1997 to April 2022, which includes various political, economic and health crises. The novelty of this research lies in its extensive temporal and categorical coverage, providing an understanding of how different types of commodities respond to various crises. Furthermore, our study breaks new ground by employing wavelet analysis to gain detailed insights in both time and frequency domains in the financial time series of interest, providing a deeper understanding of the co-movements and lead-lag relationships. Specifically, we introduce the Cross Wavelet Transform (XWT) and Wavelet Coherence (WTC) analysis. Our findings demonstrate that not all crises uniformly impact commodities. Notably, during the global financial crisis and the COVID-19 pandemic, co-movements between commodities became significantly stronger. These results highlight the heterogeneity within the commodity asset class, where individual commodities exhibit diverse underlying dynamics. Importantly, the proposed methodology facilitates the extraction of robust results even when dealing with nonlinearities and nonstationary time series data. Consequently, our work offers valuable insights for policymakers (including regulatory bodies), investors, and fund managers.
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  • 文章类型: Journal Article
    众所周知,全球流行病会扰乱生计。2019年冠状病毒病(COVID-19)就是最近这种大流行的一个例子。它的爆发促使全球采取了前所未有的措施来缓解其传播。世界卫生组织(WHO)建议采取一些预防措施,例如封锁,以减少病毒的传播并管理其引起的危机。这些措施阻碍了基本商品的流动和分配,无意中引发了一系列社会经济后果,特别是在农村地区。这项研究深入研究了COVID-19封锁与其对可及性的影响之间复杂的相互作用,Mahikeng地方市政当局范围内基本商品的可负担性和可获得性,在农村环境中。从260户家庭收集了定量调查数据,这是随机选择的。数据分析使用卡方进行,显著性水平为p<0.05。结果显示,在封锁期间,基本商品在市场上基本可用(99%)。背景变量与基本商品的可用性之间没有显着关联。基本商品的可达性受到许多因素的影响,例如对COVID-19爆发的担忧。研究表明,基本商品的价格在封锁期间上涨,从而对基本商品的可及性和可负担性产生连锁反应。然而,基本商品的供应受到的影响较小。
    案例研究方法,专注于Mahikeng地方市政当局,对于捕捉局部细微差别并为政策制定者提供可操作的见解至关重要,研究人员和社区领导人寻求减轻封锁对农村人口的负面影响。
    Global pandemics are known to disturb livelihoods. The coronavirus disease 2019 (COVID-19) is an example of such pandemic in the recent past. Its outbreak prompted a global response characterised by unprecedented measures to mitigate its spread. Several preventative measures were recommended by the World Health Organization (WHO) such as lockdowns to curtail the transmission of the virus and manage the crisis it caused. These measures hampered the movement and distribution of basic commodities inadvertently triggering a series of socio-economic consequences particularly in rural areas. This study delves into the intricate interplay between the COVID-19 lockdown and its impact on the accessibility, affordability and availability of basic commodities within the context of the Mahikeng Local Municipality, in a rural setting. Quantitative survey data were collected from 260 households, which were randomly selected. The data analysis was performed using chi-square, with a significance level of p < 0.05. The results showed that basic commodities were largely available (99%) in the market during lockdown. There was no significant association between background variables and availability of basic commodities. Accessibility of basic commodities was affected by many factors such as concerns of COVID-19 outbreak. The study demonstrated that prices of basic commodities increased during lockdown, thereby having a ripple effect on accessibility and affordability of basic commodities. However, the availability of basic commodities was less affected.
    UNASSIGNED: The case study approach, focusing on Mahikeng Local Municipality, is essential for capturing localised nuances and providing actionable insights to policymakers, researchers and community leaders seeking to mitigate the negative effects of lockdowns on rural populations.
