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Can U.S. macroeconomic indicators forecast cryptocurrency volatility? 美国宏观经济指标能否预测加密货币的波动?
IF 3.8 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-22 DOI: 10.1016/j.najef.2024.102224
Kae-Yih Tzeng , Yi-Kai Su

This research examines the ability of 28 U.S. macroeconomic variables to forecast the volatility of six cryptocurrencies. In- and out-of-sample analyses are performed to validate their forecasting ability. Our analysis shows that during the full-sample period, 15 variables display forecasting ability, while post-COVID-19 period, this number is 17. Among these variables, the most influential include the consumer confidence index, leading economic index, consumer price index, U.S. exports and U.S. imports. Importantly, the predictive ability of these variables appears to have strengthened during the post-COVID-19 period. The out-of-sample results confirm the effectiveness of those macroeconomic variables in the in-sample tests. Furthermore, the robustness test reveals that incorporating these U.S. macroeconomic variables can enhance the performance of the GARCH volatility model. In this study, combination methods are used to enhance forecasting stability and are proven to have good forecasting ability. Our research also indicates that integrating global macroeconomic variables can enhance forecasting ability while recognizing the valuable information provided by U.S. macroeconomic variables. Additionally, we find that variables such as the short-term government bond yield and the M1 money supply emerge as important predictors of cryptocurrency bubbles.

本研究考察了 28 个美国宏观经济变量预测六种加密货币波动的能力。为了验证这些变量的预测能力,我们进行了样本内和样本外分析。我们的分析表明,在全样本期间,有 15 个变量显示出预测能力,而在后 COVID-19 期间,这一数字为 17 个。在这些变量中,最有影响力的包括消费者信心指数、领先经济指数、消费者价格指数、美国出口和美国进口。重要的是,在后 COVID-19 时期,这些变量的预测能力似乎有所增强。样本外结果证实了这些宏观经济变量在样本内检验中的有效性。此外,稳健性检验表明,纳入这些美国宏观经济变量可以提高 GARCH 波动率模型的性能。本研究采用组合方法来增强预测的稳定性,并证明其具有良好的预测能力。我们的研究还表明,整合全球宏观经济变量可以增强预测能力,同时承认美国宏观经济变量提供的有价值信息。此外,我们发现短期政府债券收益率和 M1 货币供应量等变量成为加密货币泡沫的重要预测因素。
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引用次数: 0
Investor sentiment or information content? A simple test for investor sentiment proxies 投资者情绪还是信息内容?投资者情绪代用指标的简单测试
IF 3.8 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-19 DOI: 10.1016/j.najef.2024.102222
Geul Lee , Doojin Ryu

This study suggests a simple test to assess the validity of employing a variable as an investor sentiment proxy by examining whether the variable exerts a long-run impact on prices. We also conduct the test using news sentiment indices for the U.S. and Korea, which represent a developed and influential market and a leading emerging market, respectively, as potential proxy variables. The test results, on the one hand, lead to a pessimistic view of employing news sentiment as a proxy for investor sentiment. On the other hand, the results also demonstrate a connection between news sentiment and investor sentiment, particularly in Korea. We suggest that a variable may not be appropriate as an investor sentiment proxy even when the variable is somewhat related to sentiment.

本研究提出了一个简单的检验方法,通过检验变量是否对价格产生长期影响,来评估采用变量作为投资者情绪替代变量的有效性。我们还使用了美国和韩国的新闻情绪指数作为潜在的替代变量进行检验,这两个市场分别代表了一个有影响力的发达市场和一个领先的新兴市场。一方面,检验结果使我们对使用新闻情绪作为投资者情绪的替代变量持悲观态度。另一方面,结果也证明了新闻情绪与投资者情绪之间的联系,尤其是在韩国。我们认为,即使变量与投资者情绪有一定关系,该变量也可能不适合作为投资者情绪的替代变量。
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引用次数: 0
High-speed railway and corporate risk-taking: Channels and evidence from China 高速铁路与企业风险承担:中国的渠道和证据
IF 3.6 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-17 DOI: 10.1016/j.najef.2024.102220
Xiaoxue Xia , Chen Wang , Chao Lu , Tianqi Zhu , Ziying Zhao , Yiwen Zhao

