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Geopolitical risk and stock market volatility: The case of US weapon and non-weapon firms 地缘政治风险和股市波动:美国武器和非武器公司的案例
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-08 DOI: 10.1016/j.ribaf.2025.103195
Milena Migliavacca , Zaheer Anwer , Paola Fandella
This paper examines how the evolution of geopolitical risk (GPR) influences the market dynamics of weapon (WPs) and non-weapon producers (NWPs) in the United States over the period January 2014–March 2025. Adopting a Wavelet Coherence framework, we analyze the market response of a representative sample of WP and NWP to the GRP index fluctuations, as well as to its components, GPR-Acts and GPR-Threats. The empirical analyses show that WPs’ volatility is predominantly driven by GPR-Acts, while they tend to lead market co-movements when shocks stem from threats alone. When geopolitical tensions escalate from threats into acts, on the other hand, the co-movement becomes non-directional, revealing a complex and asymmetric market behavior. Furthermore, NWPs display heterogeneous responses: sectors such as consumer discretionary and healthcare amplify exposure to GPR, whereas energy and utilities provide partial hedging. Industrials display lagged but similar reactions to WPs, while the information technology sector shows even stronger co-movement with GPR than defense firms. These findings provide novel insights into the complex propagation mechanism of geopolitical shocks across industries, contribute to the literature on controversial assets and market resilience under geopolitical uncertainty, and offer insights for investors, regulators, and policymakers.
本文研究了2014年1月至2025年3月期间,地缘政治风险(GPR)的演变如何影响美国武器(wp)和非武器生产商(nwp)的市场动态。采用小波相干性框架,分析了具有代表性的WP和NWP样本对GRP指数波动的市场响应,以及对其组成部分、gpr行为和gpr威胁的市场响应。实证分析表明,WPs的波动主要是由gpr行为驱动的,而当冲击仅来自威胁时,它们往往会引领市场的共同运动。另一方面,当地缘政治紧张局势从威胁升级为行动时,这种共同运动就变得无方向性,揭示出一种复杂的、不对称的市场行为。此外,nwp表现出不同的反应:非必需消费品和医疗保健等行业扩大了对GPR的敞口,而能源和公用事业则提供了部分对冲。工业板块对WPs的反应滞后但相似,而信息技术板块对GPR的反应甚至比国防企业更强烈。这些发现为地缘政治冲击在行业间复杂的传播机制提供了新的见解,有助于对地缘政治不确定性下有争议资产和市场弹性的研究,并为投资者、监管机构和政策制定者提供见解。
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引用次数: 0
Forecasting corporate bankruptcy in imbalanced datasets using a new hybrid machine learning approach 利用一种新的混合机器学习方法在不平衡数据集中预测企业破产
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-08 DOI: 10.1016/j.ribaf.2025.103200
David Veganzones , Eric Séverin , Sami Ben Jabeur
Bankruptcy prediction is a challenging task. Researchers face the problem of class imbalances, because the number of bankrupt firms is much lower than the number of non-bankrupt firms. Resampling methods, which modify data distributions, are commonly employed to deal with this problem. The authors therefore propose a new, alternate, classifier-level solution that combines the adaptive boosting (AdaBoost) algorithm and support vector machine (SVM) methods: Diverse AdaBoostSVM. A comparison of the performance of Diverse AdaBoostSVM, with resampling methods in imbalanced datasets reveal that at moderate degrees of imbalance and in large training sets Diverse AdaBoostSVM is an effective alternative method of predicting bankruptcy, particularly with regard to mid-term forecast horizons.