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  • 文章类型: Journal Article
    本文通过分析1998年1月2日至2020年9月16日期间的静态和动态风险溢出效应,研究了商品指数在COVID-19大流行期间的多样化收益。使用方差分解预测,我们采用基于50天移动窗口溢出指数估计的静态和动态分析。全球范围内,结果显示,在COVID-19大流行危机期间,市场之间存在显著的溢出效应。结果表明,股票市场与其他金融市场高度相互依存(双向),商品市场(能源除外)和债券市场是股市冲击的接受者。本文的主要贡献是研究了大流行之前和期间股票和商品指数之间的收益和波动溢出效应。这种对冲击传导机制的研究将使投资者在危机期间制定最优的分散投资和对冲策略。在这种情况下,我们发现,大宗商品和美国政府债券可以为投资者提供多样化的好处。此外,其中一些资产可能在COVID-19危机期间充当对冲工具或避风港。
    This paper examines the diversification benefits of commodity indices during the COVID-19 pandemic by analyzing both static and dynamic risk spillovers for the period from January 2, 1998 to September 16, 2020. Using variance decomposition forecasting, we employed static and dynamic analyses based on the estimation of 50-day moving window spillover indices. Globally, the results show significant spillovers between markets during the COVID-19 pandemic crisis. The results show that stock markets are highly interdependent with other financial markets (in both directions), and that commodity markets (except energy) and the bond market are recipients of shocks emanating from stock markets. The main contribution of this paper is to study the return and volatility spillovers between stock and commodity indices before and during the pandemic. This study of shock transmission mechanisms will enable investors to develop optimal diversification and hedging strategies during the crisis. In this context, we found that commodities and US government bonds could offer diversification benefits to investors. In addition, some of these assets may serve as hedging instruments or safe havens during the COVID-19 crisis.
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  • 文章类型: Journal Article
    尽管加密货币和绿色资产领域的文献蓬勃发展,然而,截至目前,文献在对所有资产类别的整体评估方面表现不佳,更不用说在各种市场条件下对这种全球投资组合风险进行压力测试了。我们的论文填补了文献中的这一空白。调查结果显示,无论看跌或看涨的市场阶段,应纳入绿色资产,以降低投资组合尾部风险。通过不同分布类型或CVaR分析进行的稳健性测试不会实质性改变我们论文的主要发现。两种力量的汇合大大增加了尾部风险,即,被动投资策略与加密增广基础模型相结合。总的来说,鉴于减少VaR和CVaR风险水平,我们的论文主张将绿色资产纳入投资组合经理的不是一种选择,而是一种义务,所有这些都旨在一石二鸟,同时支撑一个更绿色的世界,同时有效地减轻全球投资组合的尾部风险。
    Despite a burgeoning literature in the sphere of cryptocurrencies and green assets, yet, as of date, the literature fares poorly in terms of a holistic assessment of all asset classes, let alone stress testing such global portfolio risk under various market conditions. Our paper fulfills such a gap in the literature. Findings reveal that, irrespective of bearish or bullish market phases, green assets should be incorporated to mute down portfolio tail risk. Robustness tests performed either via different distribution type or CVaR analysis do not materially alter the main findings of our paper. The confluence of two forces substantially boosts tail risk, namely, passive investment strategy coupled with a crypto-augmented base model. Overall, our paper advocates the inclusion of green assets not as a choice but as an obligation to portfolio managers in view of curtailing both VaR and CVaR risk levels, all geared towards hitting two birds with one stone-simultaneously buttressing a greener world while effectively mitigating global portfolio tail risk.
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  • 文章类型: Journal Article
    大宗商品等另类资产是否提高了投资组合的多样化?经验证据一般是积极的,但喜忧参半,几乎只关注美国的数据。使用1993-2019年期间的几个不同的商品指数,我们调查了加拿大投资者的案例,一个商品货币国家,股票已经受到商品贝塔系数的影响。我们对厌恶风险和厌恶失望的投资者都使用了跨越测试和几个样本外的绩效指标。总的来说,我们发现,虽然在金融化之前和期间,加拿大商品的多样化潜力有限,后金融化时期提供了新的机遇。证据表明,使用一些,但不是全部,商品指数。因此,选择相关商品指数作为多样化的工具很重要。最后,将国际组成部分与投资组合的行业多样化相结合可以显著提高其绩效。
    Do alternative assets such as commodities improve portfolio diversification? The empirical evidence is generally positive but mixed, and almost exclusively focuses on U.S. data. Using several distinct commodity indexes over the period 1993-2019, we investigate the case of an investor in Canada, a commodity-currency country where equities are already exposed to commodity beta. We use spanning tests and several out-of-sample performance measures for both risk-averse and disappointment-averse investors. Overall, we find that while the diversification potential of commodities was limited in Canada before and during financialization, the post-financialization period offers new opportunities. The evidence suggests that portfolio performance is significantly improved using some, but not all, commodity indexes. Thus, the choice of a relevant commodity index matters as a vehicle for diversification. Finally, compounding an international component to the sectorial diversification of the portfolio can significantly improve its performance.