This study examines the impact of HSR, which is a green mode of transportation, on corporate risk-taking using the introduction of HSR in China as an exogenous shock. We find that the introduction of an HSR route leads to a significant increase in corporate risk-taking. The positive effect of HSR introduction on corporate risk-taking is more pronounced for firms with more severe financial constraints, poorer access to human capital, and lower information accessibility. These results show that HSR promotes corporate risk-taking through the channels of cross-regional resource provision of funds, personnel, and information essential for corporate risk-taking. In addition, tests considering spatial heterogeneity show that the positive relation is also stronger for firms located in small cities where resources are inadequate. Results also show that HSR increases the riskiness of corporate financing and investment policies, and leads to a boost in corporate green investment.

本研究以中国引入高铁为外生冲击,研究高铁这一绿色交通方式对企业风险承担的影响。我们发现,高铁线路的引入会显著增加企业的风险承担。高铁的引入对企业风险承担的积极影响对于财务约束更严重、人力资本获取能力更差、信息获取能力更低的企业更为明显。这些结果表明,高铁通过跨区域提供企业风险承担所必需的资金、人员和信息等资源的渠道,促进了企业风险承担。此外,考虑到空间异质性的检验表明,对于位于资源不足的小城市的企业来说,这种正相关关系也更强。结果还显示,高铁增加了企业融资和投资政策的风险性,并导致企业绿色投资的增加。
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引用次数: 0
Deposit competition and effectiveness of bank capital requirements 存款竞争和银行资本要求的有效性
IF 3.6 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-13 DOI: 10.1016/j.najef.2024.102216
Ruoning Han , Ahadul Kabir Muyeed

This paper asks how capital requirements differ in their effectiveness in the context of deposit competition and potential misreporting. We present a model in which banks face imperfect competition in the deposit market and choose between a prudent or a risky asset under each of the three capital policies: a leverage ratio, a risk-based capital ratio, and a combination of both. We consider a setting where banks might misreport risky asset choice for lower regulatory capital. We find that, without misreporting, deposit competition needs to be very high to incentivize risky asset choice under the combined policy compared to the others. When misreporting is possible, the risk-based capital ratio alone can incentivize prudent asset choice if competition is below a threshold, but exceeding the threshold renders the ratio ineffective, leading to risky asset choice and misreporting. Adding a leverage ratio can restore incentives for prudent asset choice. However, when competition is too intense, the combined policy may still be ineffective.

本文探讨了在存款竞争和潜在误报的背景下,资本要求的有效性有何不同。我们提出了一个模型,在该模型中,银行面临存款市场的不完全竞争,并在三种资本政策(杠杆比率、基于风险的资本比率以及两者的组合)下选择稳健资产还是风险资产。我们考虑了银行为降低监管资本而可能虚报风险资产选择的情况。我们发现,与其他政策相比,在没有虚报的情况下,存款竞争需要非常激烈才能激励银行在综合政策下选择风险资产。在可能出现虚报的情况下,如果竞争低于一个临界值,那么单独的风险资本比率可以激励审慎的资产选择,但如果超过临界值,该比率就会失效,从而导致风险资产选择和虚报。增加杠杆比率可以恢复对审慎资产选择的激励。然而,当竞争过于激烈时,综合政策可能仍然无效。
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引用次数: 0
The power of market: Venture capital and enterprise digital transformation 市场的力量:风险投资与企业数字化转型
IF 3.6 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-08 DOI: 10.1016/j.najef.2024.102218
Huan Peng, Sulidan Bumailikaimu, Ting Feng

Driving the digital transformation of enterprises with the power of the capital market is a new key to comprehensively promoting the development of the digital economy. In this context, we investigate the impact of venture capital on the digital transformation of enterprises. Based on the data of A-share listed companies in Shanghai and Shenzhen from 2008 to 2022, we find that venture capital can promote digital transformation. State-owned and syndicated venture capital have more significant impacts on promoting digital transformation. In terms of the mechanism of action, venture capital plays three roles: financial assistance, governance empowerment, and capability support. It helps enterprises to obtain credit support and ease financing constraints, improve management efficiency and curb myopia, increase investment in R&D personnel and innovation output, and thus promote digital transformation. In addition, venture capital can enhance its value-added role through digital transformation and provide sufficient market incentives for it to promote digital transformation. Our study enriches the literature on venture capital and enterprise digital transformation and provides empirical reference for leveraging market forces to accelerate enterprise digital construction.