破产预测是一项具有挑战性的任务。研究人员面临着阶级失衡的问题,因为破产企业的数量远远低于未破产企业的数量。通常采用修改数据分布的重采样方法来处理这个问题。因此,作者提出了一种新的,替代的分类器级解决方案,该解决方案结合了自适应增强(AdaBoost)算法和支持向量机(SVM)方法:多样化AdaBoostSVM。在不平衡数据集中,对diversity AdaBoostSVM与重采样方法的性能进行比较表明,在中等程度的不平衡和大型训练集中,diversity AdaBoostSVM是预测破产的有效替代方法,特别是在中期预测范围方面。
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引用次数: 0
Brand capital and corporate stock risk: A theoretical and empirical analysis 品牌资本与公司股票风险:理论与实证分析
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-07 DOI: 10.1016/j.ribaf.2025.103191
Aifan Ling , Huihua Guan , Nannan Zhang
This paper develops an investment-based capital asset pricing model that incorporates brand capital, and conducts both theoretical and empirical investigations into how corporate brand capital influences a firm’s stock risks. The key findings are as follows: First, brand capital can reduce corporate stock risks including market beta risk, idiosyncratic volatility, and total volatility risk. Second, the heterogeneity analysis reveals that the impact of brand capital on stock risks is more pronounced for companies in highly competitive industries, non-high-tech sectors, and those with low financing constraints. Similar effects are also observed during periods of low market risk. Third, the mechanism analysis shows that brand capital investment can lead to an increase in the external oversight and total factor productivity, as well as a decrease in tax avoidance. It is through these channels that brand capital reduces corporate stock risks. Finally, it is found that brand capital investment can also enhance corporate value and performance. This study provides both theoretical and empirical support for companies focusing on brand development, and offers policy recommendations for regulators to strengthen oversight of corporate information disclosure.
本文建立了一个包含品牌资本的基于投资的资本资产定价模型,并对企业品牌资本对企业股票风险的影响进行了理论和实证研究。主要发现如下:第一,品牌资本可以降低公司股票风险,包括市场贝塔风险、特质波动率风险和总波动率风险。第二,异质性分析表明,品牌资本对股票风险的影响在竞争激烈的行业、非高科技行业和融资约束较低的行业更为明显。在低市场风险时期也观察到类似的效应。第三,机制分析表明,品牌资本投资可以导致外部监督和全要素生产率的提高,以及避税行为的减少。正是通过这些渠道,品牌资本降低了企业股票风险。最后,我们发现品牌资本投资也可以提升企业价值和绩效。本研究为注重品牌发展的企业提供理论和实证支持,并为监管部门加强企业信息披露监管提供政策建议。
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引用次数: 0
The impact of fintech on corporate sustainable development performance: Evidence from Chinese listed companies 金融科技对企业可持续发展绩效的影响:来自中国上市公司的证据
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-07 DOI: 10.1016/j.ribaf.2025.103199
Changchun Pan , Xiangwei Meng , Yuzhe Huang
The swift progress of digital technologies has greatly broadened the spectrum of financial services, enabling FinTech innovations to support the long-term growth of businesses. This paper explores how these innovations influence corporate sustainable development performance (CSDP), highlighting their significant role in enhancing corporate sustainability efforts and overall economic impact. This research reveals that FinTech significantly promotes Corporate Sustainable Development Performance (CSDP) among Chinese A-share listed companies from 2011 to 2022, based on panel data analysis. This article discusses mechanisms to improve financing accessibility, enhance resource allocation efficiency, and stimulate green technological innovation. The effects are particularly salient among low-growth and non-heavily polluting industries, regions with low financial development, and areas under strict financial regulation. The results highlight the crucial contribution of FinTech to advancing corporate sustainable development and provide guidance for policies aimed at enhancing CSDP.
数字技术的迅速发展极大地拓宽了金融服务的范围,使金融科技创新能够支持企业的长期增长。本文探讨了这些创新如何影响企业可持续发展绩效(CSDP),强调了它们在加强企业可持续发展努力和整体经济影响方面的重要作用。本研究通过面板数据分析发现,2011 - 2022年金融科技显著提升了中国a股上市公司的企业可持续发展绩效(CSDP)。本文探讨了提高融资可及性、提高资源配置效率和促进绿色技术创新的机制。这种影响在低增长和非重污染行业、金融发展水平较低的地区和金融监管严格的地区尤为突出。研究结果强调了金融科技对促进企业可持续发展的重要贡献,并为旨在加强企业可持续发展的政策提供了指导。
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引用次数: 0
Interest rate risk supervision and bank capital management: What can the new prudential standards tell us? 利率风险监管与银行资本管理:新审慎标准能告诉我们什么?