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  • 文章类型: Journal Article
    在2010年代早期,一种称为稀土元素(REE)的矿物商品价格的大幅下跌以及数百家新勘探公司的倒闭,清楚地表明了这些公司周围高风险市场的脆弱性以及支持它们的合法化策略。围绕技术披露建立的新监管流程产生了大量的岩土数据。与其在市场参与者之间建立信任,然而,这些过程极大地改变了全球提取的时间性,并激发了不守规矩的叙事空间。为了保持矿产索赔的活跃和公司的生存,以稀土为重点的勘探专家一直在努力浏览不同的讨论领域,同时保持各自的逻辑紧张。与勘探地质学家和推动者一起进行人种学实地调查,本文研究了专家如何在经过严格监管的报告和充满谣言的在线论坛中联合流动的“严重”和“投机”信息。这些空间是根据美学惯例和社会标准组织的,以建立有说服力的形式,STS学者长期以来一直将其分析为文学技术。而不是帮助确保专家的权威,然而,我认为,现在主导探索推广和财务工作的各种文学技术已经从根本上重新分配了解释性角色。在他们努力调解风险市场特有的“危机”感觉的过程中,勘探专家必须制定支持新监管要求的理想,即使他们学会顺从他人的投机性沉思。
    In the early 2010s, a spectacular fall in prices for a class of mineral commodities called the rare earth elements (REEs) and the collapse of hundreds of new exploration companies made clear the fragility of the high-risk markets around these companies and the strategies of legitimation that supported them. New regulatory processes built around technical disclosures generated vast stores of geotechnical data. Rather than generating trust among market actors, however, these processes dramatically altered the temporalities of global extraction and energized unruly narrative spaces. In their efforts to keep mineral claims active and companies afloat, REE-focused exploration experts have struggled to navigate different arenas of discussion while holding their respective logics in tension. Drawing on ethnographic fieldwork with exploration geologists and promoters, this article examines how experts federate flows of \'serious\' and \'speculative\' information in both carefully regulated reports and rumor-filled online forums. Such spaces are organized by aesthetic conventions and social criteria for establishing persuasiveness-forms that STS scholars have long analyzed as literary technologies. Rather than helping to secure experts\' authority, however, I argue that the diverse literary technologies that now dominate exploration promotion and finance work have radically redistributed interpretive roles. In their struggles to mediate senses of \'crisis\' endemic within venture markets, exploration experts must enact the ideals undergirding new regulatory requirements even as they learn to defer to the speculative musings of others.