借助资本市场的力量推动企业数字化转型,是全面促进数字经济发展的新关键。在此背景下,我们研究了风险投资对企业数字化转型的影响。基于2008-2022年沪深两市A股上市公司的数据,我们发现风险投资能够促进企业数字化转型。国有创投和银团创投对促进数字化转型的影响更为显著。从作用机理来看,风险投资发挥着金融助力、治理赋能和能力支持三种作用。它帮助企业获得信贷支持,缓解融资约束;提高管理效率,抑制近视;增加研发人员投入,提高创新产出,从而推动数字化转型。此外,风险投资可以通过数字化转型提升自身的增值作用,为其推动数字化转型提供充分的市场激励。我们的研究丰富了风险投资与企业数字化转型的相关文献,为借助市场力量加快企业数字化建设提供了实证参考。
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引用次数: 0
Herding behaviour towards high order systematic risks and the contagion Effect—Evidence from BRICS stock markets 对高阶系统性风险的羊群行为和传染效应--来自金砖国家股票市场的证据
IF 3.6 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-08 DOI: 10.1016/j.najef.2024.102219
Yi Zhang , Long Zhou , Zhidong Liu , Baoxiu Wu

This paper investigates the existence of herding movements towards several systematic risk factors derived from the Capital Asset Pricing Model (CAPM) and its extensions. The measure of herding is estimated using the dispersion of the risk factor loadings. The state space model is employed to extract time series of herding dynamics. We empirically survey the herding behaviors in the BRICS stock markets (i.e., Brazil, Russia, India, China, and South Africa) using monthly stock index data from 2006 to 2022, and identify various herding patterns towards specific factors. We also examine the impact of unanticipated shocks in crucial macroeconomic variables on the degree of herding measure in these countries. Lastly, we test the contagion hypothesis of herding across markets using correlation analysis. The results show that the level of herding linkages increases significantly in periods of market stress, casting doubt on the effectiveness of asset allocation in these markets for the sake of diversity.

本文研究了从资本资产定价模型(CAPM)及其扩展模型中得出的几种系统性风险因子是否存在羊群效应。利用风险因子载荷的离散性来估算羊群效应。我们采用状态空间模型来提取羊群效应动态的时间序列。我们利用 2006 年至 2022 年的月度股指数据,对金砖五国(即巴西、俄罗斯、印度、中国和南非)股票市场的羊群行为进行了实证调查,并确定了针对特定因子的各种羊群模式。我们还研究了关键宏观经济变量的意外冲击对这些国家羊群效应程度的影响。最后,我们利用相关性分析检验了市场间羊群效应的传染假说。结果表明,在市场紧张时期,羊群效应的关联程度会显著增加,这让人怀疑在这些市场中为了多样性而进行资产配置的有效性。
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引用次数: 0
Ignorant experts and financial fragility 无知的专家和金融脆弱性
IF 3.6 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-05 DOI: 10.1016/j.najef.2024.102200
Koji Asano

We examine expertise acquisition incentives in a model of debt funding markets in which expertise reduces the cost of acquiring information about underlying collateral. Lenders acquiring expertise gain advantages in financial contracts with borrowers and extract rents from them by creating fear of information acquisition that gives rise to illiquidity. As information about collateral decays over time, there is growth in credit and expertise acquisition, making the economy more vulnerable to an aggregate shock. This result suggests that expertise acquisition is an endogenous amplification mechanism of an aggregate shock.