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-07 DOI: 10.1016/j.ribaf.2025.103198
Domenico Curcio , Igor Gianfrancesco , Antonia Patrizia Iannuzzi , Grazia Onorato
The prudential regulation on interest rate risk in the banking book (IRRBB) is experiencing an important evolution following the publication of the new Basel Committee on Banking Supervision (BCBS) standards in 2016. Based on a sample of 30 small and medium size Italian commercial banks over the period 2006–2023, we examine the main regulatory innovations and the related criteria for determining the appropriate amount of internal capital to cover IRRBB. Our results show that the new rules are more prudential than past rules because they specifically remove some distorting effects, such as the risk neutrality phenomenon and can lead to a higher average measure of risk exposure. However, when compared to more sophisticated methodologies based on simulation techniques, the new rules lead to an ex-ante risk exposure that is less consistent with that actually observed ex post. Noteworthy implications in terms of a proper definition of internal capital to set aside against IRRBB are discussed.
在2016年发布新的巴塞尔银行监管委员会(BCBS)标准之后,对银行账面利率风险的审慎监管(IRRBB)正在经历一次重要的演变。基于2006-2023年期间意大利30家中小型商业银行的样本,我们研究了主要的监管创新和确定适当的内部资本金额以覆盖IRRBB的相关标准。我们的研究结果表明,新规则比过去的规则更加审慎,因为它们明确地消除了一些扭曲效应,如风险中性现象,并可能导致更高的平均风险敞口。然而,与基于模拟技术的更复杂的方法相比,新规则导致的事前风险暴露与事后实际观察到的风险不太一致。本文讨论了对内部资本的适当定义所产生的值得注意的影响。
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引用次数: 0
Uncertainty words and corporate information environment 不确定性词汇与企业信息环境
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-07 DOI: 10.1016/j.ribaf.2025.103194
Kai Yao , Thanaset Chevapatrakul , Thach Vu Hong Nguyen , Shiyan Yin
This paper investigates the impact of the uncertainty tone in a firm’s annual report on stock price informativeness. We show that firms with a higher proportion of uncertainty words in 10-Ks have lower stock idiosyncratic risk. Our results suggest that the uncertainty tone of a firm’s financial disclosures results in information uncertainty that deteriorates its stock price informativeness. While the tone dispersion amplifies the relation between uncertainty tone and firm-specific risk, the use of causation and discrepancy words attenuates this effect. Furthermore, external oversight mechanisms including analysts following, institutional holdings, audit quality and more frequent access to 10-Ks undermine the impact of uncertainty tone. Our findings highlight the influence that managers can exert on corporate transparency with the use of linguistic tone in financial reports.
本文研究了公司年报中不确定性基调对股价信息量的影响。我们发现,10- k中不确定性词汇比例较高的公司具有较低的股票特质风险。我们的研究结果表明,公司财务披露的不确定性基调导致信息不确定性,从而恶化了其股价的信息性。虽然音调分散放大了不确定性音调和公司特定风险之间的关系,但因果关系和差异词的使用减弱了这种影响。此外,外部监督机制(包括分析师跟踪、机构持股、审计质量和更频繁地获取10- k)削弱了不确定性基调的影响。我们的研究结果强调了管理者在财务报告中使用语言语调对公司透明度的影响。
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引用次数: 0
Attention to renewable energy: A risk-factor for stocks in the renewable energy sector 关注可再生能源:可再生能源板块股票的一个风险因素
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-07 DOI: 10.1016/j.ribaf.2025.103204
Štefan Lyócsa , Jakub Tabaček
Increased interest in renewable energy sources among governments and the public lead to a question whether such an elevated interest is relevant enough to be one of the driving factors in pricing renewable energy stocks. We study the feasibility of this idea by modeling the daily price variation in renewable energy stocks in the U.S. We use 32 web search queries to create six new attention indices that capture the interest of the general public towards (i) general renewable energy, (ii) solar power, (iii) wind power, (iv) the renewable grid and utilities, (v) electric mobility, and (vi) biofuels. While controlling for stock-level price variations, interest and market uncertainty, we find in-sample and out-of-sample evidence that attention improves model fit and forecasting accuracy. Out-of-sample results reveal forecasting accuracy improvements ranging up to 12.3% on average, based on the QLIKE loss function. Forecast improvements cluster in periods of higher market uncertainty, where attention seems to matter the most.