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  • 文章类型: Journal Article
    黄曲霉毒素是最重要的真菌毒素之一,因为它们广泛存在并对人类和动物产生不利影响。这些毒素和/或其代谢物不能用烹饪或煮沸方法破坏。因此,食用黄曲霉毒素污染的食品可能导致生长受损,免疫力受损,胃癌和肝癌,和急性毒性。这些不利影响以及食物浪费可能对一个国家的经济产生不利影响。巴基斯坦的几项研究报告了食品和饲料商品中黄曲霉毒素的高患病率(范围;牛奶=0.6-99.4%,谷物,和谷物=0.38-41%,动物饲料=31-100%)。值得注意的是,巴基斯坦报告的儿童发育迟缓的数字非常高,占40.2%,浪费17.7%和体重不足28.9%-这可能与食品中黄曲霉毒素的患病率较高有关。重要的是,黄曲霉毒素患病率高,即100%,69%和60.5%,巴基斯坦有儿童的报道。由于巴基斯坦的湿热气候,食品和饲料更容易受到黄曲霉毒素污染;然而,意识有限,政策框架不足,执行机制薄弱是有效控制的主要障碍。这篇综述将讨论黄曲霉毒素的患病率,相关危险因素,不利的健康影响,所需的监管制度,以及采用“一个健康”方法来确保食品安全和保障的有效控制策略。
    Aflatoxins are among the most important mycotoxins due to their widespread occurrence and adverse impacts on humans and animals. These toxins and/or their metabolites cannot be destroyed with cooking or boiling methods. Therefore, consumption of aflatoxin-contaminated food may lead to impaired growth, compromised immunity, stomach and liver cancer, and acute toxicity. These adverse effects along with food wastage might have detrimental consequences on a country\'s economy. Several studies from Pakistan reported a high prevalence of aflatoxins in food and feed commodities (Range; milk = 0.6-99.4%, cereals, and grains = 0.38-41%, animal feed = 31-100%). Notably, Pakistan reported very high figures of impaired child growth-stunted 40.2%, wasted 17.7% and underweight 28.9%-that could be associated with the higher aflatoxin prevalence in food items. Importantly, high aflatoxins prevalence, i.e. 100%, 69% and 60.5%, in children has been reported in Pakistan. Food and feed are more prone to aflatoxin contamination due to Pakistan\'s hot and humid climate; however, limited awareness, inadequate policy framework, and weak implementation mechanisms are the major obstacles to effective control. This review will discuss aflatoxins prevalence, associated risk factors, adverse health effects, required regulatory regime, and effective control strategies adopting the One Health approach to ensure food safety and security.
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  • 文章类型: Journal Article
    背景:在过去的二十年里,全球利益攸关方和尼日利亚政府已在疟疾控制方面投资了约20亿美元,到2010年,寄生虫患病率从42%降低到23%。然而,由于未满足的资源缺口,适度的收益可能会被逆转。本文提出了向后融合作为尼日利亚疟疾干预商品可持续供资的可行选择。
    方法:在对资源概况和疟疾支出进行严格评估之后,制定了一个关于向后融合的概念框架,以确保长期供应疟疾干预商品。该研究分析了国家消除疟疾计划的二级年度数据,以估计2018-2020年期间的商品需求,以及承诺的总资源和财政缺口。
    结果:从2018年到2020年实施国家疟疾干预措施所需的资金总计为1,122,332,318美元,其中为531,228,984美元(47.3%)提供了资金。尼日利亚政府贡献了2.5%,全球基金(26.7%),总统的疟疾倡议(16.5%),和英国国际发展部(6.2%)。资金短缺为591103335美元,占需求的52.7%。评估了各种筹资方案的相对优点和局限性,包括倡导更多的外部资金,银行借款,增加国内资源,和后向一体化。
    结论:该研究得出结论,应使用后向积分,以政府主导的公私伙伴关系为基础,通过基于市场的需求和供应安排,增加当地可获得和负担得起的疟疾干预商品的生产。
    BACKGROUND: Over the last two decades, global stakeholders and the Nigerian government have invested approximately $2 billion in malaria control, reducing parasite prevalence to 23% from 42% to 2010. However, there is a risk that the modest gains will be reversed due to unmet resource gaps. Backward integration is presented in this paper as a viable option for sustainable funding of malaria intervention commodities in Nigeria.
    METHODS: Following a critical appraisal of the resource profile and malaria expenditure, a conceptual framework on backward integration as a means of ensuring long-term supply of malaria intervention commodities was developed. The study analysed secondary annual data from the National Malaria Elimination Programme to estimate commodity needs for the period 2018-2020, as well as total resources committed and the financial gap.
    RESULTS: The funds needed to implement national malaria interventions from 2018 to 2020 totaled US$ 1,122,332,318, of which US$ 531,228,984 (47.3%) were funded. The Nigerian government contributed 2.5%, the Global Fund (26.7%), the President\'s Malaria Initiative (16.5%), and the UK Department for International Development (6.2%). The funding shortfall was $591,103,335, or 52.7% of the needs. Various funding scenarios were evaluated for their relative merits and limitations, including advocacy for more external funding, bank borrowing, increased domestic resources, and backward integration.