我们研究了债务融资市场模型中的专业知识获取激励机制,在该模型中,专业知识降低了获取相关抵押品信息的成本。获取专业知识的出借人在与借款人签订金融合同时获得优势,并通过制造对信息获取的恐惧来攫取租金,从而导致流动性不足。随着时间的推移,有关抵押品的信息会逐渐减少,信贷和专业知识的获取也会增加,从而使经济更容易受到总体冲击的影响。这一结果表明,专业知识获取是总体冲击的内生放大机制。
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引用次数: 0
Risk spillover mechanism among commercial banks and FinTech institutions throughout public health emergencies 商业银行和金融科技机构在整个公共卫生突发事件中的风险溢出机制
IF 3.6 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-04 DOI: 10.1016/j.najef.2024.102215
Jiaojiao Sun , Chen Zhang , Jing Zhu , Jingsong Zhao

While FinTech has contributed to the improvement of efficiency and cost reduction for commercial banks, it has also brought about risks for them. Especially during the outbreak of major public emergencies, the degree of risk spillover among financial institutions increased significantly. In this paper, we constructed a high-dimensional risk spillover network using the elastic net shrinkage technique to investigate the impact of public health emergencies on the risk spillovers between FinTech institutions and commercial banks. The total spillover index was utilized to access the overall coupling between FinTech institutions and commercial banks. Furthermore, we employed the sectoral spillover index and institutional centrality index to examine the spillover intensity across different sectors and institutions. Additionally, we analyzed the changes in the risk spillover network structure and institutional risk role during emergencies, aiming to uncover the impact mechanism of public health emergencies on risk spillovers. The results reveal that (1) public health emergencies, such as the COVID-19 pandemic, have intensified the industry correlation between the FinTech and banking sectors, and the primary risks of the system have shifted from intraindustry risks to interindustry risks. (2) Public health emergencies have changed the risk transmission roles of FinTechs and banks. FinTechs transitioned from being risk recipients to risk contributors, while banks shifted from being risk contributors to risk recipients. (3) FinTechs play a crucial role in facilitating indirect risk transmission within the system, acting as influential adjacent institutions that bridge the gap between critical institutions. (4) Compared with large commercial banks, small and medium-sized banks are more sensitive to FinTech risks. This study provides supporting evidence for regulatory agencies to enhance risk management in financial innovation during public health emergencies and in the post-pandemic era.

金融科技在促进商业银行提高效率、降低成本的同时,也给商业银行带来了风险。特别是在重大突发公共事件爆发期间,金融机构之间的风险溢出程度明显增加。本文利用弹性网收缩技术构建了高维风险溢出网络,研究突发公共卫生事件对金融科技机构与商业银行之间风险溢出的影响。利用总溢出指数来获取金融科技机构与商业银行之间的整体耦合度。此外,我们还采用了行业溢出指数和机构中心度指数来考察不同行业和机构之间的溢出强度。此外,我们还分析了突发事件中风险溢出网络结构和机构风险角色的变化,旨在揭示突发公共卫生事件对风险溢出的影响机制。结果表明:(1)以 COVID-19 大流行为代表的突发公共卫生事件加剧了金融科技行业与银行业的行业关联性,系统的主要风险由行业内风险转向行业间风险。(二)突发公共卫生事件改变了金融科技公司与银行的风险传导角色。金融科技公司从风险接受者转变为风险贡献者,而银行则从风险贡献者转变为风险接受者。(3) 金融科技公司在促进系统内间接风险传导方面发挥着至关重要的作用,它们是有影响力的邻近机构,是关键机构之间的桥梁。(4)与大型商业银行相比,中小型银行对金融科技风险更为敏感。本研究为监管机构在公共卫生突发事件期间和后大流行时代加强金融创新的风险管理提供了佐证。
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引用次数: 0
How EPU, VIX, and GPR interact with the dynamic connectedness among commodity and financial markets: Evidence from wavelet analysis EPU、VIX 和 GPR 如何与商品和金融市场之间的动态关联性相互作用:小波分析的证据
IF 3.6 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-04 DOI: 10.1016/j.najef.2024.102217
Xiuwen Chen , Yinhong Yao , Lin Wang , Shenwei Huang