政府和公众对可再生能源兴趣的增加引发了一个问题,即这种兴趣的提高是否足以成为可再生能源股票定价的驱动因素之一。我们通过模拟美国可再生能源股票的每日价格变化来研究这一想法的可行性。我们使用32个网络搜索查询创建了六个新的关注指数,这些指数捕捉了公众对(i)一般可再生能源、(ii)太阳能、(iii)风能、(iv)可再生电网和公用事业、(v)电动汽车和(vi)生物燃料的兴趣。在控制股票价格变化、利息和市场不确定性的同时,我们发现样本内和样本外的证据表明,注意力提高了模型拟合和预测精度。样本外结果显示,基于QLIKE损失函数,预测精度平均提高了12.3%。预测改进集中在市场不确定性较高的时期,在这个时期,注意力似乎最重要。
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引用次数: 0
Credit efficiency: Another early warning indicator for systemic risk 信贷效率:系统性风险的另一个预警指标
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-07 DOI: 10.1016/j.ribaf.2025.103192
Chenyao Tang , Adelphe Ekponon
Credit booms can lead to either financial crises or economic growth, depending on their nature. Identifying harmful credit booms and providing early warnings of financial crises remain key challenges. This paper introduces a new Credit Efficiency Indicator that can distinguish between different types of credit boom and detect early signs of a financial crisis. Based on G20 data over 30 years and using panel regression models with interaction terms, as well as probit and logistic models for binary crisis prediction, the results show that a sustained decline in credit efficiency significantly increases the likelihood of a financial crisis. The paper critiques traditional indicators such as the credit gap and leverage ratio, which focus on debt size but fail to reflect the quality and efficiency of credit allocation. The study emphasizes that credit efficiency, representing effective credit allocation and its conversion into economic output, is crucial for both economic growth and financial stability. This research also offers policymakers new perspectives and tools to improve early warning systems and systemic risk management.
信贷繁荣可能导致金融危机,也可能导致经济增长,这取决于它们的性质。识别有害的信贷繁荣和提供金融危机的早期预警仍然是关键的挑战。本文介绍了一种新的信贷效率指标,它可以区分不同类型的信贷繁荣,并发现金融危机的早期迹象。基于20国集团近30年的数据,采用带交互项的面板回归模型,以及probit和logistic模型进行二元危机预测,结果表明,信贷效率的持续下降显著增加了发生金融危机的可能性。本文对传统的信贷缺口和杠杆率等指标进行了批判,这些指标关注的是债务规模,而不能反映信贷配置的质量和效率。研究强调,信贷效率,即有效的信贷配置及其转化为经济产出,对经济增长和金融稳定都至关重要。这项研究还为决策者提供了新的视角和工具,以改善预警系统和系统性风险管理。
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引用次数: 0
Carbon pricing and sovereign credit risk: A threshold analysis of policy design and economic structure for climate-fiscal resilience 碳定价和主权信用风险:气候财政弹性政策设计和经济结构的阈值分析
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-07 DOI: 10.1016/j.ribaf.2025.103197
Chabi Marcellin Daki Dominique , Yixiang Tian , Huiling Huang , Haroon ur Rashid Khan
The transition to a low-carbon economy requires carbon-pricing mechanisms that safeguard fiscal stability and sovereign creditworthiness. However, their implications for sovereign risk remain contested, with prior research yielding fragmented results. This study provides the first systematic cross-country evidence of the carbon pricing–sovereign risk nexus, accounting for policy design, economic structure, and institutional thresholds. Using quarterly data from 21 developed and emerging economies (2015Q2–2024Q1) that integrates sovereign risk, governance, and carbon pricing indicators, we employ advanced econometric approaches, including Fixed Effects with Driscoll–Kraay corrections, Dynamic Panel Threshold Regression, bootstrap bias-corrected estimators, and quadratic specifications to capture heterogeneous and nonlinear effects. Three key findings emerge. First, policy design is decisive: Emissions Trading Systems (ETS) significantly raise sovereign risk, carbon taxes are broadly neutral, and hybrid regimes consistently reduce spreads, underscoring their fiscal credibility. Second, economic structure conditions outcomes: In diversified economies, sovereign risk is shaped mainly by energy dependence and governance, whereas in fossil fuel–dependent economies, carbon pricing becomes a direct risk channel. Third, institutional capacity is a threshold. Threshold and quadratic analyses confirm an inverted U-shaped relationship between regulatory quality and sovereign risk, with cut-offs at 1.45 (ETS), 1.64 (tax), and 1.51 (hybrid). Carbon pricing lowers risk under weaker institutions but becomes destabilizing once governance exceeds these levels, whereas hybrid regimes remain stabilizing. By embedding institutional thresholds, this study reconciles prior conflicting evidence and demonstrates that hybrid carbon pricing frameworks anchored in robust governance are the most effective in enhancing climate-fiscal resilience and sustaining sovereign creditworthiness.