    CONCLUSIONS: The study concluded that backward integration should be used, based on a government-led public-private partnership that will increase local production of malaria intervention commodities that are accessible and affordable through market-based demand and supply arrangements.
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  • 文章类型: Journal Article
    怀孕期间和产后感染艾滋病毒的风险很高,并且建议对围产期人群进行暴露前预防(PrEP)。将PrEP纳入母婴健康(MCH)诊所是可行且可接受的。了解诊所的服务可用性和准备情况对于有效扩大规模至关重要。
    怀孕期间的PrEP,AcceleratingReachandEfficiencystudy(PrEPARE;NCT04712994)envedPrEP-experiencedfacilitiespreviouslylinkedtoaprogrammalorresearchstudyinWestKenyatodocumentavailableservicesandcommodities(SARA)surveywith20Pr服务/设备,和药品/商品。设施先前的研究参与发生在2017年至2019年之间;SARA调查数据是在2020年4月至2021年6月之间收集的。描述性统计按先前的研究参与进行分层。ANOVA测试评估了设施特征和差距之间的关联。费希尔检验评估了商品可用性和缺货的差异。
    在调查的55个设施中,60%的人在过去两年接受过PrEP培训,95%的人提供了与MCH整合的PrEP,在PrEP和HIV检测服务(HTS)交付空间中,有64%和78%的人同时拥有听觉和视觉隐私,分别。监督频率是异质的,但82%的人在3个月内接受了监督访问。商品的可用性是可变的,最常见的不可用商品是MCH中的PrEP(71%可用)和风险评估筛选工具(RAST)和PrEP卡(60%和75%可用,分别)。每个设施的服务和商品缺口数量从零到八不等(中位数:3;IQR:2,5)。最常见的差距是:PrEP培训和风险评估卡(每个40%),PrEP(36%)和HIV检测服务(31%)空间缺乏隐私,MCH中的PrEP药(29%),和PrEP卡(25%)。各县的平均差距数没有差异,以前的研究参与,或公共vs.私人身份。4级设施的差距(平均2.2)少于2、3和5级设施(分别为平均5.7、4.5和5.3;p<0.001)。
    整个MCH设施的PrEP服务可用性和就绪性普遍较高。然而,有必要增加提供者培训的频率和以保真度为重点的支持性监督。为了解决诸如PrEP药丸之类的关键商品缺货问题,可能需要实施电子物流管理信息系统。瞄准这些差距对于有效扩大综合PrEP交付至关重要,尤其是在基础设施有限的设施中。
    UNASSIGNED: Risk of HIV acquisition is high during pregnancy and postpartum, and pre-exposure prophylaxis (PrEP) is recommended for peripartum populations. Integrating PrEP into maternal and child health (MCH) clinics is feasible and acceptable. Understanding clinics\' service availability and readiness is essential for effective scale up.
    UNASSIGNED: The PrEP in Pregnancy, Accelerating Reach and Efficiency study (PrEPARE; NCT04712994) engaged PrEP-experienced facilities previously linked to a programmatic or research study in Western Kenya to document available services and commodities via a modified service availability and readiness assessment (SARA) survey with 20 PrEP tracer items covering: staffing/guidelines, services/equipment, and medicines/commodities. Facilities\' prior study engagement occurred between 2017 and 2019; SARA survey data was collected between April 2020 and June 2021. Descriptive statistics were stratified by prior study engagement. ANOVA tests assessed associations between facility characteristics and gaps. Fisher\'s tests assessed differences in commodity availability and stockouts.