This paper discusses how various uncertainties interact with the return connectedness among commodity and financial markets from the time–frequency perspective. To begin with, the TVP-VAR is employed to examine the return connectedness among commodity and financial markets. Subsequently, the wavelet coherence is applied to examine the dependent relationship between uncertainty indices (EPU, VIX, and GPR) and the return connectedness index. Our results show that the interactions between uncertainty indices and the return connectedness index are dependent upon investment horizons and susceptible to significant crisis events. Besides, EPU and VIX displays a positive dependent on the total return connectedness in the short- and medium-term but transitions to a negative correlation in the long-term, whereas GPR primarily exert positive effect on the total return connectedness in the long-term. Moreover, the interdependence between the net return connectedness for each market and uncertainty indices displays noteworthy heterogeneity. These findings provide important reference for all market participants to respond to cross-market spillover effects under the shock of uncertainty.

本文从时间频率的角度探讨了各种不确定性如何与商品市场和金融市场之间的收益关联性相互作用。首先,采用 TVP-VAR 检验商品市场和金融市场之间的收益关联性。随后,运用小波相干性检验不确定性指数(EPU、VIX 和 GPR)与回报关联性指数之间的依存关系。我们的研究结果表明,不确定性指数与收益关联度指数之间的互动关系取决于投资期限,并且容易受到重大危机事件的影响。此外,EPU 和 VIX 在中短期内对总回报关联度呈正相关,但在长期内则转为负相关,而 GPR 在长期内主要对总回报关联度产生正向影响。此外,各市场净收益关联度与不确定性指数之间的相互依存关系也表现出显著的异质性。这些发现为所有市场参与者应对不确定性冲击下的跨市场溢出效应提供了重要参考。
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引用次数: 0
Stability and risk contagion in the global sovereign CDS market under Russia-Ukraine conflict 俄乌冲突下全球主权 CDS 市场的稳定性和风险传染
IF 3.6 3区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-01 DOI: 10.1016/j.najef.2024.102204
Yiran Shen , Qianqian Feng , Xiaolei Sun

As a leading indicator of sovereign debt risk, the performance of the sovereign CDS market during the Russia-Ukraine conflict deserves attention. This paper calculates the marginal net spillover index, constructs the sovereign CDS network based on the index, identifies the important countries in the network, and analyzes the network stability considering the differences in the roles of the countries in the network. By further analyzing the daily sovereign CDS network before and after the Russia-Ukraine conflict, we show the evolution pattern of the risk of the important countries in the network and the main risk contagion paths between countries. The paper shows that the Russia-Ukraine conflict significantly exacerbated the network’s overall risk level and instability. The major transmitters in the sovereign CDS network are characterized by the risk switch from receiving to transmitting, and the major receivers are characterized by the risk switch from latent to manifest. The risk contagion process is characterized by four stages: risk contagion to neighboring countries, risk exacerbation between Russia and Ukraine, further outward spillover, and weakening but persistent spillover. This study helps to provide a reference for investors to mitigate risk contagion in the sovereign CDS market.

作为主权债务风险的先行指标,主权 CDS 市场在俄乌冲突期间的表现值得关注。本文计算了边际净溢出指数,基于该指数构建了主权 CDS 网络,识别了网络中的重要国家,并考虑到网络中国家角色的差异分析了网络的稳定性。通过进一步分析俄乌冲突前后的日主权 CDS 网络,我们展示了网络中重要国家的风险演变模式以及国家间的主要风险传染路径。本文表明,俄乌冲突大大加剧了网络的整体风险水平和不稳定性。主权 CDS 网络中的主要发送者具有从接收到发送的风险转换特征,而主要接收者则具有从潜伏到显现的风险转换特征。风险传染过程分为四个阶段:风险传染到邻国、俄罗斯和乌克兰之间的风险加剧、风险进一步向外溢出、风险溢出减弱但持续存在。本研究有助于为投资者缓解主权 CDS 市场的风险传染提供参考。
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引用次数: 0
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North American Journal of Economics and Finance
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