向低碳经济转型需要碳定价机制,以保障财政稳定和主权信用。然而,它们对主权风险的影响仍然存在争议,之前的研究得出了零散的结果。本研究为碳定价与主权风险之间的关系、政策设计、经济结构和制度阈值的关系提供了第一个系统性的跨国证据。利用21个发达经济体和新兴经济体的季度数据(2015年第二季度至2024年第一季度),整合了主权风险、治理和碳定价指标,我们采用了先进的计量经济学方法,包括固定效应与Driscoll-Kraay修正、动态面板阈值回归、自举偏差校正估计和二次规范来捕捉异质性和非线性效应。有三个主要发现。首先,政策设计是决定性的:排放交易体系(ETS)显著提高了主权风险,碳税大体上是中性的,混合机制持续降低价差,强调了它们的财政可信度。第二,经济结构决定结果:在多元化经济体中,主权风险主要由能源依赖和治理决定,而在依赖化石燃料的经济体中,碳定价成为直接的风险渠道。第三,制度能力是一个门槛。阈值和二次分析证实了监管质量与主权风险之间的倒u型关系,截止值为1.45 (ETS)、1.64(税收)和1.51(混合)。在较弱的制度下,碳定价降低了风险,但一旦治理水平超过这一水平,碳定价就会变得不稳定,而混合制度则保持稳定。通过嵌入制度门槛,本研究调和了之前相互矛盾的证据,并表明以强有力的治理为基础的混合碳定价框架在增强气候财政韧性和维持主权信用方面最为有效。
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引用次数: 0
Climate-related risks and loan quality in Europe: Do institutional quality, environmental commitment, and bank size matter? 欧洲气候相关风险和贷款质量:制度质量、环境承诺和银行规模重要吗?
IF 6.9 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2025-11-07 DOI: 10.1016/j.ribaf.2025.103206
Elisa Di Febo , Eliana Angelini , Tu Le
The paper examines how climate-related risks impact credit quality in the European banking sector, utilizing fixed-effects models on a sample of 127 banks across 27 European countries from 2005 to 2023. More specifically, this research assesses the impacts of transition risk and physical risk, taking into account structural, institutional, and sustainability variables. The results indicate that transition risk has a significant impact on degrading credit quality, whereas physical risk has a minimal impact on credit risk. However, this effect is attenuated by the presence of institutional quality and the development of ESG strategies, particularly the publication of sustainability reports. Additionally, our results indicate that institutional quality mitigates the negative impact of climate-related risk on loan quality, suggesting that institutional quality plays a significant role in enhancing financial resilience. Furthermore, robustness tests with alternative proxies and samples disaggregated by bank size reveal a greater vulnerability of small banks and a more effective response in ESG-oriented banks. The work’s innovative contribution lies in integrating environmental risks, institutional indicators, and ESG practices within a single empirical framework, applied to the stability of bank credit. The results provide new evidence for prudential regulation and demonstrate that the climate transition poses an environmental challenge and a crucial lever for rethinking risk management in the European financial system.

EFM Code

510

JEL Code

G210, Q540
本文利用固定效应模型,研究了气候相关风险如何影响欧洲银行业的信贷质量,样本包括27个欧洲国家的127家银行,时间为2005年至2023年。更具体地说,本研究评估了转型风险和物理风险的影响,考虑了结构、制度和可持续性变量。结果表明,转型风险对信用质量降级的影响显著,而物理风险对信用质量降级的影响最小。然而,由于机构质量的存在和ESG战略的发展,特别是可持续发展报告的出版,这种影响减弱了。此外,我们的研究结果表明,制度质量减轻了气候相关风险对贷款质量的负面影响,这表明制度质量在增强金融弹性方面发挥了重要作用。此外,采用替代代理和按银行规模分类的样本进行的稳健性测试表明,小型银行的脆弱性更大,而以esg为导向的银行的反应更有效。这项工作的创新贡献在于将环境风险、制度指标和ESG实践整合到一个单一的经验框架中,并应用于银行信贷的稳定性。研究结果为审慎监管提供了新的证据,并表明气候转型带来了环境挑战,也是重新思考欧洲金融体系风险管理的关键杠杆。EFM Code510JEL CodeG210, Q540
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引用次数: 0
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Research in International Business and Finance
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