    UNASSIGNED: Of the 55 facilities surveyed, 60% had received PrEP training in the last two years, 95% offered PrEP integrated into MCH, and 64% and 78% had both auditory and visual privacy in PrEP and HIV testing service (HTS) delivery spaces, respectively. Supervision frequency was heterogeneous, but 82% had received a supervision visit within 3 months. Availability of commodities was variable and the most commonly unavailable commodities were PrEP in MCH (71% available) and risk assessment screening tool (RAST) and PrEP cards (60% and 75% available, respectively). The number of service and commodity gaps per facility ranged from zero to eight (median: 3; IQR: 2, 5). The most frequent gaps were: PrEP training and risk assessment cards (40% each), lack of privacy in PrEP (36%) and HIV testing services (31%) spaces, PrEP pills in MCH (29%), and PrEP cards (25%). There were no differences in mean number of gaps by county, previous study engagement, or public vs. private status. Level 4 facilities had fewer gaps (mean 2.2) than level 2, 3, and 5 facilities (mean 5.7, 4.5, and 5.3 respectively; p < 0.001).
    UNASSIGNED: PrEP service availability and readiness was generally high across MCH facilities. However, there is a need for increased frequency of provider training and supportive supervision focused on fidelity. To address key commodity stockouts such as PrEP pills, implementation of electronic logistics management information systems may be needed. Targeting these gaps is essential to effectively scale up integrated PrEP delivery, especially among facilities with limited infrastructure.
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  • 文章类型: Journal Article
    我们研究了2018年1月至2021年12月前五大密码与美国S&P500指数之间的关系。我们使用新的通用到特定向量自回归(GETSVAR)和传统向量自回归(VAR)模型来分析短期和长期,累积脉冲响应,以及S&P500回报与比特币回报之间的格兰杰因果关系检验,以太坊,Ripple,Binance和系绳。此外,我们使用Diebold和Yilmaz(DY)方差分解溢出指数来验证我们的发现。来自分析的证据表明,标准普尔500指数历史回报对比特币的短期和长期影响是积极的,以太坊,Ripple,和系绳回报--以及比特币历史回报的短期和长期负面影响,以太坊,Ripple,Binance,和标准普尔500指数的回报。或者,有证据表明,标准普尔500指数的历史回报率对Binance的回报率有负面的短期和长期影响。脉冲响应的累积测试表明,历史S&P500回报的冲击会刺激加密货币回报的积极反应,而历史加密货币回报的冲击会触发S&P500回报的消极反应。S&P500收益与加密收益之间存在双向因果关系的经验证据表明,这些市场之间存在相互耦合。虽然,S&P500回报对加密回报的影响比S&P500的加密回报具有高强度的溢出效应。这与加密货币对冲和分散资产以降低风险敞口的基本属性相矛盾。我们的调查结果表明,有必要在加密市场中监控和实施适当的监管政策,以减轻金融传染的潜在风险。
    We examine the relationship between the top five cryptos and the U.S. S&P500 index from January 2018 to December 2021. We use the novel General-to-specific Vector Autoregression (GETS VAR) and traditional Vector Autoregression (VAR) model to analyze the short- and long-run, cumulative impulse-response, and Granger causality test between S&P500 returns and the returns of Bitcoin, Ethereum, Ripple, Binance and Tether. Additionally, we used the Diebold and Yilmaz (DY) spillover index of variance decomposition to validate our findings. Evidence from the analysis suggests positive short- and long-run effects of historical S&P500 returns on Bitcoin, Ethereum, Ripple, and Tether returns--and negative short- and long-run effects of the historical returns of Bitcoin, Ethereum, Ripple, Binance, and Tether on S&P500 returns. Alternatively, evidence suggests a negative short- and long-run effect of historical S&P500 returns on Binance returns. The cumulative test of impulse-response indicates a shock in historical S&P500 returns stimulates a positive response from cryptocurrency returns while a shock in historical crypto returns triggers a negative response from S&P500 returns. Empirical evidence of bi-directional causality between S&P500 returns and crypto returns suggest the mutual coupling of these market. Although, S&P500 returns have high-intensity spillover effects on crypto returns than crypto returns have on S&P500. This contradicts the fundamental attribute of cryptocurrencies for hedging and diversification of assets to reduce risk exposure. Our findings demonstrate the need to monitor and implement appropriate regulatory policies in the crypto market to mitigate the potential risks of financial contagion.
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